From f62f20fe5b8d43dcd23286f1c1b92b25bd4c2278 Mon Sep 17 00:00:00 2001
From: Brandon Paul <86113916+bpaul4@users.noreply.github.com>
Date: Thu, 25 Apr 2024 14:12:50 -0700
Subject: [PATCH] remove RIPE examples (#107)

---
 idaes_examples/archive/ripe/__init__.py       |   0
 idaes_examples/archive/ripe/clc.csv           |  33 --
 idaes_examples/archive/ripe/clc.py            |  34 --
 idaes_examples/archive/ripe/clc_nb_src.ipynb  | 178 ----------
 idaes_examples/archive/ripe/crac.py           | 160 ---------
 idaes_examples/archive/ripe/cracsim.py        | 165 ---------
 idaes_examples/archive/ripe/index.md          |   1 -
 idaes_examples/archive/ripe/isoT.py           |  94 -----
 idaes_examples/archive/ripe/isotsim.py        | 112 ------
 .../ripe/ripe_isothermal_cstr_src.ipynb       | 330 ------------------
 idaes_examples/archive/ripe/sv.alm            |  23 --
 idaes_examples/archive/ripe/temp.alm          |  23 --
 idaes_examples/archive/ripe/temp.lst          | 160 ---------
 idaes_examples/archive/ripe/temptrace.trc     |  76 ----
 idaes_examples/archive/ripe/tmpscratch        |  57 ---
 15 files changed, 1446 deletions(-)
 delete mode 100644 idaes_examples/archive/ripe/__init__.py
 delete mode 100644 idaes_examples/archive/ripe/clc.csv
 delete mode 100644 idaes_examples/archive/ripe/clc.py
 delete mode 100644 idaes_examples/archive/ripe/clc_nb_src.ipynb
 delete mode 100644 idaes_examples/archive/ripe/crac.py
 delete mode 100644 idaes_examples/archive/ripe/cracsim.py
 delete mode 100644 idaes_examples/archive/ripe/index.md
 delete mode 100644 idaes_examples/archive/ripe/isoT.py
 delete mode 100644 idaes_examples/archive/ripe/isotsim.py
 delete mode 100644 idaes_examples/archive/ripe/ripe_isothermal_cstr_src.ipynb
 delete mode 100644 idaes_examples/archive/ripe/sv.alm
 delete mode 100644 idaes_examples/archive/ripe/temp.alm
 delete mode 100644 idaes_examples/archive/ripe/temp.lst
 delete mode 100644 idaes_examples/archive/ripe/temptrace.trc
 delete mode 100644 idaes_examples/archive/ripe/tmpscratch

diff --git a/idaes_examples/archive/ripe/__init__.py b/idaes_examples/archive/ripe/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/idaes_examples/archive/ripe/clc.csv b/idaes_examples/archive/ripe/clc.csv
deleted file mode 100644
index de3debbe..00000000
--- a/idaes_examples/archive/ripe/clc.csv
+++ /dev/null
@@ -1,33 +0,0 @@
-0.079111706,0.024202272
-0.128812507,0.064406608
-0.178362619,0.098030835
-0.224310337,0.13410538
-0.258410748,0.164062818
-0.304140207,0.189085218
-0.347046853,0.221691581
-0.384646869,0.244710317
-0.436366916,0.273685428
-0.489249009,0.303155575
-0.506703599,0.323913195
-0.551429918,0.342154371
-0.607150778,0.372149481
-0.652444747,0.398337777
-0.70285924,0.422371936
-0.754709809,0.449946271
-0.806508955,0.475275176
-0.860822469,0.503894911
-0.917264769,0.527161
-0.967346721,0.551238705
-1.028341715,0.57668451
-1.082502966,0.598655449
-1.136646025,0.619831959
-1.19078226,0.640710558
-1.24480786,0.656758033
-1.298853812,0.673694276
-1.35289624,0.690476598
-1.40652671,0.689270058
-1.460354801,0.696693008
-1.512777561,0.703608801
-1.567937074,0.708311539
-1.62164293,0.710396917
-1.650910985,0.710396917
diff --git a/idaes_examples/archive/ripe/clc.py b/idaes_examples/archive/ripe/clc.py
deleted file mode 100644
index 95a9dbcd..00000000
--- a/idaes_examples/archive/ripe/clc.py
+++ /dev/null
@@ -1,34 +0,0 @@
-#################################################################################
-# The Institute for the Design of Advanced Energy Systems Integrated Platform
-# Framework (IDAES IP) was produced under the DOE Institute for the
-# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022
-# by the software owners: The Regents of the University of California, through
-# Lawrence Berkeley National Laboratory,  National Technology & Engineering
-# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University
-# Research Corporation, et al.  All rights reserved.
-#
-# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and
-# license information.
-#################################################################################
-from idaes.surrogate import ripe
-import numpy as np
-from idaes.surrogate.ripe import mechs as mechs
-
-def main():
-    spec = ['X']
-    # Import data from csv
-    data = np.genfromtxt('clc.csv', delimiter=',')
-    t = data[:,0]
-    xdata = data[:,1]
-    stoich = [1]
-
-    # User pre-defined clc rate forms found in RIPE
-    # mechs = ripe.clcforms
-    clc_mechs = [mechs.powerlawp5, mechs.powerlaw2, mechs.powerlaw3, mechs.powerlaw4, mechs.avrami2, mechs.avrami3, mechs.avrami4, mechs.avrami5, mechs.randomnuc, mechs.ptompkins, mechs.jander, mechs.antijander, mechs.valensi, mechs.parabolic, mechs.gb3d, mechs.zlt, mechs.grain]
-
-    # Identify optimal kinetic mechanism
-    results = ripe.ripemodel(xdata,stoichiometry=stoich,mechanisms=clc_mechs,time=t)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/idaes_examples/archive/ripe/clc_nb_src.ipynb b/idaes_examples/archive/ripe/clc_nb_src.ipynb
deleted file mode 100644
index f2f4f810..00000000
--- a/idaes_examples/archive/ripe/clc_nb_src.ipynb
+++ /dev/null
@@ -1,178 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "36c45c51",
-   "metadata": {
-    "tags": [
-     "header",
-     "hide-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022\n",
-    "# by the software owners: The Regents of the University of California, through\n",
-    "# Lawrence Berkeley National Laboratory,  National Technology & Engineering\n",
-    "# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University\n",
-    "# Research Corporation, et al.  All rights reserved.\n",
-    "#\n",
-    "# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and\n",
-    "# license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Example from:\n",
-    "\n",
-    "Wilson, Zachary T., and Nikolaos V. Sahinidis. \"Automated learning of chemical reaction networks.\" Computers & Chemical Engineering 127 (2019): 88-98.\n",
-    "https://doi.org/10.1016/j.compchemeng.2019.05.020\n",
-    "\n",
-    "Case 2: Dynamic Chemical Looping Combusion Reactor\n",
-    "\n",
-    "This is an example of a CLC reactor. The kinetic reaction rates encapsulate solid-gas reactions. The kinetic rate laws for this example are semi-physical or empirical to provide insights on the underlying physical mechanisms.\n",
-    "\n",
-    "The rate laws are often expressed in terms similar to\n",
-    "\n",
-    "$ \\frac{dX}{dT} = kA(X)g(F) $\n",
-    "\n",
-    "where $ A(X) $ is a mechanism-dependent activity term, and the function $ g(F) $ is a parametric function of processss conditions, typically in this case the partial pressure of methane used as a fuel.   \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Imports and data\n",
-    "\n",
-    "from idaes.apps import ripe\n",
-    "import numpy as np\n",
-    "from idaes.apps.ripe import mechs as mechs\n",
-    "\n",
-    "\n",
-    "np.random.seed(20)\n",
-    "\n",
-    "# Import data from csv\n",
-    "data = np.genfromtxt(\"clc.csv\", delimiter=\",\")\n",
-    "t = data[:, 0]\n",
-    "xdata = data[:, 1]\n",
-    "\n",
-    "# Stoichiometry\n",
-    "# One species\n",
-    "stoich = [1]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We are going to use empirical pre-defined functions from RIPE, defined in the idaes.surrogate.ripe.mechs. The mechanisms depend on only one species for these pre-defined rate forms.\n",
-    "\n",
-    "Rate Equation                           | $ A(x) $\n",
-    ":---                                    |                  :--- \n",
-    "Random Nucleation                       | $ 1-x $ \n",
-    "Power law $n = 2/3, 1.5, 2, 3, 4 $      | $ nx^{(n-1/n)} $\n",
-    "Avrami-Erofeev $ n = 0.5, 1.5, 2, 3, 4$ | $ n(1-x)(-log(1-x))^{(n-1/n)} $\n",
-    "Prout Tompkins                          | $ x(x-1) $\n",
-    "Jander                                  | $ 3(1-x)^{1/3} (1/(1+x)^{((-1/3)-1)}) $\n",
-    "Antijander                              | $ 3/2(1-x)^{(2/3)}(1/(1+x)^{((-1/3)-1)}) $\n",
-    "Valensi                                 | $ 1/(-log(1-x)) $\n",
