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Review article

Design of a feature-tuned ANN model based on bulk rock-derived mineral spectra for endmember classification of a hyperspectral image from an iron ore deposit

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Pages 2037-2062 | Received 30 Mar 2014, Accepted 14 Feb 2015, Published online: 20 Apr 2015

References

  • Abrams, M. J., D. Brown, L. Lepley, and R. Sadowski. 1983. “Remote Sensing for Porphyry Copper Deposits in Southern Arizona.” Economic Geology 78: 591–604. doi:10.2113/gsecongeo.78.4.591.
  • Adams, J. B., M. O. Smith, and P. E. Johnson. 1986. “Spectral Mixture Modelling: A New Analysis of Rock and Soil Types at the Viking Lander 1 Site.” Journal of Geophysical Research 91: 8098–8112.
  • Adler-Golden, S. M., M. W. Matthew, L. S. Bernstein, R. Y. Levine, A. Berk, S. C. Richtsmeier, P. K. Acharya, G. P. Anderson, G. Felde, J. Gardner, M. Hoke, L. S. Jeong, B. Pukall, A. Ratkowski, and H. Burke. 1999. “Atmospheric Correction for Short-Wave Spectral Imagery Based on MODTRAN4.” SPIE, Proceedings on Imaging Spectrometry 3753: 61–69.
  • Arvelyna, Y., M. Shuichi, M. Atsushi, A. Nguno, K. Mhopjeni, A. Muyongo, M. Sibeso, and E. Muvangua. 2011. “Hyperspectral Mapping for Rock and Alteration Mineral with Spectral Angle Mapping and Neural Network Classification Method: Study Case in Warm Bad District, South of Namibia.” Geoscience and Remote Sensing Symposium (IGRASS), Vancouver, July 24–29, 1752–1754. doi:10.1109/IGARSS.2011.6049458.
  • Augusteijn, M. F., and C. E. Warrender. 1998. “Wetland Classification Using Optical and Radar Data and Neural Network Classification.” International Journal of Remote Sensing 19 (8): 1545–1560. doi:10.1080/014311698215342.
  • Boardman, J. W., F. A. Kruse, and R. O. Green. 1995. “Mapping Target Signatures via Partial Unmixing of AVIRIS Data.” Summaries, Fifth JPL Airborne Earth Science Workshop, Jet Propulsion Laboratory Publication 95 (1): 23–26.
  • Burns, R. 1993. Mineralogical Applications of Crystal Field Theory, 551. 2nd ed. Cambridge: Cambridge University Press.
  • Clark, R. N. 1981. “The Spectral Reflectance of Water-Mineral Mixtures at Low Temperatures.” Journal of Geophysical Research 86: 3074–3086.
  • Clark, R. N. 1999. “Spectroscopy of Rocks and Minerals and Principles of Spectroscopy.” In Chap. 1 in Manual of Remote Sensing, edited by A. N. Rencz, 3–58. New York: John Wiley and Sons.
  • Clark, R. N., and T. L. Roush. 1984. “Reflectance Spectroscopy: Quantitative Analysis Techniques for Remote Sensing Applications.” Journal of Geophysical Research 89: 6329–6340.
  • Clénet, H., P. Pinet, Y. Daydou, F. Heuripeau, C. Rosemberg, D. Baratoux, and S. Chevrel. 2011. “A New Systematic Approach Using the Modified Gaussian Model: Insight for the Characterization of Chemical Composition of Olivines, Pyroxenes and Olivine–Pyroxene Mixtures.” Icarus 213: 404–422. doi:10.1016/j.icarus.2011.03.002.
  • Foody, G. M., R. M. Lucas, P. J. Curran, and M. Honzak. 1997. “Nonlinear Mixture Modelling without End-Members Using an Artificial Neural Network.” International Journal of Remote Sensing 18: 937–953. doi:10.1080/014311697218845.
  • Fung, T., F. Y. Ma, and W. L. Siu. 1998. “Hyperspectral Data Analysis for Subtropical Tree Species Recognition.” Symposium Proceedings. IGARSS ’98, Reomotesensing and Managing the Environment, 3, New York, NY, USA’ IEEE International Geoscience and Remote Sensing, Seattle, WA, July 6–10, 1298–1300.
