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Artificial Intelligent Methods for Handling Spatial Data = Fuzzy Rulebase Systems and Gridded Data Problems /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Artificial Intelligent Methods for Handling Spatial Data/ by Jörg Verstraete.
其他題名:
Fuzzy Rulebase Systems and Gridded Data Problems /
作者:
Verstraete, Jörg.
面頁冊數:
XVI, 135 p. 53 illus., 46 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Computational intelligence. -
電子資源:
https://doi.org/10.1007/978-3-030-00238-1
ISBN:
9783030002381
Artificial Intelligent Methods for Handling Spatial Data = Fuzzy Rulebase Systems and Gridded Data Problems /
Verstraete, Jörg.
Artificial Intelligent Methods for Handling Spatial Data
Fuzzy Rulebase Systems and Gridded Data Problems /[electronic resource] :by Jörg Verstraete. - 1st ed. 2019. - XVI, 135 p. 53 illus., 46 illus. in color.online resource. - Studies in Fuzziness and Soft Computing,3701434-9922 ;. - Studies in Fuzziness and Soft Computing,319.
Introduction -- Problem Description and Related Work -- Concept -- Fuzzy Rulebase Systems -- Parameters and most Possible Ranges -- Rulebase Construction -- Constrained Defuzzification -- Data Comparison -- Experiments -- Conclusion.
This book provides readers with an insight into the development of a novel method for regridding gridded spatial data, an operation required to perform the map overlay operation and apply map algebra when processing spatial data. It introduces the necessary concepts from spatial data processing and fuzzy rulebase systems and describes the issues experienced when using current regridding algorithms. The main focus of the book is on describing the different modifications needed to make the problem compatible with fuzzy rulebases. It offers a number of examples of out-of-the box thinking to handle aspects such as rulebase construction, defuzzification, spatial data comparison, etc. At first, the emphasis is put on the newly developed method, and additional datasets containing information on the underlying spatial distribution of the data are identified. After this, an artificial intelligent system (in the form of a fuzzy inference system) is constructed using this knowledge and then applied on the input data to perform the regridding. The book offers an example of how an apparently simple problem can pose many different challenges, even when trying to solve it with existing soft computing technologies. The workflow and solutions to solve these challenges are universal and may therefore be broadly applied into other contexts.
ISBN: 9783030002381
Standard No.: 10.1007/978-3-030-00238-1doiSubjects--Topical Terms:
568984
Computational intelligence.
LC Class. No.: Q342
Dewey Class. No.: 006.3
Artificial Intelligent Methods for Handling Spatial Data = Fuzzy Rulebase Systems and Gridded Data Problems /
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