Title :
Combination of radar and optical remote sensing data for land cover/use mapping
Author :
Chong Keat Sim ; Abdullah, K. ; Jafri, Mohd Zubir Mat ; Hwee San Lim
Author_Institution :
Sch. of Phys., Univ. Sains Malaysia, Minden, Malaysia
Abstract :
This paper addresses the advantage of combining spaceborne optical data with ALOS PALSAR polarimetric data for land cover/use mapping. We applied the most popular Maximum Likelihood classifier for land cover classification in the southern part of Kedah landscapes including area of settlements, forest, agriculture and water body. For classification purposes six classes (water, urban, forest, oil palm, bare land and paddy) were examined. For this study area, multisensor datasets were digitally integrated with training area based on the statistical values and ground references data derived from field visitation. Three general processing techniques included spatial filtering, texture measure and sensor combination were examined. These results show that radar results can be improved by various manipulations such as derived texture measures and filtering. Sensor combination greatly improved results, that achieved the highest overall accuracy. The systematic strategy of this study, determination of the best individual method before introducing the next procedure, was effective in managing a very complex, almost infinite set of analysis possibilities.
Keywords :
geophysical image processing; image classification; maximum likelihood estimation; radar polarimetry; remote sensing by laser beam; remote sensing by radar; sensor fusion; vegetation; vegetation mapping; ALOS PALSAR polarimetric data; Kedah landscapes; Malaysia; agriculture; bare land; classification; derived texture measures; field visitation; forest; general processing techniques; ground references data; land cover mapping; land use mapping; maximum likelihood classifier; multisensor datasets; oil palm; optical remote sensing data; paddy; radar remote sensing data; sensor combination; settlements; spaceborne optical data; spatial filtering; statistical values; training area; urban area; water body; Accuracy; Optical imaging; Radar imaging; Remote sensing; Satellites; Spaceborne radar; ALOS PALSAR; land cover/use; spatial filtering texture meadure and sensor fusion;
Conference_Titel :
Space Science and Communication (IconSpace), 2013 IEEE International Conference on
Conference_Location :
Melaka
DOI :
10.1109/IconSpace.2013.6599469