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         style="stroke-linecap:butt;stroke-linejoin:round">Coal mining is known to have a range of significant impacts on the environment. Extraction and processing of coal generates a large quantity of waste which can affect water, soil, and air quality. Dispersal of coal mine waste due to erosion and improper management can contaminate the surrounding region for many kilometers. One of the most serious environmental effects of coal mining is acid mine drainage (AMD) in which oxidation of sulfidic mine wastes pollutes and acidifies streams and water bodies. Management of acid mine drainage requires monitoring to detect changes to chemistry over time [1].</flowPara><flowPara
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         id="flowPara5698">A suite of algorithms and documentation called Coal and Open-pit surface mining impacts on American Lands (COAL) was developed to leverage publicly available data to identify evidence of mining and correlate it with environmental impacts over time [2] [3] [4].</flowPara></flowRoot>    <flowRoot
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   id="flowSpan4634">Figure 1:</flowSpan> The San Juan Coal Mine and Generating Station operated by the Westmoreland Coal Company in Waterflow, New Mexico served as the case study for the initial development of COAL. Image Courtesy San Juan Citizens Alliance/Ecoflight [5].</flowPara></flowRoot>    <flowRoot
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   id="flowSpan4678">Figure 8:</flowSpan> The USGS Digital Spectral Library 06 [15] in AVIRIS-C format contains 1365 samples with 225 spectral bands. In this visualization, each column represents a sample and each row represents a band from near-ultraviolet (383 nm) above to short-wave infrared (2508 nm) below. Samples include minerals, vegetation, and synthetic materials.</flowPara></flowRoot>    <flowRoot
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         id="flowPara1270">Spectroscopy is the measurement of the reflectance of a substance in multiple wavelengths of light to identify its chemical composition. Imaging spectrometer remote sensing systems capture spectral imagery of a geographic region using aerial or satellite instruments at varying spatial resolutions. The Jet Propulsion Laboratory (JPL) collects and makes available a large volume of imaging spectrometer data. Orthocorrected, scaled-reflectance imaging spectrometer data is widely used to characterize mine waste environments [6]. Imaging spectroscopy is a potentially powerful, cost-effective, and noninvasive technique for environmental monitoring.</flowPara><flowPara
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   id="flowSpan6060">pycoal</flowSpan> to process data from the Airborne Visible/Infrared Imaging Spectrometer Classic (AVIRIS-C) and Next Generation (AVIRIS-NG). Georeferenced raster data in ENVI format is processed to classify minerals, identify mining, and correlate it with other environmental data sets. COAL data products are integrated with geographic information systems (GIS) to map the distribution of mine effects in proximity to water resources. Additional features include custom visible-light renderings and spectral plots to enhance interpretation.</flowPara></flowRoot>    <flowRoot
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         id="flowPara4852">References</flowPara><flowPara
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   id="flowSpan6028">[1]</flowSpan> B. G. Lottermoser, <flowSpan
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   id="flowSpan6066">Mine Wastes: Characterization, Treatment and Environmental Impacts, Third Edition</flowSpan>. Berlin: Springer-Verlag, 2010.    <flowSpan
   style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:18.66666603px;font-family:'Nimbus Sans L';-inkscape-font-specification:'Nimbus Sans L Bold';stroke-linecap:butt;stroke-linejoin:round"
   id="flowSpan6030">[2]</flowSpan> L. J. McGibbney, T. A. Brown, H. A. Clayton, and X. Wang, “capstone-coal/pycoal: Python toolkit for characterizing Coal and Open-pit surface mining impacts on American Lands,” 2017. [Online]. Available: https://github.com/capstone-coal/pycoal.    <flowSpan
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   id="flowSpan6068">Environmental Earth Sciences</flowSpan>, vol. 76, no. 432, 2017. Available: https://doi.org/10.1007/s12665-017-6763-x.    <flowSpan
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   id="flowSpan6050">[12]</flowSpan> U.S. Geological Survey, National Geospatial Program, 20160314, USGS NED 1/3 arc-second Contours for Shiprock E, New Mexico 20160314 1 x 1 degree FileGDB 10.1: U.S. Geological Survey. Available: ftp://rockyftp.cr.usgs.gov/vdelivery/Datasets/Staged/Elev/GDB/Elev_322228_Shiprock_E_1X1.zip.    <flowSpan
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   id="flowSpan6054">[14]</flowSpan> U.S. Geological Survey, National Geospatial Program, 20160923, USGS National Hydrography Dataset (NHD) Best Resolution 20160923 for New Mexico State or Territory FileGDB 10.1 Model Version 2.2.1: U.S. Geological Survey. Available: ftp://rockyftp.cr.usgs.gov/vdelivery/Datasets/Staged/Hydrography/NHD/State/HighResolution/Shape/NHD_H_35_Shape.zip.    <flowSpan
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   id="flowSpan6056">[15]</flowSpan> R. N. Clark, G. A. Swayze, R. Wise, E. Livo, T. Hoefen, R. Kokaly, and S. J. Sutley, “USGS digital spectral library splib06a,” <flowSpan
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   id="flowSpan6070">U.S. Geological Survey, Digital Data Series</flowSpan> 231, 2007. Available: http://speclab.cr.usgs.gov/spectral.lib06.</flowPara></flowRoot>    <flowRoot
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   id="flowSpan4911">Figure 4:</flowSpan> A three-dimensional “hypercube” visualization of imaging spectrometer data displaying spectral bands.</flowPara></flowRoot>    <flowRoot
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         id="flowPara1279">Imaging spectrometer data must be processed computationally to identify the mineral detected at each pixel. Multiple classification algorithms exist based on statistical and machine learning principles. One prominent algorithm is Spectral Angle Mapper (SAM) classification which calculates a confidence value between the measured reflectance and each class in a spectral library. Choosing the class with the highest confidence value is an effective method for identifying minerals in a scene. Accuracy may vary according to the resolution of the input data, the detail of the spectral library, the correctness of the algorithm, and other factors.</flowPara><flowPara
