141
Views
6
CrossRef citations to date
0
Altmetric
Original Articles

Forest Cover Mapping in North-Central Mexico: A Comparison of Digital Image Processing Methods

, , , , , , , & show all
Pages 895-914 | Published online: 15 May 2013

References

  • Aguirre-Salado, C. A., Valdez-Lazalde, J. R., Ángeles-Pérez, G., De los Santos-Posadas, H. M., and A. I. Aguirre-Salado, 2011, "Mapping Leaf Area Index and Canopy Cover Using Hemispherical Photography and SPOT 5 HRG Data: Regression and K-NN," Agrociencia , 45(1):105-119.
  • Aguirre-Salado, C. A., Valdez-Lazalde, J. R., Ángeles-Pérez, G., De los Santos-Posadas, H. M., Happanen, R., and A. I. Aguirre-Salado, 2009, "Mapping Aboveground Tree Carbon in Managed Patula Pine Forests in Hidalgo, Mexico," Agrociencia , 43:209-220.
  • Angelsen, A., 2010, "The 3 REDD ‘I’ s," Journal of Forest Economics , 16:253-256.
  • Amiri, R., Weng, Q., Alimohamadi, A. and S. K. Alavipanah, 2009, "Spatial-Temporal Dynamics of Land Surface Temperature in Relation to Fractional Vegetation Cover and Land Use/Cover in the Tabriz Urban Area, Iran," Remote Sensing of Environment , 113:2606-2617.
  • Bhaduri, K., Das, K., and P. Votava, 2010, "Distributed Anomaly Detection Using Satellite Data from Multiple Modalities," in Proceedings of The 2010 Conference on Intelligent Data Understanding (CIDU-NASA) , San Francisco Bay Area, Oct 5-7 , 109-123.
  • Chander, G., Xiong, X., Choi, T., and A. Angal, 2010, "Monitoring On-orbit Calibration Stability of the Terra MODIS and Landsat 7 ETM+ Sensors Using Pseudo-invariant Test Sites," Remote Sensing of Environment , 114:925-939.
  • Crookston, N. and A. Finley, 2008, "yaImpute: An R Package for kNN Imputation," Journal of Statistical Software , 23(10):1-16.
  • Crookston, N. and A. Finley, 2011, "yaImpute: An R package for k-NN imputation. Library User's Guide," The Comprehensive R Archive Network (CRAN) [http://cran.r-project.org/web/packages/yaImpute/yaImpute.pdf], accessed March 5, 2011. http://cran.r-project.org/web/packages/yaImpute/yaImpute.pdf
  • Daucsavage, J., Kaminski, M., Ramachandran, B., Jenkerson, C., Sprenger, K., Faust, R., and T. Rockvam, 2010, "ASTER and MODIS Land Data Management at the Land Processes, and National Snow and Ice Data Centers," in Land Remote Sensing and Global Enviromental Change. NASA Earth Observing System and the Science of ASTER and MODIS , Ramachandran, B., Justice, C. O., and M. J. Abrams (Eds.), Berlin, Germany: Springer-Verlag, 167-182.
  • De Asis, A. M. and K. Omasa, 2007, "Estimation of Vegetation Parameter for Modeling Soil Erosion Using Linear Spectral Mixture Analysis of Landsat ETM Data," ISPRS Journal of Photogrammetry & Remote Sensing , 62:309-324.
  • Eastman, R. and M. Laney, 2002, "Bayesian Soft Classification for Subpixel Analysis: A Critical Evaluation," Photogrammetric Engineering & Remote Sensing , 68(11):1149-1154.
  • Eastman, R., 2009, IDRISI Taiga: Guide to GIS and Image Processing , Worcester, MA: Clark University, Clark Laboratories, 325 p.
  • Gallaun, H., Zanchi, G., Nabuurs, G. J., Hengeveld, G., Schardt, M., and P. Verkerk, 2009, "EU-wide Maps of Growing Stock and Above-Ground Biomass in Forests Based on Remote Sensing and Field Measurements," Forest Ecology and Management , 260(3):252-261.
  • Gao, J., 2009, Digital Analysis of Remotely Sensed Imagery , New York, NY: McGraw Hill, 645 p.
  • García, M., 2003, Vegetation Responses to Climatic Variability in a Mediterranean Grassland and Savannah. Metodologies of Analysis using Hyperspectral and Multispectral Data, Ph.D. thesis, Universidad Politécnica de Madrid [ http://oa.upm.es/257/1/02200322.pdf
  • Gjertsen, A., 2007, "Accuracy of Forest Mapping Based on Landsat TM Data and a kNN-Based Method," Remote Sensing of Environment , 110:420-430.