  • Gaffey, S. J. 1986. “Spectral Reflectance of Carbonate Minerals in the Visible and near Infrared (0.35–2.55 µm): Calcite, Aragonite and Dolomite.” American Mineralogist 71: 151–162.
  • Goel, P. K., S. O. Prasher, and J. A. Landry. 2003. “Estimation of Crop Biophysical Parameters through Airborne and Field Hyperspectral Remote Sensing.” Transactions of the ASAE 46: 1235–1246.
  • Goetz, A. F., B. N. Rock, and L. C. Rowan. 1983. “Remote Sensing for Exploration; an Overview.” Economic Geology 78: 573–590. doi:10.2113/gsecongeo.78.4.573.
  • Gougeon, F. A. 1995. “Comparison of Possible Multispectral Classification Schemes for Tree Crowns Individually Delineated on High Spatial Resolution MEIS Images.” Canadian Journal of Remote Sensing 21: 1–9. doi:10.1080/07038992.1995.10874590.
  • Green, A. A., M. Berman, P. Switzer, and M. D. Craig. 1988. “A Transformation for Ordering Multispectral Data in Terms of Image Quality with Implications for Noise Removal.” IEEE Transactions on Geo-science and Remote Sensing 26: 65–74. doi:10.1109/36.3001.
  • Hagan, M. T., H. B. Demuth, and M. Beale. 1995. Neural Network Design. Boston, MA: PWS.
  • Haykins, S. 1999. Neural Networks: “A Comprehensive Foundation”, 824 pp. 2nd ed. Upper Saddle River, NJ: Prentice Hall.
  • Hendrix, E. M. T., I. García, J. Plaza, and A. Plaza. 2013. “On the Minimum Volume Simplex Enclosure Problem for Estimating a Linear Mixing Model.” Journal of Global Optimization 56 (3): 957–970. doi:10.1007/s10898-012-9876-5.
  • Huguenin, R. L., and J. L. Jones. 1986. “Intelligent Information Extraction from Reflectance Spectra: Absorption Band Positions.” Journal of Geophysical Research 91: 9585–9598.
  • Hunt, G. R. 1977. “Spectral Signatures of Particulate Minerals in the Visible and near Infrared.” Geophysics 42: 501–513. doi:10.1190/1.1440721.
  • Hunt, G. R., and J. W. Salisbury. 1970. “Visible and near Infrared Spectra of Minerals and Rocks. I. Silicate Minerals.” Modern Geology 1: 283–300.
  • Hunt, J. M., and D. S. Turner. 1953. “Determination of Mineral Constituents of Rocks by Infrared Spectroscopy.” Analytical Chemistry 25: 1169–1174. doi:10.1021/ac60080a007.
  • Kent, J. T., and K. V. Mardia. 1988. “Spatial Classification Using Fuzzy Membership Models.” IEEE Transactions on Pattern Analysis and Machine Intelligence 10 (5): 659–671. doi:10.1109/34.6774.
  • Kokaly, R. F. 2001. “Investigating a Physical Basis for Spectroscopic Estimates of Leaf Nitrogen Concentration.” Remote Sensing of Environment 75: 153–161. doi:10.1016/S0034-4257(00)00163-2.
  • Kokaly, R. F., and R. N. Clark. 1999. “Spectroscopic Determination of Leaf Biochemistry Using Band-Depth Analysis of Absorption Features and Stepwise Multiple Linear Regression.” Remote Sensing of Environment 67: 267–287. doi:10.1016/S0034-4257(98)00084-4.
  • Kruse, F. A., J. W. Boardman, and J. F. Huntington. 1999. “Fifteen Years of Hyperspectral Data: Northern Grapevine Mountains, Nevada.” In Proceedings of the 8th JPL Airborne Earth Science Workshop: Jet Propulsion Laboratory Publication, Pasadena, CA, February 9–11, 99–17. JPL Publication.