-    "Parabolic                               | $ 1/2x $\n",
-    "Ginstling-Brountstein diffusion-3d      | $ (3/2)(1-x)^{(4/3)}/((1-x)^{(-1/3)}-1) $\n",
-    "Zhuralev-Leshokin-Tempelman             | $ (3/2)/((1-x)^{(-1/3)}-1) $\n",
-    "Grain model                             | $ (1-x)^{(2/3)} $\n",
-    "\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# User pre-defined clc rate forms found in RIPE\n",
-    "# mechs = ripe.clcforms\n",
-    "clc_mechs = [\n",
-    "    mechs.randomnuc,\n",
-    "    mechs.powerlawp5,\n",
-    "    mechs.powerlaw2,\n",
-    "    mechs.powerlaw3,\n",
-    "    mechs.powerlaw4,\n",
-    "    mechs.avrami2,\n",
-    "    mechs.avrami3,\n",
-    "    mechs.avrami4,\n",
-    "    mechs.avrami5,\n",
-    "    mechs.ptompkins,\n",
-    "    mechs.jander,\n",
-    "    mechs.antijander,\n",
-    "    mechs.valensi,\n",
-    "    mechs.parabolic,\n",
-    "    mechs.gb3d,\n",
-    "    mechs.zlt,\n",
-    "    mechs.grain,\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "All that is left is to run the ripe modeler:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Identify optimal kinetic mechanism\n",
-    "results = ripe.ripemodel(xdata, stoichiometry=stoich, mechanisms=clc_mechs, time=t)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "idaes": {
-   "skip": [
-    "test"
-   ]
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/idaes_examples/archive/ripe/crac.py b/idaes_examples/archive/ripe/crac.py
deleted file mode 100644
index 91aad9b7..00000000
--- a/idaes_examples/archive/ripe/crac.py
+++ /dev/null
@@ -1,160 +0,0 @@
-#################################################################################
-# The Institute for the Design of Advanced Energy Systems Integrated Platform
-# Framework (IDAES IP) was produced under the DOE Institute for the
-# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022
-# by the software owners: The Regents of the University of California, through
-# Lawrence Berkeley National Laboratory,  National Technology & Engineering
-# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University
-# Research Corporation, et al.  All rights reserved.
-#
-# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and
-# license information.
-#################################################################################
-# This file contains an example application of the RIPE software
-# The goal is to identify the reaction kinetics present in a reactor
-# where ethylbenzene is converted to styrene, with a number of side products
-# 
-# Initial training sets provided through random or space-filling sampling 
-# result in incorrect model identification
-# Error maximization sampling can be used to refine the model
-
-import pyomo.environ as pyo
-from idaes.surrogate import ripe
-import numpy as np
-import random
-import cracsim
-
-np.random.seed(100)
-
-# Define kinetic mechanisms, adsorption parameters must be known a-priori
-kco = 35
-kst = 1.5
-
-def main():
-    Tr = 750.0
-    # Experimental variance is known in this problem,
-    # it can be estimated if not provided
-    noise = 0.05
-    # ndata = 10 in publication example
-    ndata = 30
-    ns = 9
-    # Define temperature bounds
-    Tlo = 500
-    Tup = 1000
-    # Define range of inlet concentrations
-    lb = [0,0,0,0,0,1,0,0,1]
-    ub = [3]*ns
-
-    gc = .008314
-
-    Temp = np.linspace(Tlo,Tup,ndata)
-    # Initialize concentration data
-
-    # Inlet concentrations are fixed in publication example
-    # cdata0 = [[.5,0,0,0,0,4.5,0,0,4.5]]*ndata
-    cdata0=np.zeros([ndata,ns])
-    for i in range(ndata):
-        for j in range(ns):
-            cdata0[i,j] = random.uniform(lb[j],ub[j])
-
-
-    # Calculate steady-state concentration values from simulator cracsim.py
-    cdata = cracsim.sim(np.hstack((cdata0, np.expand_dims(Temp, axis=1))))
-
-    # In this example, we know the true stoichiometries. Lets define them first for clarity
-    t_stoich = [[-1,1,0,0,0,0,1,0,0],[-1,0,1,1,0,0,0,0,0],[0,0,0,-1,2,0,-2,0,0],[0,0,0,0,-1,-2,4,1,0]]
-    # Additional considered stoichiometries are defined
-    a_stoich = [[-1,0,0,0,0,-16,21,8,0],[-1,0,0,4,0,0,-3,0,0],[0,0,0,-1,0,-4,6,2,0],[-1,0,1,0,2,0,-2,0,0]]
-    # Index 0-3 are the true reactions, 4-7 are considered reactions
-    stoichs = t_stoich+a_stoich
-
-    # Define kinetic mechanisms, adsorption parameters must be known a-priori
-    kco = 35
-    kst = 1.5
-
-    # Mechanisms can be defined for each stoichiometry using a list-of-list
-    mechs = [[[0,1,3,4,7],eb_dep],[[0],[t_st_prod,cat_st_prod_t1]],[[0,1],cat_ben_prod_t2],[[2,3],meth_prod_t3],[[2,3],ch4_to_co_t4],[[2,3,4,5,6,7],[ma_g,ma_h]]]
-
-    # Experimental variance is known in this case
-    sigma = np.multiply(noise**2,cdata)
-
-    results = ripe.ripemodel(cdata,stoich = stoichs,mechanisms=mechs,x0=cdata0,temp=Temp,sigma=sigma,tref=Tr)
-
-
-def keq(*x):
-    a,b,c,d,f,g,h,i,j,T = x
-    temp = 0.1 + 300/T
-    return pyo.exp(temp)
-
-# These mechanisms are present in the simulation
-def cat_st_prod_t1(*x):
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return (a - (b * h) / keq(*x)) * (1/((1+kst*b)*(1+kco*i)))
-
-def cat_ben_prod_t2(*x):
-    # Mechanism for EB > B + C2H4
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return a / (1+kco*i)
-
-def meth_prod_t3(*x):
-    # Mechanism for C2H4+4H2O > 2CO2+6H
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return d * h
-
-def ch4_to_co_t4(*x):
-     a,b,c,d,f,g,h,i,j,Temp = x
-    #mechanism for CH4+2H2O > CO2+4H2
-     return f * g
-
-# Additional mechanisms are specified for the true stoichiometries and additional stoichs
-def eb_dep(*x):
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return a
-
-def t_st_prod(*x):
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return (a - (b * h) / keq(*x))
-
-def ma_h(*x):
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return h
-
-def ma_g(*x):
-    a,b,c,d,f,g,h,i,j,Temp = x
-    return g
-
-
-# The following section of code can be un-commented in order to continue sampling data until an accurate model is obtained
-# note that this is considerably more computationally expensive
-'''
-#Append T bounds for ems variables
-lb.append(Tlo)
-ub.append(Tup)
-
-# Call RIPE ems in order to identify the next best sample point
-[new_points, err] = ripe.ems(results,cracsim.sim,lb,ub,ns,x=cdata,x0=cdata0,Temp=Temp,Tref=Tr)#,frac=fracfun)
-new_res = cracsim.sim(new_points)
-ite = 0
-data = cdata
-data0 = cdata0
-tdata = Temp.tolist()
-# print 'maximum allowable tolerances : ', [2*noise*s for s in new_res]
-while any(err >  [2*noise*s for s in new_res] ):
-#    print 'Which concentration : ', err > [noise*s for s in new_res]
-    data = np.vstack((data,new_res))
-    data0 = np.vstack((data0,new_points[:-1]))
-    tdata.append(new_points[-1])
-    results = {}
-    ite+=1
-    sigma =  np.multiply(noise**2,np.array(data))
-    results = ripe.ripemodel(data,stoich = stoichs,mechanisms=mechs,x0=data0,sigma=sigma,temp=tdata,tref=Tr, hide_output=True)
-    [new_points, err] = ripe.ems(results,cracsim.sim,lb,ub,10,x=data,x0=data0,temp=tdata,tref=Tr)
-    new_res = cracsim.sim(new_points)
-#    print 'currently at '+str(len(data))+' data points'
-#    print 'proposed new conc : ', new_res
-#    print 'maximum allowable tolerances : ', [noise*s for s in new_res]
-'''
-
-
-if __name__ == "__main__":
-    main()
diff --git a/idaes_examples/archive/ripe/cracsim.py b/idaes_examples/archive/ripe/cracsim.py
deleted file mode 100644
index def81369..00000000
--- a/idaes_examples/archive/ripe/cracsim.py
+++ /dev/null
@@ -1,165 +0,0 @@
-#################################################################################
-# The Institute for the Design of Advanced Energy Systems Integrated Platform
-# Framework (IDAES IP) was produced under the DOE Institute for the
-# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022
-# by the software owners: The Regents of the University of California, through
-# Lawrence Berkeley National Laboratory,  National Technology & Engineering
-# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University
-# Research Corporation, et al.  All rights reserved.
