Comparisons of regression tree models for sub-pixel imperviousness estimation in a Gulf Coast city of Mississippi, USA

International Journal of Remote Sensing

Volumn 35, Issue 10, 2014, Pages 3722-3740

  Gong, Chongfeng ^a   Wu, Wei ^a  

^a UNIVERSITY OF SOUTHERN MISSISSIPPI   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

FORESTRY; PIXELS; REGRESSION ANALYSIS;

ATMOSPHERIC CORRECTIONS; AVERAGE ERRORS; FUTURE APPLICATIONS; IMPERVIOUS SURFACE AREA; MODEL PERFORMANCE; MODEL-BASED OPC; REGRESSION TREE MODELS; REGRESSION TREES;

IMAGE ENHANCEMENT;

ACCURACY ASSESSMENT; ATMOSPHERIC CORRECTION; COMPARATIVE STUDY; ERROR ANALYSIS; MODEL TEST; PERFORMANCE ASSESSMENT; PIXEL; REGRESSION ANALYSIS;

FORESTRY; IMAGE ANALYSIS; MODELS; REGRESSION ANALYSIS;

GULF COAST [UNITED STATES]; MISSISSIPPI; UNITED STATES;

EID: 84901660645     PISSN: 01431161     EISSN: 13665901     Source Type: Journal    
DOI: 10.1080/01431161.2014.915594     Document Type: Article

References (56)

