Development of a remote sensing change detection system based on neighborhood correlation image analysis and intelligent knowledge-based systems

Author(s):  
Jungho Im ◽  
J.R. Jensen ◽  
J.A. Tullis
2012 ◽  
Vol 500 ◽  
pp. 701-708
Author(s):  
Zhi Hui Wang ◽  
Xi Min Cui ◽  
De Bao Yuan ◽  
Huan Liu ◽  
Jia Feng Wang

With double-temporal Landsat TM and ETM+ datasets, the change information of forest resources of Culai Mountain in Shandong Province was explored. This paper applies decision tree classification based on C5.0 algorithm and neighborhood correlation image analysis to detect forest change information,and compares the three different detection methods:1)C5.0 classifies single-temporal data respectively,and extract change information after comparing classification results;2) create C5.0 train rules through double-temporal raw data,then generate change detection map;3)In addition to double-temporal remote sensing data,neighborhood correlation analysis images are also added as one of the data sources of C5.0,and generate change detection map. The experimental result shows that decision tree classification based on C5.0 algorithm can detect change information effectively,and after adding neighborhood correlation analysis images the classification accuracy of change detection was improved.


Author(s):  
Huma Lodhi

Deliberate exploitation of natural resources and excessive use of environmentally abhorrent materials have resulted in environmental disruptions threatening the life support systems. A human centric approach of development has already damaged nature to a large extent. This has attracted the attention of environmental specialists and policy makers. It has also led to discussions at various national and international conventions. The objective of protecting natural resources cannot be achieved without the involvement of professionals from multidisciplinary areas. This chapter recommends a model for the creation of knowledge-based systems for natural resources management. Further, it describes making use of unique capabilities of remote sensing satellites for conserving natural resources and managing natural disasters. It is exclusively for the people who are not familiar with the technology and who are given the task of framing policies.


Author(s):  
David Gefen ◽  
Tsipi Heart

Deliberate exploitation of natural resources and excessive use of environmentally abhorrent materials have resulted in environmental disruptions threatening the life support systems. A human centric approach of development has already damaged nature to a large extent. This has attracted the attention of environmental specialists and policy makers. It has also led to discussions at various national and international conventions. The objective of protecting natural resources cannot be achieved without the involvement of professionals from multidisciplinary areas. This chapter recommends a model for the creation of knowledge-based systems for natural resources management. Further, it describes making use of unique capabilities of remote sensing satellites for conserving natural resources and managing natural disasters. It is exclusively for the people who are not familiar with the technology and who are given the task of framing policies.


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