-#
-# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and
-# license information.
-#################################################################################
-# This file contains a reactor simulator built in pyomo
-# The simulator emulates behavior observed in the production of
-# Styrene from ethylbenzene
-
-import numpy as np
-import pyomo.environ as pyo
-
-# define fractional variance of noise, SNR = 1 / noise
-noise = 0.05
-
-# Reference temperature defined
-Tr = 750.0
-# Kinetic parameters are hard coded in the form [[k1,k2...],[E1,E2,...]]
-kinetic_params = [[250,220,38,25],[115,131,55,75]]
-
-
-def sim(data):
-    import numpy as np
-    # Enable 1/2d calls
-    # Ensure that data sizes and shapes are consistent
-    try:
-        x0 = data[:,:9]
-        Temp = data[:,9]
-    except:
-        x0 = data[:9]
-        Temp = data[9]
-    params = kinetic_params
-    dshape = np.shape(x0)
-    if len(dshape) == 1:
-        x0 = np.expand_dims(x0, axis=-1)
-        x0 = np.ndarray.transpose(x0)
-        dshape = np.shape(x0)
-    npc = dshape[0]
-    ns = dshape[1]
-    # Define the reactor simulation in pyomo
-    def pyomosim(data):
-        # Define rate parameters 
-        kco = 35
-        kst = 1.5
-        sparam = 1.0
-        flow = 1.0
-        vol = 1.0
-        gc = .008314
-        # Define kinetic rate parameters
-        k = params[0]
-        E = params[1]
-        # define UB for concentration
-        #nound_ub = 20
-        # pyomo solver options
-        opt = pyo.SolverFactory('baron')
-        cracmodel = pyo.ConcreteModel()
-        ca0,cb0,cc0,cd0,cf0,cg0,ch0,ci0,cj0,T = [float(v) for v in data]
-        
-        bound_ub = 100.0
-        # Define cracmodel variables
-        # A = Eb , B = St , C = Bz , D = Et, E = Tl, F = Me, G = Water, H = H2 I = CO2, J = N2
-        cracmodel.a = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = ca0)
-        cracmodel.b = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cb0)
-        cracmodel.c = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cc0)
-        cracmodel.d = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cd0)
-        cracmodel.f = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cf0)
-        cracmodel.g = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cg0)
-        cracmodel.h = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = ch0)
-        cracmodel.i = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = ci0)
-        cracmodel.j = pyo.Var(domain = pyo.NonNegativeReals, bounds = (0,bound_ub), initialize = cj0)
-        cracmodel.r1 = pyo.Var(domain = pyo.Reals)
-        cracmodel.r2 = pyo.Var(domain = pyo.Reals)
-        cracmodel.r4 = pyo.Var(domain = pyo.Reals)
-        cracmodel.r5 = pyo.Var(domain = pyo.Reals)
-
-        def keq(T):
-            return pyo.exp(0.1 + (300 / T))
-#            return pyo.exp(-1.0*(122700-126.3*T-0.002194*T**2)/(gc*T)) * sparam
-        # define reaction rate variable
-        
-        def fr1(cracmodel):
-            # A <> B + H
-            return cracmodel.r1 == k[0] * pyo.exp(-(E[0]/(gc))*((1/T)-(1/Tr))) * (cracmodel.a - (cracmodel.b * cracmodel.h)/keq(T)) * (1.0/((1+kst*cracmodel.b)*(1+kco*cracmodel.i)))
-        def fr2(cracmodel):
-            # A > C + D
-            return cracmodel.r2 == k[1] * pyo.exp(-(E[1]/(gc))*((1/T)-(1/Tr)))  * cracmodel.a * (1.0/(1+kco*cracmodel.i))
-
-        def fr4(cracmodel):
-            # D + 2H > 2F
-            return cracmodel.r4 == k[2] * pyo.exp(-(E[2]/(gc))*((1/T)-(1/Tr)))  * cracmodel.d * cracmodel.h
-        def fr5(cracmodel):
-            # F+G > I + 4H
-            return cracmodel.r5 == k[3] * pyo.exp(-(E[3]/(gc))*((1/T)-(1/Tr)))  * cracmodel.f * cracmodel.g
-
-        cracmodel.er1 = pyo.Constraint( rule = fr1)
-        cracmodel.er2 = pyo.Constraint( rule = fr2)
-        cracmodel.er4 = pyo.Constraint( rule = fr4)
-        cracmodel.er5 = pyo.Constraint( rule = fr5)
-        cracmodel.sets = pyo.RangeSet(9)
-        cracmodel.dum = pyo.Var(cracmodel.sets, domain = pyo.Reals)
-
-        def fra(cracmodel):  # A - 1,2,3
-            return cracmodel.dum[1]  == ca0-cracmodel.a - cracmodel.r1 -cracmodel.r2 
-        def frb(cracmodel): # B - 1
-            return cracmodel.dum[2]  == cb0-cracmodel.b+cracmodel.r1
-        def frc(cracmodel): # C - 2
-            return cracmodel.dum[3]  == cc0-cracmodel.c+cracmodel.r2
-        def frd(cracmodel): # D - 2,4
-            return cracmodel.dum[4]  == cd0-cracmodel.d+cracmodel.r2-cracmodel.r4
-        def frf(cracmodel): # F - 3,4,5
-            return cracmodel.dum[5]  == cf0-cracmodel.f+2*cracmodel.r4-cracmodel.r5
-        def frg(cracmodel): # G - 5
-            return cracmodel.dum[6]  == cg0-cracmodel.g-2*cracmodel.r5
-        def frh(cracmodel): # H - 1,3,4,5
-            return cracmodel.dum[7]  == ch0-cracmodel.h+cracmodel.r1-2*cracmodel.r4+4*cracmodel.r5
-        def fri(cracmodel): # I - 5
-            return cracmodel.dum[8]  == ci0-cracmodel.i + cracmodel.r5
-        def frj(cracmodel): # J - N2 is inert
-            return cracmodel.dum[9] == cj0-cracmodel.j
-
-        cracmodel.era = pyo.Constraint( rule = fra)
-        cracmodel.erb = pyo.Constraint( rule = frb)
-        cracmodel.erc = pyo.Constraint( rule = frc)
-        cracmodel.erd = pyo.Constraint( rule = frd)
-        cracmodel.erf = pyo.Constraint( rule = frf)
-        cracmodel.erg = pyo.Constraint( rule = frg)
-        cracmodel.erh = pyo.Constraint( rule = frh)
-        cracmodel.eri = pyo.Constraint( rule = fri)
-        cracmodel.erj = pyo.Constraint( rule = frj)
-
-        # minimize square of dummy variables to find steady-state concentrations
-        def objf(cracmodel):
-            return sum(cracmodel.dum[s]**2 for s in cracmodel.sets)
-        
-        cracmodel.OBJ = pyo.Objective(rule = objf)
-        results = opt.solve(cracmodel)
-        cracmodel.solutions.store_to(results)
-        klist = ['a','b','c','d','f','g','h','i','j']
-        # Add noise of the specifiec SNR, noise has variance eps ~ N(0,noise*conc)
-        vn = [results.Solution.Variable[key]['Value']+np.random.normal(0,noise*results.Solution.Variable[key]['Value']) for key in klist]
-        return vn
-    
-    # Simulate over requested datapoints
-    # requested data may have 1 or more points
-    concentrations = []
-    if npc != 1:
-        for i in range(npc):
-            try:
-                t2 = Temp[0][i]
-            except:
-                t2 = Temp[i]            
-            conres = pyomosim(np.ndarray.tolist(x0[i,:])+[t2])
-
-            concentrations.append(conres)
-    else:
-        conres = pyomosim(data)
-        concentrations = conres
-    return concentrations
diff --git a/idaes_examples/archive/ripe/index.md b/idaes_examples/archive/ripe/index.md
deleted file mode 100644
index 99152f29..00000000
--- a/idaes_examples/archive/ripe/index.md
+++ /dev/null
@@ -1 +0,0 @@
-# RIPE
\ No newline at end of file
diff --git a/idaes_examples/archive/ripe/isoT.py b/idaes_examples/archive/ripe/isoT.py
deleted file mode 100644
index 9ac1b95f..00000000
--- a/idaes_examples/archive/ripe/isoT.py
+++ /dev/null
@@ -1,94 +0,0 @@
-#################################################################################
-# The Institute for the Design of Advanced Energy Systems Integrated Platform
-# Framework (IDAES IP) was produced under the DOE Institute for the
-# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022
-# by the software owners: The Regents of the University of California, through
-# Lawrence Berkeley National Laboratory,  National Technology & Engineering
-# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University
-# Research Corporation, et al.  All rights reserved.