1. Adler-Golden, S. M., M. W. Matthew, L. S. Bernstein, R. Y. Levine, A. Berk, S. Richtsmeier, P. K. Acharya, G. P. Anderson, J. W. Felde, J. A. Gardner, M. L. Hoke, L. S. Jeong, B. Pukall, A. J. Ratkowski, and H. K. Burke. 1999. "Atmospheric Correction for Shortwave Spectral Imagery Based on MODTRAN4." SPIE Proc. Imaging Spectrometry 3753: 61-69.
2. Allan, M. G., D. P. Hamilton, B. J. Hicks, and L. Brabyn. 2011. "Landsat Remote Sensing of Chlorophyll A Concentrations in Central North Island Lakes of New Zealand." International Journal of Remote Sensing 32 (7): 2037-2055. doi:10.1080/01431161003645840.
3. Arnold, C. L., and C. J. Gibbons. 1996. "Impervious Surface Coverage - the Emergence of A Key Environmental Indicator." Journal of the American Planning Association 62 (2): 243-258.
4. Badarinath, K. V. S., A. R. Sharma, and S. K. Kharol. 2011. "Forest Fire Monitoring and Burnt Area Mapping Using Satellite Data: A Study over the Forest Region of Kerala State, India." International Journal of Remote Sensing 32 (1): 85-102.
5. Berk, A., L. S. Bernstein, G. P. Anderson, P. K. Acharya, D. C. Robertson, J. H. Chetwynd, and S. M. Adler-Golden. 1998. "MODTRAN Cloud and Multiple Scattering Upgrades with Application to AVIRIS." Remote Sensing of Environment 65: 367.
6. Booth, D. B., and C. R. Jackson. 1997. "Urbanization of Aquatic Systems: Degradation Thresholds, Stormwater Detection, and the Limits of Mitigation." Journal of the American Water Resources Association 33 (5): 1077-1090. doi:10.1111/j.1752-1688.1997.tb04126.x.
7. Brabec, E., S. Schulte, and P. L. Richards. 2002. "Impervious Surfaces and Water Quality: A Review of Current Literature and Its Implications for Watershed Planning." Journal of Planning Literature 16 (4): 499-514. doi:10.1177/088541202400903563.
8. Campbell, J. B. 1981. "Spatial Correlation Effects upon Accuracy of Supervised Classification of Land Cover." Photogrammetric Engineering and Remote Sensing 47: 355-363.
9. Chander, G., B. L. Markham, and D. L. Helder. 2009. "Summary of Current Radiometric Calibration Coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI Sensors." Remote Sensing of Environment 113 (5): 893-903. doi:10.1016/j.rse.2009.01.007.
10. Chavez, P. S. 1996. "Image-Based Atmospheric Corrections Revisited and Improved." Photogrammetric Engineering and Remote Sensing 62 (9): 1025-1036.
11. Chen, Z., C. F. Gong, J. Wu, and S. X. Yu. 2012. "The Influence of Socioeconomic and Topographic Factors on Nocturnal Urban Heat Island: A Case Study in Shenzhen, China." International Journal of Remote Sensing 33 (12): 3834-3849.
12. Civco, D. L., J. D. Hurd, E. H. Wilson, C. L. Arnold, and M. P. Prisloe. 2002. "Quantifying and Describing Urbanizing Landscapes in the Northeast United States." Photogrammetric Engineering and Remote Sensing 68 (10): 1083-1090.
13. Congalton, R. G. 1991. "A Review of Accessing the Accuracy of Classification of Remotely Sensed Data." Remote Sensing of Environment 37: 35-46.
14. Crist, E. P. 1985. "A TM Tasseled Cap Equivalent Transformation for Reflectance Factor Data." Remote Sensing of Environment 17: 301-306.
15. Dare, P. M. 2005. "Shadow Analysis in High-Resolution Satellite Imagery of Urban Areas." Photogrammetric Engineering and Remote Sensing 71 (2): 169-177.
16. Dougherty, M., R. L. Dymond, S. Goetz, C. A. Jantz, and N. Goulet. 2004. "Evaluation of Impervious Surface Estimates in A Rapidly Urbanizing Watershed." Photogrammetric Engineering and Remote Sensing 70 (11): 1275-1284.
17. Foody, G. M., and D. P. Cox. 1994. "Sub-Pixel Land-Cover Composition Estimation Using a Linear Mixture Model and Fuzzy Membership Functions." International Journal of Remote Sensing 15 (3): 619-631. doi:10.1080/01431169408954100.
18. Gao, B., and A. F. H. Goetz. 1990. "Column Atmospheric Water Vapor and Vegetation Liquid Water Retrievals from Airborne Imaging Spectrometer Data." Journal of Geophysical Research 95: 3549-3564. doi:10.1029/JD095iD04p03549.
