Inversion of ocean color observations using particle swarm optimization

被引:37
作者
Slade, WH [1 ]
Ressom, HW
Musavi, MT
Miller, RL
机构
[1] Univ Maine, Sch Marine Sci, Orono, ME 04469 USA
[2] Georgetown Univ, Vincent T Lombardi Canc Res Ctr, Biostat Unit, Dept Oncol, Washington, DC 20057 USA
[3] Univ Maine, Integrated Syst Lab, Dept Elect & Comp Engn, Orono, ME 04469 USA
[4] NASA, Earth Sci Applicat Directorate, Stennis Space Ctr, MS 39529 USA
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2004年 / 42卷 / 09期
基金
美国国家航空航天局;
关键词
computational intelligence; global optimization; remote sensing inversion;
D O I
10.1109/TGRS.2004.833389
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Inversion of ocean color reflectance measurements can be cast as an optimization problem, Where particular parameters of a forward model are optimized in order to make the forward-modeled spectral, reflectance match the spectral reflectance of a given in situ sample. Here, a simulated ocean color dataset is used to test the capability of a recently introduced global optimization process, particle swarm optimization (PSO), in the retrieval of optical properties from ocean color. The performance of the PSO method was compared with the more common genetic algorithms (GA) in terms of model accuracy and computation time. The PSO method has been shown to outperform the GA in terms of model error. Of particular, importance to ocean color remote sensing is the speed advantage that PSO affords over GA.
引用
收藏
页码:1915 / 1923
页数:9
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