-#
-# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and
-# license information.
-#################################################################################
-import pyomo.environ as pyo
-from idaes.surrogate import ripe
-import numpy as np
-import random
-import isotsim
-
-np.random.seed(20)
-
-
-def main():
-
-    #ndata = 100
-    noise = 0.1
-    ns = 5
-    lb_conc = [0,0,0,0,0]
-    ub_conc = [10,10,0,0,0]
-
-
-    # Initialize concentration arrays
-
-    # initial concentrations - only 2 data points at bounds
-    cdata0 = [[1,1,0,0,0],[10,10,0,0,0]]
-    cdata = isotsim.sim(cdata0)
-    nd = len(cdata0)
-
-    # Considered reaction stoichiometries
-    stoich = [[-1,-1,1,0,0] ,[0,-1,-1,1,0],[-1,0,0,-1,1],[-1,-2,0,1,0] ,[-2,-2,0,0,1],[-1,-1,-1,0,1],[-2,-1,1,-1,1]]
-
-    # IRIPE internal mass action kinetics are specified
-    rxn_mechs = [['all','massact']]
-
-    # Use expected variance - estimated from data if not provided
-    sigma = np.multiply(noise**2,np.array(cdata))
-
-    # Call to RIPE
-    results = ripe.ripemodel(cdata,stoich = stoich,mechanisms=rxn_mechs,x0=cdata0,hide_output=False,sigma=sigma,deltaterm=0,expand_output=True)
-
-    # Adaptive experimental design using error maximization sampling
-    [new_points, err] = ripe.ems(results, isotsim.sim, lb_conc, ub_conc, 5, x=cdata, x0=cdata0)
-
-    # Implement EMS as described in the RIPE publication
-    new_res = isotsim.sim(new_points)[0]
-    ite = 0
-    # print 'maximum allowable tolerances : ', [noise*s for s in new_res]
-    while any(err >  [2*noise*s for s in new_res] ):
-    #    print 'Which concentrations violate error (True=violation) : ', err > [noise*s for s in new_res]
-        results = {}
-        ite+=1
-        # Data updated explicitly so RBFopt subroutines produce consistent results
-        new_cdata0 = np.zeros([nd+ite,ns])
-        new_cdata  = np.zeros([nd+ite,ns])
-        new_cdata0[:-1][:] = cdata0[:][:]
-        new_cdata[:-1][:] = cdata[:][:]
-        new_cdata0[-1][:] = new_points[:]
-        res = isotsim.sim(new_points)[0]
-        for j in range(len(res)):
-            new_cdata[-1][j] = res[j]
-
-        #Update weight parameters
-        sigma =  np.multiply(noise**2,np.array(new_cdata))
-
-        # Build updated RIPE model
-        results = ripe.ripemodel(new_cdata,stoich = stoich,mechanisms=rxn_mechs,x0=new_cdata0,sigma=sigma,expand_output=True)
-
-        # Another call to EMS
-        [new_points, err] = ripe.ems(results, isotsim.sim, lb_conc, ub_conc, 5, x=cdata, x0=cdata0)
-
-        # Update results
-        new_res = isotsim.sim(new_points)[0]
-        cdata0 = new_cdata0
-        cdata = new_cdata
-
-    # Final call to RIPE to get concise output
-    results = ripe.ripemodel(cdata,stoich = stoich,mechanisms=rxn_mechs,x0=cdata0,sigma=sigma,expand_output=False)
-    #print results
-
-
-if __name__ == "__main__":
-    main()
-
-
-
diff --git a/idaes_examples/archive/ripe/isotsim.py b/idaes_examples/archive/ripe/isotsim.py
deleted file mode 100644
index 05b13e78..00000000
--- a/idaes_examples/archive/ripe/isotsim.py
+++ /dev/null
@@ -1,112 +0,0 @@
-#################################################################################
-# The Institute for the Design of Advanced Energy Systems Integrated Platform
-# Framework (IDAES IP) was produced under the DOE Institute for the
-# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022
-# by the software owners: The Regents of the University of California, through
-# Lawrence Berkeley National Laboratory,  National Technology & Engineering
-# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University
-# Research Corporation, et al.  All rights reserved.
-#
-# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and
-# license information.