  • Gleason, C. J. and J. Im, 2011, "A Review of Remote Sensing of Forest Biomass and Biofuel: Options for Small-Area Applications," GIScience & Remote Sensing , 48(2):141-170.
  • Grainger, A. and M. Obersteiner, 2011, "A Framework for Structuring the Global Forest Monitoring Landscape in the REDD+ Era," Environmental Science & Policy , 14:127-139.
  • Huang, W. L., Chen, H. M., Hwang, S. F., and S. Y. Ho, 2007, "Accurate Prediction of Enzyme Subfamily Class Using an Adaptive Fuzzy K-Nearest Neighbor Method," Biosystems , 90:405-413.
  • Huete, A. R., Jackson, R. D., and D. F. Post, 1985, "Spectral Response of a Plant Canopy with Different Soil Backgrounds," Remote Sensing of Environment , 17:37-53.
  • INEGI, 2002, Síntesis Geográfica del Estado de San Luis Potosí [ A Geographic Synthesis of the State of San Luis Potosi ], México, D. F., Mexico: Instituto Nacional de Estadística y Geografía e Informática.
  • INEGI, 2009, Mapa de Vegetación y Uso de Suelo Serie IV [ Land Use and land Cover, Series IV ], México, D. F., Mexico: Instituto Nacional de Estadística y Geografía e Informática.
  • INEGI, 2011. Continuo de Elevaciones Mexicano version 2.0 , [Continuum of Mexican Elevations, Version 2.0], México, D. F., Mexico: Instituto Nacional de Estadística y Geografía e Informática [ http://www.inegi.org.mx/geo/contenidos/datosrelieve/continental/Descarga.aspx
  • Jiapaer, G., Chen, X., and A. Bao, 2011, "A Comparison of Methods for Estimating Fractional Vegetation Cover in Arid Regions," Agricultural and Forest Meteorology , 151:1698-1710.
  • Joseph, M., Wang, L., and F. Wang, 2012, "Using Landsat Imagery and Census Data for Urban Population Density Modeling in Port-au-Prince, Haiti," GIScience & Remote Sensing , 49(2):228-250.
  • Josien, K. and W. Liao, 2000, "Integrated Use of Fuzzy C-Means and Fuzzy KNN for GT Part Family and Machine Cell Formation," International Journal of Production Research , 38(15):3513-3536.
  • Kuo, C., Yang, M., and C. Li, 2009, "Remote Sensing Data Classification with Kernel Nonparametric Feature Extractions," in Kernel Methods for Remote Sensing Data Analysis , Camps-Valls, G. and L. Bruzzone. (Eds.), Chichester, UK: Wiley, 375-399.
  • Lederer, M., 2011, "From CDM to REDD+. What Do We Know for Setting Up Effective and Legitimate Carbon Governance?," Ecological Economics , 70:1900-1907.
  • Lein, J. K., 2006, "Toward the Rapid Characterization of the Built Environment within the Wildland-Urban Interface: A Soft Classification Strategy," GIScience & Remote Sensing , 43(1):44-61.
  • Lu, D., Mausel, P., Brondizio, E., and E. Moran, 2004, "Relationships Between Forest Stand Parameters and Landsat TM Spectral Responses in the Brazilian Amazon Basin," Forest Ecology and Management , 198:149-167.
  • Mäkelä, H., Hirvelä, H., Nuutinen, T., and L. Kärkkäinen, 2011, "Estimating Forest Data for Analyses of Forest Production and Utilization Possibilities at Local Level by Means of Multi-source National Forest Inventory," Forest Ecology and Management , 262:1345-1359.
  • Mather, P., 2004, Computer Processing of Remotely Sensed Images (3rd Ed.), Chichester, UK: John Wiley & Sons Ltd.
  • Matricardi, E. A. T., Skole, D. L., Pedlowski, M. A., Chomentowski, W., and L. C. Fernández, 2010, "Assessment of Tropical Forest Degradation by Selective Logging and Fire Using Landsat Imagery," Remote Sensing of Environment , 114:1117-1129.
  • McRoberts, R., 2008, "Using Satellite Imagery and the K-Nearest Neighbors Technique as a Bridge between Strategic and Management Forest Inventories," Remote Sensing of Environment , 112:2212-2221.
  • McRoberts, R., 2009, "Diagnostic Tools for Nearest Neighbors Techniques When Used with Satellite Imagery," Remote Sensing of Environment , 113:489-499.
  • Myint, S. and G. Okin, 2009, "Modelling Land-Cover Types Using Multiple Endmember Spectral Mixture Analysis in a Desert City," International Journal of Remote Sensing , 30(9):2237-2257.
  • Narumalani, S., Hlady, J., and J. Jensen, 2002, "Information Extraction from Remotely Sensed Data," in Manual of Geospatial Science and Technology (1st Ed.), Bossler, J., Jensen, J., McMaster R., and C. Rizos (Eds.), London, UK and New York, NY: Taylor & Francis, 312-313.