  • Kruse, F. A., A. B. Lefkoff, J. W. Boardman, K. B. Heidebrecht, A. T. Shapiro, P. J. Barloon, and A. F. H. Goetz. 1993. “The Spectral Image-Processing System (SIPS)-Interactive Visualization and Analysis of Imaging Spectrometer Data.” Remote Sensing of Environment 44 (2–3): 145–163. doi:10.1016/0034-4257(93)90013-N.
  • Kruse, F. A., and S. L. Perry. 2013. “Mineral Mapping Using Simulated Worldview-3 Short-Wave-Infrared Imagery.” Remote Sensing 5: 2688–2703. doi:10.3390/rs5062688.
  • Linderman, M., J. Liu, J. Qi, L. An, Z. Ouyang, J. Yang, and Y. Tan. 2004. “Using Artificial Neural Networks to Map the Spatial Distribution of Understorey Bamboo from Remote Sensing Data.” International Journal of Remote Sensing 25: 1685–1700. doi:10.1080/01431160310001598971.
  • Mamtani, M. A., A. Mukherji, and A. K. Chauduri. 2007. “Microstructures in a Banded Iron Formation (Gua Mine, India).” Geological Magazine 144: 271–287.
  • Marfunin, A. S. 1979. Physics of Minerals and Inorganic Materials, 340. New York: Springer-Verlag.
  • Markham, B. L., and J. L. Barker. 1986. “Landsat MSS and TM Post-Calibration Dynamic Ranges, Exoatmospheric Reflectances and At-Satellite Temperatures.” EOSAT Landsat Technical Notes 1 (1): 3–8.
  • Mustard, J. F., F. Poulet, J. W. Head, N. Mangold, J.-P. Bibring, S. M. Pelkey, C. I. Fassett, Y. Langevin, and G. Neukum. 2007. “Mineralogy of the Nili Fossae Region with Omega/Mars Express Data: 1. Ancient Impact Melt in the Isidis Basin and Implications for the Transition from the Noachian to Hesperian.” Journal of Geophysical Research 112: E08S03. doi:10.1029/2006JE002834.
  • Mutanga, O., and A. K. Skidmore. 2004. “Narrow Band Vegetation Indices Overcome the Saturation Problem in Biomass Estimation.” International Journal of Remote Sensing 25 (19): 3999–4014. doi:10.1080/01431160310001654923.
  • Mutanga, O., A. K. Skidmore, and H. H. T. Prins. 2004. “Predicting in Situ Pasture Quality in the Kruger National Park, South Africa, Using Continuum-Removed Absorption Features.” Remote Sensing of Environment 89 (3): 393–408. doi:10.1016/j.rse.2003.11.001.
  • Mutanga, O., A. K. Skidmore, and S. Van Wieren. 2003. “Discriminating Tropical Grass (Cenchrus ciliaris) Canopies Grown under Different Nitrogen Treatments Using Spectroradiometry.” ISPRS Journal of Photogrammetry and Remote Sensing 57 (4): 263–272. doi:10.1016/S0924-2716(02)00158-2.
  • Pearlman, J., S. Carman, P. Lee, L. Liao, and C. Segal. 1999. “Hyperion Imaging Spectrometer on the New Millennium Program Earth Orbiter-1 System.” In The 1999 International Symposium on Spectral Sensing Research (ISSSR99) and International Society for Photogrammetry and Remote Sensing (ISPRS) Commission 7, Working Group 1: Fundamental Physics and Modeling, October 31–November 4. Las Vegas, NV: Tropicana Resort and Casino.
  • Petropoulos, G. P., K. Arvanitis, and N. Sigrimis. 2012. “Hyperion Hyperspectral Imagery Analysis Combined with Machine Learning Classifiers for Land Use/Cover Mapping.” Expert Systems with Applications 39: 3800–3809. doi:10.1016/j.eswa.2011.09.083.
  • Poulet, F., J.-P. Bibring, Y. Langevin, J. F. Mustard, N. Mangold, M. Vincendon, B. Gondet, P. Pinet, J.-M. Bardintzeff, and B. Platevoet. 2009. “Quantitative Compositional Analysis of Martian Mafic Regions Using the Mex/Omega Reflectance Data 1. Methodology, Uncertainties and Examples of Application.” Icarus 201: 69–83. doi:10.1016/j.icarus.2008.12.025.