-#################################################################################
-import numpy as np
-noise = 0.1
-
-
-def sim(data):
-    x0 = data
-    params = [1.5,2.1,0.9]
-    #pyomo simulator for cracking example
-    import numpy as np
-    import pyomo.environ as pyo
-
-    dshape = np.shape(x0)
-    
-    if len(dshape) == 1:
-        x0 = np.expand_dims(x0, axis=-1)
-        x0 = np.ndarray.transpose(x0)
-        dshape = np.shape(x0)
-    npc = dshape[0]
-    ns = dshape[1]
-    if dshape[0] == 1:
-        xo = [x0]*npc
-    
-    def pyomosim(x0):
-        # Define rate parameters 
-        flow = 1.0
-        vol = 1.0
-        gc = 8.314
-        # Define kinetic rate parameters
-        k = params        
-        a0,b0,c0,d0,e0 = np.array(x0).T.tolist()
-        opt = pyo.SolverFactory('baron')
-        model = pyo.ConcreteModel()
-#        bound_ub = 100
-        # Define model variables
-        model.a = pyo.Var(domain = pyo.NonNegativeReals)#, bounds = (0.0,bound_ub))
-        model.b = pyo.Var(domain = pyo.NonNegativeReals)#, bounds = (0.0,bound_ub))
-        model.c = pyo.Var(domain = pyo.NonNegativeReals)#, bounds = (0.0,bound_ub))
-        model.d = pyo.Var(domain = pyo.NonNegativeReals)#, bounds = (0.0,bound_ub))
-        model.e = pyo.Var(domain = pyo.NonNegativeReals)#, bounds = (0.0,bound_ub))
-        model.dset = pyo.RangeSet(5)
-        model.dum = pyo.Var(model.dset)
-
-        model.r1 = pyo.Var(domain = pyo.Reals)
-        model.r2 = pyo.Var(domain = pyo.Reals)
-        model.r3 = pyo.Var(domain = pyo.Reals)
-        
-        def fr1(model):
-            return model.r1 == k[0] * model.a * model.b
-        def fr2(model):
-            return model.r2 == k[1] * model.b * model.c
-        def fr3(model):
-            return model.r3 == k[2] * model.a * model.d
-
-        model.er1 = pyo.Constraint( rule = fr1)
-        model.er2 = pyo.Constraint( rule = fr2)
-        model.er3 = pyo.Constraint( rule = fr3)
-        
-        num = 1.0
-        def fra(model):
-            return num * model.dum[1] == (flow/vol)*(a0-model.a ) - model.r1 -model.r3
-        def frb(model):
-            return num * model.dum[2] == (flow/vol)*(b0-model.b ) - model.r1 - model.r2
-        def frc(model):
-            return num * model.dum[3] == (flow/vol)*(c0-model.c) + model.r1 - model.r2
-        def frd(model):
-            return num * model.dum[4] == (flow/vol)*(d0-model.d) + model.r2 - model.r3
-        def fre(model):
-            return num * model.dum[5] == (flow/vol)*(e0-model.e) + model.r3
-
-        model.era = pyo.Constraint(rule=fra)
-        model.erb = pyo.Constraint( rule = frb)
-        model.erc = pyo.Constraint( rule = frc)
-        model.erd = pyo.Constraint( rule = frd)
-        model.ere = pyo.Constraint( rule = fre)
-
-        def objf(model):
-            return sum([ model.dum[i]**2 for i in model.dset])
-        
-        model.OBJ = pyo.Objective(rule = objf)
-
-        results = opt.solve(model, tee=False)
-        model.solutions.store_to(results)
-        # Note: noise is not truly normally distributed as concentration values cannot be negative
-#        print 'debug this : ', results.Solution.Variable['a']['Value'],np.random.normal(0,noise*results.Solution.Variable['a']['Value']),np.argmax([0.0,results.Solution.Variable['a']['Value']+np.random.normal(0,noise*results.Solution.Variable['a']['Value'])])
-        v = [results.Solution.Variable[key]['Value'] for key in ['a','b','c','d','e']]
-        vn = [results.Solution.Variable[key]['Value']+np.random.normal(0,noise*results.Solution.Variable[key]['Value']) for key in ['a','b','c','d','e']]
-        tsum = 0
-        for i in range(5):
-            if vn[i] < 0:
-                vn[i] = v[i]
-                tsum+= 1
-#        print 'total number of zeros : ', tsum
-        return vn
-    
-    # Simulate over requested datapoints
-    concentrations = []
-    for i in range(npc):
-        conres = pyomosim(x0[i])
-        concentrations.append(conres)
-    return concentrations
diff --git a/idaes_examples/archive/ripe/ripe_isothermal_cstr_src.ipynb b/idaes_examples/archive/ripe/ripe_isothermal_cstr_src.ipynb
deleted file mode 100644
index 66222900..00000000
--- a/idaes_examples/archive/ripe/ripe_isothermal_cstr_src.ipynb
+++ /dev/null
@@ -1,330 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "13a2fb8e",
-   "metadata": {
-    "tags": [
-     "header",
-     "hide-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "###############################################################################\n",
-    "# The Institute for the Design of Advanced Energy Systems Integrated Platform\n",
-    "# Framework (IDAES IP) was produced under the DOE Institute for the\n",
-    "# Design of Advanced Energy Systems (IDAES), and is copyright (c) 2018-2022\n",
-    "# by the software owners: The Regents of the University of California, through\n",
-    "# Lawrence Berkeley National Laboratory,  National Technology & Engineering\n",
-    "# Solutions of Sandia, LLC, Carnegie Mellon University, West Virginia University\n",
-    "# Research Corporation, et al.  All rights reserved.\n",
-    "#\n",
-    "# Please see the files COPYRIGHT.md and LICENSE.md for full copyright and\n",
-    "# license information.\n",
-    "###############################################################################"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Example from:\n",
-    "\n",
-    "Wilson, Zachary T., and Nikolaos V. Sahinidis. \"Automated learning of chemical reaction networks.\" Computers & Chemical Engineering 127 (2019): 88-98.\n",
-    "https://doi.org/10.1016/j.compchemeng.2019.05.020\n",
-    "\n",
-    "*Case 1: Isothermal CSTR*\n",
-    "\n",
-    "For isothermal CSTRs across a known range of feed concentrations, $C_s^l \\leq C_s^0 \\leq C_s^u$, s $\\in$ F. \n",
-    "\n",
-    "The simulated reaction networks id defined below, where $k_1^{true} = 1.5$, $k_2^{true} = 2.1$, and $k_3^{true} = 0.9$ with a residence time of $\\tau = 1$ is used for the reactor. \n",
-    "\n",
-    "\n",
-    "$A + B \\rightarrow C \\quad  \\{{k_1^{true}}\\}$ \n",
-    "\n",
-    "$B + C \\rightarrow D \\quad  \\{{k_2^{true}}\\}$\n",
-    "\n",
-    "$A + D \\rightarrow E \\quad  \\{{k_3^{true}}\\}$\n",
-    "\n",
-    "Initial concentrations are specificed for species $F = {A,B}$ over the range $0 \\leq C_s^0 \\leq 10$, $s\\in F$."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Imports\n",
-    "\n",
-    "import pyomo.environ as pyo\n",
-    "from idaes.apps import ripe\n",
-    "import numpy as np\n",
-    "import random\n",
-    "import isotsim\n",
-    "\n",
-    "np.random.seed(20)\n",
-    "\n",
-    "# Setup the problem\n",
-    "noise = 0.1\n",
-    "ns = 5  # number of species\n",
-    "lb_conc = [0, 0, 0, 0, 0]\n",
-    "ub_conc = [10, 10, 0, 0, 0]\n",
-    "\n",
-    "# initial concentrations - only 2 data points\n",
-    "cdata0 = [[1, 1, 0, 0, 0], [10, 10, 0, 0, 0]]\n",
-    "cdata = isotsim.sim(cdata0)\n",
-    "nd = len(cdata0)  # number of data points\n",
-    "\n",
-    "# Expected variance based off the noise in the data\n",
-    "sigma = np.multiply(noise**2, np.array(cdata))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The postulated set reaction stoichiometries is defined as:\n",
-    "\n",
-    "$ A + B \\rightarrow C $\n",
-    "\n",
-    "$ B + C \\rightarrow D $\n",
-    "\n",
-    "$ A + D \\rightarrow E $\n",
-    "\n",
-    "$ A + 2B \\rightarrow D $\n",
-    "\n",
-    "$ 2A + 2B \\rightarrow E $\n",
-    "\n",
-    "$ A + B + C \\rightarrow E $\n",
-    "\n",
-    "$ 2A + B + D \\rightarrow C + E$\n",
-    "\n",
-    "$ C + D \\rightarrow E + A $\n",
-    "\n",
-    "$ 3A + 3B \\rightarrow C + E $\n",
-    "\n",
-    "$ 3A + 4B \\rightarrow D + E $\n",
-    "\n",
-    "$ 2A + 3B  \\rightarrow C + D $\n",
-    "\n",
-    "$ 4A + 5B \\rightarrow C + D + E $"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# considered reaction stoichiometries\n",
-    "#            A   B   C   D   E\n",
-    "stoich = [\n",
-    "    [-1, -1, 1, 0, 0],\n",
-    "    [0, -1, -1, 1, 0],\n",
-    "    [-1, 0, 0, -1, 1],\n",
-    "    [-1, -2, 0, 1, 0],\n",
-    "    [-2, -2, 0, 0, 1],\n",
-    "    [-1, -1, -1, 0, 1],\n",
-    "    [-2, -1, 1, -1, 1],\n",
-    "    [1, 0, -1, -1, 1],\n",
-    "    [-3, -3, 1, 0, 1],\n",
-    "    [-3, -4, 0, 1, 1],\n",
-    "    [-2, -3, 1, 1, 0],\n",
-    "    [-4, -5, 1, 1, 1],\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We have the initial conditions and possible stoichiometries to consider, but we still need the kinetics reaction mechanisms. Reaction mechanisms require a stoichiometry and kinetic model. In this case, we will be using mass action kinetics for all the stoichiometries available, which is built into RIPE."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# IRIPE internal mass action kinetics are specified\n",
-    "rxn_mechs = [[\"all\", \"massact\"]]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we are ready to run the RIPE model builder:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "results = ripe.ripemodel(\n",
-    "    cdata,\n",
-    "    stoich=stoich,\n",
