Title :
The Simulation of the Chlorophyll-A by Using the CA-SVM Method and Its Application in Bohai Bay
Author :
Zheng, Dongsheng ; Sun, Jian ; Wang, Aimei ; Tao, Jianhua ; Xiang, Xianquan
Author_Institution :
Sch. of Mech. Eng., Tianjin Univ., Tianjin, China
Abstract :
Ecological environment is complex in Bohai Bay. Accompanied by the development of economy, pollution control problems have been put on agenda. Based on the remote sensing data, this article establishes a non-deterministic model to predict the concentration of Chlorophyll-a in Bohai Bay by using the combined model of cellular automata and support vector machine. Several programme are built, and their prediction results are compared with the remote sensing data. Through analysis and comparison, the most suitable prediction programme was obtained, and the main impact factors were got that affected the Chlorophyll-a concentration.
Keywords :
ocean chemistry; Bohai bay; CA-SVM method; cellular automata; chlorophyll-a concentration; chlorophyll-a simulation; ecological environment; economy development; pollution control problems; remote sensing data; support vector machine; Biological system modeling; Data models; Optimization; Predictive models; Remote sensing; Simulation; Support vector machines;
Conference_Titel :
Remote Sensing, Environment and Transportation Engineering (RSETE), 2012 2nd International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4673-0872-4
DOI :
10.1109/RSETE.2012.6260787
