Land cover mapping based on multisource spatial data mining approach for climate simulation: A case study in the farming-pastoral ecotone of North China

Advances in Meteorology

Volumn 2013, Issue , 2013, Pages

  Wu, Feng ^a   Zhan, Jinyan ^a   Yan, Haiming ^a   Shi, Chenchen ^a   Huang, Juan ^a  

^a BEIJING NORMAL UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84881519196     PISSN: 16879309     EISSN: 16879317     Source Type: Journal    
DOI: 10.1155/2013/520803     Document Type: Article

References (38)

1. Hibbard K., Janetos A., Van Vuuren D. P., Pongratz J., Rose S. K., Betts R., Herold M., Feddema J. J., Research priorities in land use and land-cover change for the Earth system and integrated assessment modelling. International Journal of Climatology 2010 30 13 2118 2128 2-s2.0-77958538627 10.1002/joc.2150
2. Verburg P. H., Neumann K., Nol L., Challenges in using land use and land cover data for global change studies. Global Change Biology 2011 17 2 974 989 2-s2.0-78650783264 10.1111/j.1365-2486.2010.02307.x
3. Sertel E., Robock A., Ormeci C., Impacts of land cover data quality on regional climate simulations. International Journal of Climatology 2010 30 13 1942 1953 2-s2.0-77958537007 10.1002/joc.2036
4. Jin J., Lu L S., Norman Miller L., Impact of land use change on the local climate over the Tibetan plateau. Advances in Meteorology 2010 2010 6 837480 10.1155/2010/837480
5. Bonan G. B., Levis S., Sitch S., Vertenstein M., Oleson K. W., A dynamic global vegetation model for use with climate models: concepts and description of simulated vegetation dynamics. Global Change Biology 2003 9 11 1543 1566 2-s2.0-0037797459 10.1046/j.1365-2486.2003.00681.x (Pubitemid 37481806)
6. Feddema J. J., Oleson K. W., Bonan G. B., Mearns L. O., Buja L. E., Meehl G. A., Washington W. M., Atmospheric science: the importance of land-cover change in simulating future climates. Science 2005 310 5754 1674 1678 2-s2.0-28844439303 10.1126/science.1118160 (Pubitemid 41780788)
7. Ge J., Qi J., Lofgren B. M., Impacts of land use/cover classification accuracy on regional climate simulations. Journal of Geophysical Research 2007 112 D05107 10.1029/2006JD007404 (Pubitemid 47386301)
8. Gao Z., Liu J., Zhuang D., The research of Chinese land- use/land-cover present situations Journal of Remote Sensing 1999 3 2 134 138
9. Liu J., Liu M., Zhuang D., Zhang Z., Deng X., The spatial pattern analysis of land use change of China Science in China D 2002 32 13 1031 1040
10. Liu J., Liu M., Zhuang D., Zhang Z., Deng X., Study on spatial pattern of land-use change in China during 1995-2000. Science in China D 2003 46 4 373 384 2-s2.0-0042389533 (Pubitemid 37024386)
11. Tchuenté A. T. K., Roujean J., de Jong S. M., Comparison and relative quality assessment of the GLC2000, GLOBCOVER, MODIS and ECOCLIMAP land cover data sets at the African continental scale. International Journal of Applied Earth Observation and Geoinformation 2011 13 2 207 219 2-s2.0-79955585085 10.1016/j.jag.2010.11.005
12. McCallum I., Obersteiner M., Nilsson S., Shvidenko A., A spatial comparison of four satellite derived 1 km global land cover datasets. International Journal of Applied Earth Observation and Geoinformation 2006 8 4 246 255 2-s2.0-33750948816 10.1016/j.jag.2005.12.002 (Pubitemid 44734654)
13. Herold M., Hubald R., Gregorio A. D., Translation and evaluating land cover legends using the UN land cover classification system (LCCS). GOGC-GOLD Report 2009 43 Florence, Italy GOGC-GOLD
14. Dong J., Zhuang D., Huang Y., Fu J., Advances in multi-sensor data fusion: algorithms and applications. Sensors 2009 9 10 7771 7784 2-s2.0-70350397276 10.3390/s91007771
15. Sellers P. J., Randall D. A., Collatz G. J., Berry J. A., Field C. B., Dazlich D. A., Zhang C., Collelo G. D., Bounoua L., A revised land surface parameterization (SiB2) for atmospheric GCMs. Part I: model formulation. Journal of Climate 1996 9 4 676 705 2-s2.0-0030480087 (Pubitemid 126544330)
16. Gao H., Jia G., Spatial and quantitative comparison of satellite-derived land cover products over China. Atmospheric and Oceanic Science Letters 2012 5 5 426 434
17. Mahesh P., Ensemble learning with decision tree for remote sensing classification. World Academy of Science, Engineering and Technology 2007 26 258 260
18. Rahman M. R., Saha S. K., Multi-resolution segmentation for object-based classification and accuracy assessment of land use/land cover classification using remotely sensed data. Journal of the Indian Society of Remote Sensing 2008 36 2 189 201 2-s2.0-70349528259 10.1007/s12524-008-0020-4