  • Opazo, S. and E. Chuvieco, 2007. "Utilización de Productos MODIS para la Cartografía de Áreas Quemadas [Utilizing MODIS Products for Burned-Area Mapping]," Revista de Teledetección , 27:27-43.
  • Pu, R., 2012, "Comparing Canonical Correlation Analysis with Partial Least Squares Regression in Estimating Forest Leaf Area Index with Multitemporal Landsat TM Imagery," GIScience & Remote Sensing , 49(1):92-116.
  • Schaaf, A. N., Dennison, P. E., Fryer, G. K., Roth, K. L. and D. A. Roberts, 2011, "Mapping Plant Functional Types at Multiple Spatial Resolutions Using Imaging Spectrometer Data," GIScience & Remote Sensing , 48(3):324-344.
  • Shen, H. B., Yang, J., and K. C. Chou, 2006, "Fuzzy KNN for Predicting Membrane Protein Types from Pseudo-Amino Acid Composition," Journal of Theoretical Biology , 240:9-13.
  • Song, C., 2005, "Spectral Mixture Analysis for Subpixel Vegetation Fractions in the Urban Environment: How to Incorporate Endmember Variability?," Remote Sensing of Environment , 95:248-263.
  • Stine, R. S., Chaudhuri, D., Ray, P., Pathak, P., and M. Hall-Brown, 2010, "Comparison of Digital Image Processing Techniques for Classifying Artic Tundra," GIScience & Remote Sensing , 47(1):78-98.
  • Strahler, A., 1980, "The Use of Prior Probabilities in Maximum Likelihood Classification of Remotely Sensed Data," Remote Sensing of Environment , 10:135-163.
  • Tatem, A. J., Lewis, H. G., Atkinson, P. M. and M. S. Nixon, 2003, "Increasing the Spatial Resolution of Agricultural Land Cover Maps Using a Hopfield Neural Network," International Journal of Geographical Information Science , 17(7):647-672.
  • Teferi, E., Uhlenbrook, S., Bewket, W., Wenningerm, J., and B. Simane, 2010, "The Use of Remote Sensing to Quantify Wetland Loss in the Choke Mountain Range, Upper Blue Nile Basin, Ethiopia," Hydrology and Earth System Sciences , 14:2415-2428.
  • Théau, J., Sankey, T. T., and K. T. Weber, 2010, "Multisensor Analyses of Vegetation Indices in a Semiarid Environment," GIScience & Remote Sensing , 47(2):260-275.
  • Treviño-Garza, E. J., 2001, "Information Stratification in the Digital Processing of Satellite Images Applied to Pinus cembroides Forest Cartography," Investigaciones Geográficas Boletín del Instituto de Geografía UNAM , 44:54-63.
  • Tian, X., Su, Z., Chen, E., Li, Z., Van der Tol, C., Guo, J., and Q. He, 2012, "Estimation of Forest Above-Ground Biomass Using Multi-parameter Remote Sensing Data over a Cold and Arid Area," International Journal of Applied Earth Observation and Geoinformation , 14:160-168.
  • Veraverbeke, S., Somers, B., Gitas, I., Katagis, T., Polychronaki, A., and R. Goossens, 2012, "Spectral Mixture Analysis to Assess Post-fire Vegetation Regeneration using Landsat Thematic Mapper Imagery: Accounting for Soil Brightness Variation," International Journal of Applied Earth Observation and Geoinformation , 14:1-11.
  • Vohland, M., Stoffels, J., Hau, C., and G. Schüler, 2007, "Remote Sensing Techniques for Forest Parameter Assessment: Multispectral Classification and Linear Spectral Mixture Analysis," Silva Fennica , 41(3):441-456.
  • Wolter, P. T., Townsend, P. A., and B. R. Sturtevant, 2009, "Estimation of Forest Structural Parameters Using 5 and 10 meter SPOT-5 Satellite Data," Remote Sensing of Environment , 113:2019-2036.
  • Xiao, J. and A. Moody, 2005, "A Comparison of Methods for Estimating Fractional Green Vegetation Cover Within a Desert to Upland Transition Zone in Central New Mexico, USA," Remote Sensing of Environment , 98:237-250.
  • Yu, X. C., Chu, X. F., Cao, H. Z., and D. Hu, 2011, "Mixed-Pixel Decomposition of SAR Images Based on Single-Pixel ICA with Selective Members," GIScience & Remote Sensing , 48(1):130-140.
  • Zhou, P., Luukknen, O., Tokola, T., and J. Nieminen, 2008, "Effect of Vegetation Cover on Soil Erosion in a Mountainous Watershed," Catena , 75(3):319-325.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.