Optimization of Large Scales Ocean Sampling for Minimization of the Kriging Variance | |
Zhu XK(朱心科); Yu JC(俞建成)![]() ![]() | |
2010 | |
会议名称 | 2010 8th World Congress on Intelligent Control and Automation (WCICA 2010) |
会议日期 | July 7-9, 2010 |
会议地点 | Jinan, China |
关键词 | Kriging estimation optimization design Voronoi partition |
页码 | 7050-7054 |
中文摘要 | When monitoring spatial phenomena, we are not just interested in measurements at sensed locations but also at locations where no sensors were placed. To estimate the scalar field where no sensors are deployed, we need to interpolate the data. This paper shows how sampling schemes can be optimized by minimizing the integrated Kriging variance based on known covariance (variogram). We propose two approaches to reduce the computation time of searching for the optimal sampling locations. The proposed method was verified that the computing speed gets faster and faster with the number of sampling increasing by simulation. |
收录类别 | EI ; CPCI(ISTP) |
产权排序 | 1 |
会议主办者 | IEEE |
会议录 | 2010 8th World Congress on Intelligent Control and Automation (WCICA 2010)
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会议录出版者 | IEEE |
会议录出版地 | Piscataway, NJ, USA |
语种 | 英语 |
ISBN号 | 978-1-4244-6712-9 |
WOS记录号 | WOS:000295959507149 |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/7830] ![]() |
专题 | 沈阳自动化研究所_水下机器人研究室 |
推荐引用方式 GB/T 7714 | Zhu XK,Yu JC,Wang XH. Optimization of Large Scales Ocean Sampling for Minimization of the Kriging Variance[C]. 见:2010 8th World Congress on Intelligent Control and Automation (WCICA 2010). Jinan, China. July 7-9, 2010. |
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