  • Prasad, S., L. M. Bruce, and J. Chanussot. 2011. Optical Remote Sensing: Advances in Signal Processing and Exploitation, 352. Berlin: Springer-Verlag.
  • Press, W. H., S. A. Teukolsky, W. T. Vetterling, and B. P. Flannery. 1992. Numerical Recipes. 2nd ed. Cambridge: Cambridge University Press.
  • Reford, S., G. Lipton, and H. Ugalde. 2004. “Predictive Ore Deposit Targeting Using Neural Network Analysis.” 2004 SEG Annual Meeting. Society of Exploration Geophysicists, Denver, CO, October 12.
  • Roush, T. L., and R. B. Singer. 1986. “Gaussian Analysis of Temperature Effects on the Reflectance Spectra of Mafic Minerals in Thermal Region.” Journal of Geophysical Research 91: 10301–10308.
  • Rowan, L. C., A. F. Goetz, and R. P. Ashley. 1977. “Discrimination of Hydrothermally Altered and Unaltered Rocks in Visible and near Infrared Multispectral Images.” Geophysics 42: 522–535. doi:10.1190/1.1440723.
  • Rowan, L. C., P. H. Wetlaufer, A. F. H. Goetz, F. C. Billingsley, and J. H. Stewart. 1974. “Discrimination of Rock Types and Detection of Hydrothermally Altered Areas in South-Central Nevada.” U.S. Geological Survey Professional Paper 883: 35 p.
  • Roy, S., and A. S. Venkatesh. 2009. “Mineralogy and Geochemistry of Banded Iron Formation and Iron Ores from Eastern India with Implications on their Genesis.” Journal of Earth System Science 118 (6): 619–641.
  • Savitzky, A., and M. J. E. Golay. 1964. “Smoothing and Differentiation of Data by Simplified Least Squares Procedures.” Analytical Chemistry 36: 1627–1639. doi:10.1021/ac60214a047.
  • Schmidt, K. S., and A. K. Skidmore. 2001. “Exploring Spectral Discrimination of Grass Species in African Rangelands.” International Journal of Remote Sensing 22 (17): 3421–3434. doi:10.1080/01431160152609245.
  • Schmidt, K. S., A. K. Skidmore, E. H. Kloosterman, H. Van Oosten, L. Kumar, and J. A. M. Janssen. 2004. “Mapping Coastal Vegetation Using an Expert System and Hyperspectral Imagery.” Photogrammetric Engineering & Remote Sensing 70 (6): 703–715. doi:10.14358/PERS.70.6.703.
  • Settle, J. J., and N. A. Drake. 1993. “Linear Mixing and the Estimation of Ground Cover proportions.” International Journal of Remote Sensing 14 (6): 1159–1177. doi:10.1080/01431169308904402.
  • Singer, R. B. 1981. “Near-Infrared Spectral Reflectance of Mineral Mixtures: Systematic Combinations of Pyroxenes, Olivine, and Iron Oxides.” Journal of Geophysical Research 86: 7967–7982.
  • Smith, M. O., S. L. Ustin, J. B. Adams, and A. R. Gillespie. 1990. “Vegetation in Deserts: I. A Regional Measure of Abundance from Multispectral Images.” Remote Sensing of Environment 31: 1–26. doi:10.1016/0034-4257(90)90074-V.
  • Sunshine, J. M., and C. M. Pieters. 1993. “Estimating Modal Abundances from the Spectra of Natural and Laboratory Pyroxene Mixtures Using the Modified Gaussian Model.” Journal of Geophysical Research 98: 9075–9087.
  • Sunshine, J. M., C. M. Pieters, and S. R. Pratt. 1990. “De-Convolution of Mineral Absorption Bands: An Improved Approach.” Journal of Geophysical Research 95: 6955–6966.
  • Yong-qiang, H. E., and Y. A. O. Guo-qing. 2004. “The Structures of Artificial Neural Networks Used for Imaging Spectral Data Pattern Recognition.” Journal of Remote Sensing for Land and Resources 16 (3): 23–27.

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