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  • 标题:Dynamic model reduction and optimal sensor placement for agro-hydrological systems a
  • 本地全文:下载
  • 作者:Soumya R. Sahoo ; Xunyuan Yin ; Jinfeng Liu
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2020
  • 卷号:53
  • 期号:2
  • 页码:11669-11674
  • DOI:10.1016/j.ifacol.2020.12.657
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractOne of the essential aspects of developing advanced closed-loop irrigation is the estimation of soil moisture from a limited number of available sensors. One of the challenges is to find the optimal location of the sensors in a large heterogeneous field. In this work, we propose a method to find the optimal location of sensors in the presence of heterogeneous soil and non-uniform inputs. The key steps include dynamic order model reduction, minimum sensor selection, optimal sensor placement, and state estimation. The proposed method is applied to a three-dimensional field through simulations, and satisfying model reduction and state estimation results are obtained.
  • 关键词:Keywordsdynamic model reductiondegree of observabilitystate estimation
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