-    "    mechanisms=rxn_mechs,\n",
-    "    x0=cdata0,\n",
-    "    hide_output=False,\n",
-    "    sigma=sigma,\n",
-    "    deltaterm=0,\n",
-    "    expand_output=True,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Based on the number of data points, the best model chosen is only one reaction.\n",
-    "\n",
-    "$ 4A + 5B \\rightarrow C + D + E $\n",
-    "\n",
-    "So similar to how ALAMO iterates between developing a model and adding additional points with error maximization, RIPE provides methods to do the same."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Adaptive experimental design using error maximization sampling\n",
-    "[new_points, err] = ripe.ems(\n",
-    "    results, isotsim.sim, lb_conc, ub_conc, 5, x=cdata, x0=cdata0  # number of species\n",
-    ")\n",
-    "print(\"New Point\", new_points)\n",
-    "print(\"Error\", err)\n",
-    "\n",
-    "# Implement EMS as described in the RIPE publication\n",
-    "new_res = isotsim.sim(new_points)[0]\n",
-    "print(\"New Result\", new_res)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Running ripe.ems gives us additional points maximizing the error that we can use to develop a new model until our error tolerance is achieved. A common loop in using RIPE follows:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "ite = 0\n",
-    "\n",
-    "while any(err > [2 * noise * s for s in new_res]):\n",
-    "    print(\n",
-    "        \"Which concentrations violate error (True=violation) : \",\n",
-    "        err > [noise * s for s in new_res],\n",
-    "    )\n",
-    "    results = {}\n",
-    "    ite += 1\n",
-    "\n",
-    "    # Data updated explicitly\n",
-    "    # so RBFopt subroutines produce consistent results\n",
-    "\n",
-    "    new_cdata0 = np.zeros([nd + ite, ns])\n",
-    "    new_cdata = np.zeros([nd + ite, ns])\n",
-    "    new_cdata0[:-1][:] = cdata0[:][:]\n",
-    "    new_cdata[:-1][:] = cdata[:][:]\n",
-    "    new_cdata0[-1][:] = new_points[:]\n",
-    "    res = isotsim.sim(new_points)[0]\n",
-    "    for j in range(len(res)):\n",
-    "        new_cdata[-1][j] = res[j]\n",
-    "\n",
-    "    # Update weight parameters\n",
-    "    sigma = np.multiply(noise**2, np.array(new_cdata))\n",
-    "\n",
-    "    # Build updated RIPE model\n",
-    "    results = ripe.ripemodel(\n",
-    "        new_cdata,\n",
-    "        stoich=stoich,\n",
-    "        mechanisms=rxn_mechs,\n",
-    "        x0=new_cdata0,\n",
-    "        sigma=sigma,\n",
-    "        expand_output=True,\n",
-    "    )\n",
-    "\n",
-    "    # Another call to EMS\n",
-    "    [new_points, err] = ripe.ems(\n",
-    "        results, isotsim.sim, lb_conc, ub_conc, 5, x=cdata, x0=cdata0\n",
-    "    )\n",
-    "\n",
-    "    # Update results\n",
-    "    new_res = isotsim.sim(new_points)[0]\n",
-    "    cdata0 = new_cdata0\n",
-    "    cdata = new_cdata"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The results can vary, but RIPE can identify the simulated system of:\n",
-    "\n",
-    "$A + B \\rightarrow C \\quad  \\{{k_1^{true}}\\}$ \n",
-    "\n",
-    "$B + C \\rightarrow D \\quad  \\{{k_2^{true}}\\}$\n",
-    "\n",
-    "$A + D \\rightarrow E \\quad  \\{{k_3^{true}}\\}$"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Final call to RIPE to get concise output\n",
-    "results = ripe.ripemodel(\n",
-    "    cdata,\n",
-    "    stoich=stoich,\n",
-    "    mechanisms=rxn_mechs,\n",
-    "    x0=cdata0,\n",
-    "    sigma=sigma,\n",
-    "    expand_output=False,\n",
-    ")\n",
-    "print(results)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/idaes_examples/archive/ripe/sv.alm b/idaes_examples/archive/ripe/sv.alm
deleted file mode 100644
index 4832c0c6..00000000
--- a/idaes_examples/archive/ripe/sv.alm
+++ /dev/null
@@ -1,23 +0,0 @@
-linfcns 1
-funform 1
-trace 1
-tracefname temptrace.trc
-solvemip 1
-ninputs 1
-noutputs 1
-xlabels st
-modeler 1
-monomialpower 0.5 1 1.5 2 
-logfcns 1
-expfcns 1
-constant 0
-xmin 0
-xmax 1.650910985
-cvxbic 1
-initialpoints 3
-ndata 3
-begin_data
-1.512777561 0.703608801 
-1.567937074 0.708311539 
-1.62164293 0.710396917 
-end_data
diff --git a/idaes_examples/archive/ripe/temp.alm b/idaes_examples/archive/ripe/temp.alm
deleted file mode 100644
index 4832c0c6..00000000
--- a/idaes_examples/archive/ripe/temp.alm
+++ /dev/null
@@ -1,23 +0,0 @@
-linfcns 1
-funform 1
-trace 1
-tracefname temptrace.trc
-solvemip 1
-ninputs 1
-noutputs 1
-xlabels st
-modeler 1
-monomialpower 0.5 1 1.5 2 
-logfcns 1
-expfcns 1
-constant 0
-xmin 0
-xmax 1.650910985
-cvxbic 1
-initialpoints 3
-ndata 3
-begin_data
-1.512777561 0.703608801 
-1.567937074 0.708311539 
-1.62164293 0.710396917 
-end_data
diff --git a/idaes_examples/archive/ripe/temp.lst b/idaes_examples/archive/ripe/temp.lst
deleted file mode 100644
index 0f23cb5d..00000000
--- a/idaes_examples/archive/ripe/temp.lst
+++ /dev/null
@@ -1,160 +0,0 @@
- ***************************************************************************
- ALAMO version 2022.10.7. Built: WIN-64 Fri Oct 7 21:02:38 EDT 2022 
- 
-The options and data used in solving this problem are as follows:
- 
-NINPUTS           =              1
-NOUTPUTS          =              1
-NTRANS            =              0
-NCVF              =              5
-NPENL             =            100
-NDATA             =              3
-NPREDATA          =              0
-NSAMPLE           =              0
-NVALDATA          =              0
-NVALSAMPLE        =              0
-NVALSETS          =              0
-PRFREQ            =              1
-INITIALPOINTS     =              3
-SAMPLER           =              1
-MODELER           =              1
-INITIALIZER       =              3
-BUILDER           =              1
-ENUM1             =          16384
-ENUMALL           =              0
-GREEDYBUILDER     =               T
-NDGELS            =            120
-SCREENER          =              0
-SISMULT           = 1 
-MAXSIM            =             10
-MINPOINTS         =              1
-MAXPOINTS         =              7
-OBJFUN            =              1
-SNOBFITP          = 0.5 
-SNOBFITRESOLUTION = 0.100000000000E-004 
-MAXTIME           = 1000 
-DATALIMITTERMS    =               T
-NUMLIMITBASIS     =               T
-CONVPEN           = 0 
-MONO              =              3
-MULTI2            =              0
-MULTI3            =              0
-RATIOS            =              0
-EXPFCNS           =               T
-LINFCNS           =               T
-LOGFCNS           =               T
-SINFCNS           =               F
-COSFCNS           =               F
-CONSTANT          =               F
-GRBFCNS           =               F
-PRBF              =               F
-LK                =               F
-NCUSTOMBAS        =              0
-OTHERBASIS        =              0
-USEGPU            =               F
-XSCALING          =               F
-SCALEZ            =               F
-MAXITER           =              1
-TOLESTERROR       = 0.999999977648E-002 
-TOLSSE            = 0 
-FUNFORM           =              1
-RBFPARAM          = 1 
-PRESET            = -111111 
-LINEARERROR       =               F
-SOLVEMIP          =               F
-DELTATERM         =               T
-SHORTCUT          =               T
-DIVE              =               T
-FIRSTFEAS         =               F
-MIPOPTCA          = 0.500000007451E-001 
-MIPOPTCR          = 0.999999974738E-004 
-CRTOL             = 0.100000000000E-002 
-CRNINITIAL        =              0
-CRMAXITER         =             10
-CRNVIOL           =              5
-CRNTRIALS         =            100
-CRNCUSTOM         =              0
-NGROUPS           =              0
-SIMULATOR         =      mysim
-SIMIN             =      input.txt
-SIMOUT            =      output.txt
-SCRATCH           =      almscr
-BARONEXE          =      almbaron.exe
-===========================================================================
-
-XLABELS        XMIN                  XMAX             XISINT
-st         0.00000000000         1.65091098500         F
-ZLABELS   TOLMEANERROR          TOLRELMETRIC          TOLABSMETRIC            MAXTERMS  ZISINT  TOLMAXERROR
-Z1         0.00000000000        0.100000000000E-005  0.100000000000E-005            5    F       0.500000000000E-001
-
-XDATA and ZDATA
-  1.512777561 0.703608801 
-  1.567937074 0.708311539 
-  1.62164293 0.710396917 
-
-MONOPOWERS
-0.5 1.5 2 
-===========================================================================
-Total number of bases considered =         5
-
-BASES considered
- st
- exp(st)
- st**0.5
- st**1.5
- st**2
-===========================================================================
- 
- Step 0: Initializing data set
- User provided an initial data set of 3 data points
- We will sample no more data points at this stage
- ***************************************************************************
- Iteration 1 (Approx. elapsed time 0.0 s)
- 
- Step 1: Model building using BIC
- 
- Model building for variable Z1
- sigma in almsurr1 =    1.00000000000000
- ----
- BIC = 1.10 with Z1 = 0.56503112463080173988317 * st**0.5
- 
- Calculating quality metrics on observed data set.