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         id="flowPara5747">The COAL Mineral Classification API provides methods to classify minerals and generate visible-light representations using spectral data. Reference data in a spectral library can be used to classify minerals in an image using SAM classification. A subset of the spectral library or confidence threshold may optionally be specified to filter the results. True or false color renderings may be created from visible or other wavelengths to aid analysis. COAL data products use georeferenced ENVI raster images for input and output to enable GIS integration.</flowPara></flowRoot>    <flowRoot
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         id="flowPara1292">More sophisticated analysis may be accomplished by correlating identified mines with other geographic data sets. Publicly available data in geographic vector format include mine permit boundaries, transportation, elevation, and hydrography. Correlating mine impacts with such features can enhance understanding of the extent of and potential for environmental damage.</flowPara><flowPara
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         id="flowPara5765">The COAL Environmental Correlation API allows mine proxy pixels to be intersected with features in a vector data set such as flowlines in the National Hydrography Dataset (NHD). Mine pixels within a given distance of streams and water bodies can be selected to identify sites with a high potential for water pollution.</flowPara></flowRoot>    <flowRoot
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         id="flowPara5018-6">Mineral classified data is further processed to identify evidence of mining activity. Many possible methods exist to locate mining operations by quantifying large-scale patterns of human alteration and chemical weathering or identifying individual pixels whose composition is known to be associated with coal mining.</flowPara><flowPara
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         id="flowPara5756">The COAL Mining Identification API uses known mining proxy classes to identify possible sites of mine waste or acid mine drainage in a mineral classified image. The distribution of mining proxy classes is a useful metric for mapping the environmental impact of coal mining.</flowPara></flowRoot>    <flowRoot
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   id="flowSpan5197">Figure 7:</flowSpan> In SAM classification, each pixel is compared with each sample in the spectral library (Figure 8) and classified as the sample with the highest confidence value above some threshold.</flowPara></flowRoot>    <flowRoot
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   id="flowSpan4652">Figure 5:</flowSpan> Visualization of COAL mineral classifications corresponding to various land surface types in the vicinity of the San Juan generating station.</flowPara></flowRoot>    <flowRoot
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         id="flowPara4866-0">Acknowledgements</flowPara><flowPara
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         id="flowPara5198">The COAL project was originally developed as a 2016 – 2017 senior capstone collaboration between scientists at JPL and undergraduate computer science students at Oregon State University (OSU). The contributions of fellow OSU collaborators Heidi Ann Clayton and Xiaomei Wang (王笑梅) are hereby noted. Appreciations are extended to OSU teaching assistant Vedanth Narayan, OSU professors Kirsten Winters and D. Kevin McGrath, and JPL colleague Kim Whitehall. COAL is honored to have received the CH2M Multidisciplinary Collaboration Award and recognition from OSU. Investment by the NSF in advanced computing infrastructure through XSEDE Startup Allocation EAR170010 is acknowledged for enabling continued foundational COAL research and development.</flowPara></flowRoot>    <flowRoot
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         style="font-size:74.66666412px;fill:#ffffff;stroke-linecap:butt;stroke-linejoin:round">Conclusions</flowPara><flowPara
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         id="flowPara4717">Imaging spectroscopy, mineral classification, mining identifcation, and environmental correlation constitute an effective technique for environmental monitoring. The COAL project implemented in the first stage of research and development a productive method for processing imaging spectrometer data to quantify the impacts of coal mining on water resources. Further work will extend COAL functionality to support additional instruments, classification algorithms, higher performance computation, and other enhancements.</flowPara><flowPara
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         id="flowPara5783">The COAL case study data from the San Juan Coal Mine gives evidence that the mine and its surroundings could be impacted by acid mine drainage and other environmental effects warranting more detailed remote sensing and <flowSpan
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   id="flowSpan6064">in situ</flowSpan> monitoring. Long-term monitoring is necessary to distinguish natural from anthropogenic pollution. The case study indicates that realistic data can be successfully processed using COAL algorithms.</flowPara><flowPara
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         id="flowPara5787">It is believed that the software and methodology implemented in this research could be generalized to other environmental monitoring applications throughout the world. The COAL project ultimately aims to process spectral imagery from various instruments to provide extensive and up-to-date coverage of coal mine impacts in the world over time.</flowPara></flowRoot>    <flowRoot
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   id="flowSpan4727">Figure 9:</flowSpan> (Background) COAL mining classifications, visible-light imagery, and geography of the San Juan Coal Mine. Orange and red pixels were identified as proxy classes for coal mining. Observe their distribution around ponds, reservoirs, streams, and mine facilities. The imagery was from AVIRIS-NG Flight <flowSpan
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   id="flowSpan4735">ang20150420t</flowSpan> [11] and the geographic data was from The National Map [12] [13] [14].</flowPara></flowRoot>    <flowRoot
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   id="flowSpan5197-6">Figure 6:</flowSpan> In this COAL mining classified image, mine waste pixels coincide with the edges of a tailing pond seen in visible light. Correspondence between known and predicted mine waste locations gives confidence in the accuracy of mining classification. </flowPara></flowRoot>    <flowRoot
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   id="flowSpan5197-6-5">Figure 3:</flowSpan> The unique spectral reflectance graphs of three coal mining proxy classes in the USGS Digital Spectral Library 06.</flowPara></flowRoot>    <text
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