19. Germaine, K. A., and M. C. Hung. 2011. "Delineation of Impervious Surface from Multispectral Imagery and Lidar Incorporating Knowledge Based Expert System Rules." Photogrammetric Engineering and Remote Sensing 77 (1): 75-85. doi:10.14358/PERS.77.1.75.
20. Gong, C. F., J. Q. Chen, and S. X. Yu. 2011. "Spatiotemporal Dynamics of Urban Forest Conversion through Model Urbanization in Shenzhen, China." International Journal of Remote Sensing 32 (24): 9071-9092.
21. Gong, C. F., J. Q. Chen, and S. X. Yu. 2013. "Biotic Homogenization and Differentiation of the Flora in Artificial and Near-Natural Habitats across Urban Green Spaces." Landscape and Urban Planning 120: 158-169. doi:10.1016/j.landurbplan.2013.08.006.
22. Gong, C. F., S. X. Yu, H. Joesting, and J. Q. Chen. 2013. "Determining Socioeconomic Drivers of Urban Forest Fragmentation with Historical Remote Sensing Images." Landscape and Urban Planning 117: 57-65. doi:10.1016/j.landurbplan.2013.04.009.
23. Harbor, J. M. 1994. "A Practical Method for Estimating the Impact of Land-Use Change on Surface Runoff, Groundwater Recharge and Wetland Hydrology." Journal of the American Planning Association 60 (1): 95-108. doi:10.1080/01944369408975555.
24. Herold, N., G. Koeln, and D. Cunnigham. 2003. "Mapping Impervious Surfaces and Forest Canopy Using Classification and Regression Tree (CART) Analysis." In ASPRS 2003 Annual Conference Proceedings, Anchorage, AK, May.
25. Homer, C., J. Dewitz, J. Fry, M. Coan, N. Hossain, C. Larson, N. Herold, A. McKerrow, J. N. VanDriel, and J. Wickham. 2007. "Completion of the 2001 National Land Cover Database for the Conterminous United States." Photogrammetric Engineering and Remote Sensing 73 (4): 337-341.
26. Kauth, R. J., and G. S. Thomas. 1976. "The Tasseled Cap - A Graphic Description of the Spectral-Temporal Development of Agricultural Crops As Seen by LANDSAT." In Proceedings of the Symposium on Machine Processing of Remotely Sensed Data, 159. West Lafayette, IN: Purdue University of West Lafayette.
27. Kuhn, M., S. Weston, C. Keefer, and N. Coulter. 2014. "C code for Cubist by Ross Quinlan. Cubist: Rule- and Instance-Based Regression Modeling. R Package Version 0.0.11." Accessed February 20. http://cran.r-project.org/web/packages/Cubist/
28. Lee, S., and R. G. Lathrop. 2006. "Subpixel Analysis of Landsat Etm/Sup +/ Using Self-Organizing Map (SOM) Neural Networks for Urban Land Cover Characterization." IEEE Transactions on Geoscience and Remote Sensing 44 (6): 1642-1654. doi:10.1109/TGRS.2006.869984.
29. Li, Y., P. Gong, and T. Sasagawa. 2005. "Integrated Shadow Removal Based on Photogrammetry and Image Analysis." International Journal of Remote Sensing 26 (18): 3911-3929.
30. Liu, W. G., and E. Y. Wu. 2005. "Comparison of Non-Linear Mixture Models: Sub-Pixel Classification." Remote Sensing of Environment, 94 (2): 145-154. doi:10.1016/j.rse.2004.09.004.
31. Lu, D., S. Hetrick, and E. Moran. 2011. "Impervious Surface Mapping with Quickbird Imagery." International Journal of Remote Sensing 32 (9): 2519-2533. doi:10.1080/01431161003698393.
32. Lu, D., P. Mausel, E. Brondizio, and E. Moran. 2002. "Assessment of Atmospheric Correction Methods for Landsat TM Data Applicable to Amazon Basin LBA Research." International Journal of Remote Sensing 23 (13): 2651-2671.
33. Lu, D., and Q. Weng. 2004. "Spectral Mixture Analysis of the Urban Landscape in Indianapolis with Landsat ETM+ Imagery." Photogrammetric Engineering and Remote Sensing 70 (9): 1053-1062. doi:10.14358/PERS.70.9.1053.
34. Lu, D., and Q. Weng. 2009. "Extraction of Urban Impervious Surfaces from an IKONOS Image." International Journal of Remote Sensing 30 (5): 1297-1311.
35. Lu, D. S., S. Hetrick, and E. Moran. 2010. "Land Cover Classification in A Complex Urban-Rural Landscape with Quickbird Imagery." Photogrammetric Engineering and Remote Sensing 76 (10): 1159-1168.
36. Mahiny, A. S., and B. J. Turner. 2007. "A Comparison of Four Common Atmospheric Correction Methods." Photogrammetric Engineering and Remote Sensing 73 (4): 361-368. doi:10.14358/PERS.73.4.361.