- Errors on observed data points 
- (for each data point: x, z, zmodel, square error, absolute error):
-  1.512777561 0.703608801 0.694960160025 0.747989907093E-004 1.22918317145 
-  1.567937074 0.708311539 0.707516685047 0 0.112218128562 
-  1.62164293 0.710396917 0.71953179251 0.834459505821E-004 1.28588332682 
- Maximum absolute errors (%) on observed data points 
-  1.28588332682 
- 
- 
- Quality metrics for output Z1
- -----------------------------
- SSE OLR:           0.850E-30
- SSE:               0.159E-03
- RMSE:              0.728E-02
- R2:                1.00
- R2 adjusted:       1.00
- Model size:        1
- BIC:               1.10
- Cp:                -1.00
- AICc:              -23.5
- HQC:               -29.3
- MSE:               0.159E-03
- SSEp:              0.159E-03
- RIC:               3.22
- MADp:              1.29
-
- BETAS and BASES chosen for this output
-  0.565031124630802      st**0.5
- 
- 
- Total execution time 0.0 s
- Times breakdown
-     OLR time:        0.0 s in 16 ordinary linear regression problem(s)
-     MIP time:        0.0 s in 0 quadratic integer problem(s)
-     Simulation time: 0.0 s to simulate 0 point(s)
-     All other time:  0.0 s in 1 iteration(s)
- 
- Normal termination
- ***************************************************************************
diff --git a/idaes_examples/archive/ripe/temptrace.trc b/idaes_examples/archive/ripe/temptrace.trc
deleted file mode 100644
index 644e83b2..00000000
--- a/idaes_examples/archive/ripe/temptrace.trc
+++ /dev/null
@@ -1,76 +0,0 @@
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 32, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.379E-03, 0.881E-01, 0.525E-01, 0.988, 1, 3.55, 3.31, -29.9, -187., -186., 0.294E-02, 0.881E-01, 69.6, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 32, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.51900110087274464731877 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 29, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.359E-03, 0.409E-01, 0.376E-01, 0.993, 1, 3.41, 3.26, -27.0, -188., -188., 0.151E-02, 0.409E-01, 77.6, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 29, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.54326638220273648638425 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 26, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.143E-03, 0.176E-01, 0.260E-01, 0.996, 1, 3.28, 3.24, -24.0, -188., -187., 0.733E-03, 0.176E-01, 84.4, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 26, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.56409136389973191239022 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 23, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.125E-03, 0.821E-02, 0.189E-01, 0.998, 1, 3.14, 3.23, -21.0, -180., -180., 0.391E-03, 0.821E-02, 89.9, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 23, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58097796099196175045876 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 20, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.117E-03, 0.369E-02, 0.136E-01, 0.998, 1, 3.00, 3.22, -18.0, -170., -170., 0.205E-03, 0.369E-02, 94.9, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 20, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.59627190907604532554842 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 17, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.109E-03, 0.192E-02, 0.106E-01, 0.999, 1, 2.84, 3.22, -15.0, -152., -152., 0.128E-03, 0.192E-02, 99.0, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 17, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.60891015104919832268138 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 14, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.107E-03, 0.130E-02, 0.962E-02, 0.999, 1, 2.64, 3.22, -12.0, -128., -128., 0.108E-03, 0.130E-02, 102., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 14, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61924197147691284470739 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 11, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.958E-04, 0.122E-02, 0.105E-01, 0.997, 1, 2.40, 3.22, -9.00, -97.7, -98.4, 0.136E-03, 0.122E-02, 104., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 11, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.62387747636893386982138 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 8, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.368E-04, 0.113E-02, 0.119E-01, 0.994, 1, 2.08, 3.22, -6.00, -68.2, -69.5, 0.188E-03, 0.113E-02, 102., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 8, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61718699265488141669778 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 5, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.618E-29, 0.625E-04, 0.354E-02, 0.999, 1, 1.61, 3.22, -3.00, -53.1, -55.5, 0.208E-04, 0.625E-04, 16.5, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 5, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 1.2673175353245353935705 * st**1.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.143E-30, 0.173E-04, 0.240E-02, 1.00, 1, 1.10, 3.22, -1.00, -30.2, -36.0, 0.173E-04, 0.173E-04, 1.87, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.63334822685992542279365 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.918E-30, 0.486E-04, 0.403E-02, 1.00, 1, 1.10, 3.22, -1.00, -27.1, -32.9, 0.486E-04, 0.486E-04, 1.59, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.62906836705257784814194 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.185E-31, 0.183E-04, 0.247E-02, 1.00, 1, 1.10, 3.22, -1.00, -30.0, -35.8, 0.183E-04, 0.183E-04, 1.03, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61409670114056258416468 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.496E-30, 0.222E-04, 0.272E-02, 1.00, 1, 1.10, 3.22, -1.00, -29.4, -35.3, 0.222E-04, 0.222E-04, 0.913, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.21105498219212401322942 * exp(st)
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.123E-30, 0.394E-04, 0.363E-02, 1.00, 1, 1.10, 3.22, -1.00, -27.7, -33.5, 0.394E-04, 0.394E-04, 0.986, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.21095275318545478326904 * exp(st)
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.111E-30, 0.871E-04, 0.539E-02, 1.00, 1, 1.10, 3.22, -1.00, -25.3, -31.2, 0.871E-04, 0.871E-04, 1.17, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.57536306576793760925170 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.740E-31, 0.101E-04, 0.184E-02, 1.00, 1, 1.10, 3.22, -1.00, -31.8, -37.6, 0.101E-04, 0.101E-04, 0.355, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58903135703939046852184 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.281E-29, 0.218E-03, 0.852E-02, 1.00, 1, 1.10, 3.22, -1.00, -22.6, -28.4, 0.218E-03, 0.218E-03, 1.70, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58356040616139981391797 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.850E-30, 0.159E-03, 0.728E-02, 1.00, 1, 1.10, 3.22, -1.00, -23.5, -29.3, 0.159E-03, 0.159E-03, 1.29, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.56503112463080173988317 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 32, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.379E-03, 0.881E-01, 0.525E-01, 0.988, 1, 3.55, 3.31, -29.9, -187., -186., 0.294E-02, 0.881E-01, 69.6, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 32, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.51900110087274464731877 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 29, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.359E-03, 0.409E-01, 0.376E-01, 0.993, 1, 3.41, 3.26, -27.0, -188., -188., 0.151E-02, 0.409E-01, 77.6, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 29, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.54326638220273648638425 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 26, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.143E-03, 0.176E-01, 0.260E-01, 