19. Simard M., Saatchi S. S., De Grandi G., The use of decision tree and multiscale texture for classification of JERS-1 SAR data over tropical forest. IEEE Transactions on Geoscience and Remote Sensing 2000 38 5 2310 2321 2-s2.0-0034269712 10.1109/36.868888
20. Liu C., Frazier P., Kumar L., Comparative assessment of the measures of thematic classification accuracy. Remote Sensing of Environment 2007 107 4 606 616 2-s2.0-34047163965 10.1016/j.rse.2006.10.010 (Pubitemid 46517624)
21. Niccolai A. M., Hohl A., Niccolai M., Chadwick D. O., Decision rule-based approach to automatic tree crown detection and size classification. International Journal of Remote Sensing 2010 31 12 3089 3123 2-s2.0-77954749326 10.1080/01431160903154374
22. Tso G. K. F., Yau K. K. W., Predicting electricity energy consumption: a comparison of regression analysis, decision tree and neural networks. Energy 2007 32 9 1761 1768 2-s2.0-34250170125 10.1016/j.energy.2006.11.010 (Pubitemid 46898687)
23. Ghose M. K., Pradhan R., Ghose S. S., Decision tree classification of remotely sensed satellite data using spectral separability matrix. International Journal of Advanced Computer Science and Applications 2010 1 5 93 101
24. Kamel M., Ecotone classification according to its origin. Pakistan Journal of Biological Sciences 2003 6 17 1553 1563 10.3923/pjbs.2003.1553.1563
25. Liu J., Gao J., Lv S., Han Y., Nie Y., Shifting farming-pastoral ecotone in China under climate and land use changes Journal of Arid Environments 2011 75 3 298 308 2-s2.0-78650511938 10.1016/j.jaridenv.2010.10.010
26. Zhao H., Zhao X., Zhang T., Zhou R., Boundary line on agro-pasture zigzag zone in North China and its problems on eco-environment Advance in Earth Sciences 2002 17 5 739 747
27. Liu J., Gao J., Geng B., Wu L., Study on the dynamic change of land use and landscape pattern in the farming- pastoral region of Northern China Research of Environmental Sciences 2007 20 5 148 154
28. Dong J., Xu X., Land use change especially alternations of farming and grazing in typical agro-pastoral transitional zone in 1988-2000: a case study in Chifeng City of Inner Mongolia. Journal of Geo-Information Science 2009 11 413 420
29. Fan J., Zhang Y., Li G., Climate change in the middle of farming-grazing zone of Northern China Advance in Climate Change Research 2007 3 2 91 94
30. Friedl M. A., McIver D. K., Hodges J. C. F., Zhang X. Y., Muchoney D., Strahler A. H., Woodcock C. E., Gopal S., Schneider A., Cooper A., Baccini A., Gao F., Schaaf C., Global land cover mapping from MODIS: algorithms and early results. Remote Sensing of Environment 2002 83 1-2 287 302 2-s2.0-18644370258 10.1016/S0034-4257(02)00078-0 (Pubitemid 35307474)
31. Bartholomé E., Belward A. S., GLC2000: a new approach to global land cover mapping from earth observation data. International Journal of Remote Sensing 2005 26 9 1959 1977 2-s2.0-20944440113 10.1080/01431160412331291297 (Pubitemid 40869762)
32. Ran Y., Li X., Lu L., Li Z. Y., Large-scale land cover mapping with the integration of multi-source information based on the Dempster-Shafer theory. International Journal of Geographical Information Science 2012 26 1 169 191 2-s2.0-84857252066 10.1080/13658816.2011.577745
33. Liu J., Liu M., Tian H., Zhuang D., Zhang Z., Zhang W., Tang X., Deng X., Spatial and temporal patterns of China's cropland during 1990-2000: an analysis based on Landsat TM data. Remote Sensing of Environment 2005 98 4 442 456 2-s2.0-26944433785 10.1016/j.rse.2005.08.012 (Pubitemid 41484102)
34. Hou X., Vegetation Map (1:1, 000, 000) in China 2001 Beijing, China Science Press
35. Defries R. S., Townshend J. R. G., NDVI-derived land cover classifications at a global scale. International Journal of Remote Sensing 1994 15 17 3567 3586 2-s2.0-0028582679
36. Chen J., Jönsson P., Tamura M., Gu Z., Matsushita B., Eklundh L., A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky-Golay filter. Remote Sensing of Environment 2004 91 3-4 332 344 2-s2.0-2942739366 10.1016/j.rse.2004.03.014 (Pubitemid 38791552)
37. Ahlqvist O., Extending post-classification change detection using semantic similarity metrics to overcome class heterogeneity: a study of 1992 and 2001 U.S. National Land Cover Database changes. Remote Sensing of Environment 2008 112 3 1226 1241 2-s2.0-39749142309 10.1016/j.rse.2007.08.012 (Pubitemid 351296264)
38. Gong P., The accuracy evaluation for global land cover map based on the global flux site Progress in Natural Science 2009 19 754 759