37. Malinverni, E. S. 2011. "Change Detection Applying Landscape Metrics on High Remote Sensing Images." Photogrammetric Engineering and Remote Sensing 77 (10): 1045-1056. doi:10.14358/PERS.77.10.1045.
38. 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: 3-8.
39. Mohapatra, R. P., and C. S. Wu. 2010. "High Resolution Impervious Surface Estimation: An Integration of Ikonos and Landsat-7 ETM+ Imagery." Photogrammetric Engineering and Remote Sensing 76 (12): 1329-1341.
40. Powell, S. L., W. B. Cohen, Z. Yang, J. D. Pierce, and M. Alberti. 2008. "Quantification of Impervious Surface in the Snohomish Water Resources Inventory Area of Western Washington from 1972-2006." Remote Sensing of Environment 112 (4): 1895-1908.
41. Quinlan, J. R. 1993. C4.5: Programs for Machine Learning. San Mateo, CA: Morgan Kaufmann Publishers.
42. Schueler, T. R. 1994. "The Importance of Imperviousness." Watershed Protection Techniques 1 (3): 100-111.
43. Simpson, J. J., and J. R. Stitt. 1998. "A Procedure for the Detection and Removal of Cloud Shadow from AVHRR Data over Land." IEEE Transactions on Geoscience and Remote Sensing 36 (3): 880-897.
44. Slonecker, E. T., D. B. Jennings, and D. Garofalo. 2001. "Remote Sensing of Impervious Surfaces: A Review." Remote Sensing Reviews 20 (3): 227-5. doi:10.1080/02757250109532436.
45. Wang, Y., and X. Zhang. 2004. "A SPLIT Model for Extraction of Subpixel Impervious Surface Information." Photogrammetric Engineering and Remote Sensing 70 (7): 821-828.
46. Weng, Q., and X. Hu. 2008. "Medium Spatial Resolution Satellite Imagery for Estimating and Mapping Urban Impervious Surfaces Using LSMA and ANN." IEEE Transactions on Geoscience and Remote Sensing 46 (8): 2397-2406. doi:10.1109/TGRS.2008.917601.
47. Weng, Q., X. Hu, and H. Liu. 2009. "Estimating Impervious Surfaces Using Linear Spectral Mixture Analysis with Multitemporal ASTER Images." International Journal of Remote Sensing 30 (18): 4807-4830. doi:10.1080/01431160802665926.
48. Wu, C., and F. Yuan. 2007. "Seasonal Sensitivity Analysis of Impervious Surface Estimation with Satellite Imagery." Photogrammetric Engineering and Remote Sensing 73 (12): 1393-1401. doi:10.14358/PERS.73.12.1393.
49. Wu, C. S. 2004. "Normalized Spectral Mixture Analysis for Monitoring Urban Composition Using ETM+ Imagery." Remote Sensing of Environment 93 (4): 480-492. doi:10.1016/j.rse.2004.08.003.
50. Wu, C. S., and A. T. Murray. 2003. "Estimating Impervious Surface Distribution by Spectral Mixture Analysis." Remote Sensing of Environment 84 (4): 493-505. doi:10.1016/S0034-4257(02)00136-0.
51. Xavier, A. C., and C. A. Vettorazzi. 2004. "Mapping Leaf Area Index through Spectral Vegetation Indices in a Subtropical Watershed." International Journal of Remote Sensing 25 (9): 1661-1672. doi:10.1080/01431160310001620803.
52. Xian, G., C. Homer, J. Demitz, J. Fry, N. Hossain, and J. Wickham. 2011. "Change of Impervious Surface Area between 2001 and 2006 in the Conterminous United States." Photogrammetric Engineering and Remote Sensing 77 (8): 758-762.
53. Yang, L., C. Huang, C. G. Homer, B. K. Wylie, and M. J. Coan. 2003. "An Approach for Mapping Large-Area Impervious Surfaces: Synergistic Use of Landsat-7 ETM+ and High Spatial Resolution Imagery." Canadian Journal of Remote Sensing 29 (2): 230-240. doi:10.5589/m02-098.
54. Yang, L., G. Xian, J. M. Klaver, and B. Deal. 2003. "Urban Land-Cover Change Detection through Sub-Pixel Imperviousness Mapping Using Remotely Sensed Data." Photogrammetric Engineering and Remote Sensing 69 (9): 1003-1010. doi:10.14358/PERS.69.9.1003.
55. Yuan, F., C. Wu, and M. E. Bauer. 2008. "Comparison of Spectral Analysis Techniques for Impervious Surface Estimation Using Landsat Imagery." Photogrammetric Engineering and Remote Sensing 74 (8): 1045-1055. doi:10.14358/PERS.74.8.1045.
56. Zhou, W., G. Huang, A. Troy, and M. L. Cadenasso. 2009. "Object-Based Land Cover Classification of Shaded Areas in High Spatial Resolution Imagery of Urban Areas: A Comparison Study." Remote Sensing of Environment 113 (8): 1769-1777.