0.996, 1, 3.28, 3.24, -24.0, -188., -187., 0.733E-03, 0.176E-01, 84.4, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 26, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.56409136389973191239022 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 23, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.125E-03, 0.821E-02, 0.189E-01, 0.998, 1, 3.14, 3.23, -21.0, -180., -180., 0.391E-03, 0.821E-02, 89.9, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 23, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58097796099196175045876 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 20, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.117E-03, 0.369E-02, 0.136E-01, 0.998, 1, 3.00, 3.22, -18.0, -170., -170., 0.205E-03, 0.369E-02, 94.9, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 20, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.59627190907604532554842 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 17, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.109E-03, 0.192E-02, 0.106E-01, 0.999, 1, 2.84, 3.22, -15.0, -152., -152., 0.128E-03, 0.192E-02, 99.0, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 17, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.60891015104919832268138 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 14, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.107E-03, 0.130E-02, 0.962E-02, 0.999, 1, 2.64, 3.22, -12.0, -128., -128., 0.108E-03, 0.130E-02, 102., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 14, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61924197147691284470739 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 11, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.958E-04, 0.122E-02, 0.105E-01, 0.997, 1, 2.40, 3.22, -9.00, -97.7, -98.4, 0.136E-03, 0.122E-02, 104., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 11, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.62387747636893386982138 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 8, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.368E-04, 0.113E-02, 0.119E-01, 0.994, 1, 2.08, 3.22, -6.00, -68.2, -69.5, 0.188E-03, 0.113E-02, 102., 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 8, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61718699265488141669778 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 5, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.618E-29, 0.625E-04, 0.354E-02, 0.999, 1, 1.61, 3.22, -3.00, -53.1, -55.5, 0.208E-04, 0.625E-04, 16.5, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 5, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 1.2673175353245353935705 * st**1.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.143E-30, 0.173E-04, 0.240E-02, 1.00, 1, 1.10, 3.22, -1.00, -30.2, -36.0, 0.173E-04, 0.173E-04, 1.87, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.63334822685992542279365 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.918E-30, 0.486E-04, 0.403E-02, 1.00, 1, 1.10, 3.22, -1.00, -27.1, -32.9, 0.486E-04, 0.486E-04, 1.59, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.62906836705257784814194 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.185E-31, 0.183E-04, 0.247E-02, 1.00, 1, 1.10, 3.22, -1.00, -30.0, -35.8, 0.183E-04, 0.183E-04, 1.03, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.61409670114056258416468 * st
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.496E-30, 0.222E-04, 0.272E-02, 1.00, 1, 1.10, 3.22, -1.00, -29.4, -35.3, 0.222E-04, 0.222E-04, 0.913, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.21105498219212401322942 * exp(st)
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.123E-30, 0.394E-04, 0.363E-02, 1.00, 1, 1.10, 3.22, -1.00, -27.7, -33.5, 0.394E-04, 0.394E-04, 0.986, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.21095275318545478326904 * exp(st)
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.111E-30, 0.871E-04, 0.539E-02, 1.00, 1, 1.10, 3.22, -1.00, -25.3, -31.2, 0.871E-04, 0.871E-04, 1.17, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.57536306576793760925170 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.740E-31, 0.101E-04, 0.184E-02, 1.00, 1, 1.10, 3.22, -1.00, -31.8, -37.6, 0.101E-04, 0.101E-04, 0.355, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58903135703939046852184 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.281E-29, 0.218E-03, 0.852E-02, 1.00, 1, 1.10, 3.22, -1.00, -22.6, -28.4, 0.218E-03, 0.218E-03, 1.70, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.58356040616139981391797 * st**0.5
-#filename, NINPUTS, NOUTPUTS, INITIALPOINTS, OUTPUT, SET, INITIALIZER, SAMPLER, MODELER, BUILDER, GREEDYBUILD, BACKSTEPPER, GREEDYBACK, REGULARIZER, SOLVEMIP, SSEOLR, SSE, RMSE, R2, ModelSize, BIC, RIC, Cp, AICc, HQC, MSE, SSEp, MADp, OLRTime, numOLRs, OLRoneCalls, OLRoneFails, OLRgsiCalls, OLRgsiFails, OLRdgelCalls, OLRdgelFails, OLRclrCalls, OLRclrFails, OLRgmsCalls, OLRgmsFails, CLRTime, numCLRs, MIPTime, NumMIPs, LassoTime, Metric1Lasso, Metric2Lasso, LassoSuccess, LassoRed, nBasInitAct, nBas, SimTime, SimData, TotData, NdataConv, OtherTime, NumIters, IterConv, TimeConv, Step0Time, Step1Time, Step2Time, TotalTime, AlamoStatus, AlamoVersion, Model
-temp.alm, 1, 1, 3, 1, 0, 3, 1, 1, 1, T, 0, T, 0, F, 0.850E-30, 0.159E-03, 0.728E-02, 1.00, 1, 1.10, 3.22, -1.00, -23.5, -29.3, 0.159E-03, 0.159E-03, 1.29, 0.0000000, 16, 5, 0, 0, 0, 11, 0, 0, 0, 0, 0, 0.0000000, 0, 0.0000000, 0, 0.0000000, 0.17976931+309, 0.17976931+309, F, 0.0000000, 5, 6, 0.0000000, 0, 3, 0, 0.0000000, 1, 0, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0.0000000, 0, 2022.10.7,  Z1 = 0.56503112463080173988317 * st**0.5
diff --git a/idaes_examples/archive/ripe/tmpscratch b/idaes_examples/archive/ripe/tmpscratch
deleted file mode 100644
index 517da6e1..00000000
--- a/idaes_examples/archive/ripe/tmpscratch
+++ /dev/null
@@ -1,57 +0,0 @@
- ***************************************************************************
- ALAMO version 2022.10.7. Built: WIN-64 Fri Oct 7 21:02:38 EDT 2022 
-
- If you use this software, please cite:
- Cozad, A., N. V. Sahinidis and D. C. Miller,
- Automatic Learning of Algebraic Models for Optimization,
- AIChE Journal, 60, 2211-2227, 2014.
-
- ALAMO is powered by the BARON software from http://www.minlp.com/
- ***************************************************************************
- Licensee: Dan Gunter at US Department of Energy, dkgunter@lbl.gov.
- ***************************************************************************
- Reading input data
- Checking input consistency and initializing data structures
- Warning: powers of 1 will be discarded from the set of basis functions.
- Warning: eliminating basis log(st)
- 
- Step 0: Initializing data set
- User provided an initial data set of 3 data points
- We will sample no more data points at this stage
- ***************************************************************************
- Iteration 1 (Approx. elapsed time 0.0 s)
- 
- Step 1: Model building using BIC
- 
- Model building for variable Z1
- ----
- BIC = 1.10 with Z1 = 0.57 * st**0.5
- 
- Calculating quality metrics on observed data set.
- 
- Quality metrics for output Z1
- -----------------------------
- SSE OLR:           0.850E-30
- SSE:               0.159E-03
- RMSE:              0.728E-02
- R2:                1.00
- R2 adjusted:       1.00
- Model size:        1
- BIC:               1.10
- Cp:                -1.00
- AICc:              -23.5
- HQC:               -29.3
- MSE:               0.159E-03
- SSEp:              0.159E-03
- RIC:               3.22
- MADp:              1.29
- 
- Total execution time 0.0 s
- Times breakdown
-     OLR time:        0.0 s in 16 ordinary linear regression problem(s)
-     MIP time:        0.0 s in 0 quadratic integer problem(s)
-     Simulation time: 0.0 s to simulate 0 point(s)
-     All other time:  0.0 s in 1 iteration(s)
- 
- Normal termination
- ***************************************************************************