Artificial Intelligent Methods for Handling Spatial Data: Fuzzy Rulebase Systems and Gridded Data Problems (Studies in Fuzziness and Soft Computing)
暫譯: 處理空間數據的人工智慧方法:模糊規則系統與網格數據問題(模糊性與軟計算研究)
Jörg Verstraete
- 出版商: Springer
- 出版日期: 2018-09-11
- 售價: $4,520
- 貴賓價: 9.5 折 $4,294
- 語言: 英文
- 頁數: 135
- 裝訂: Hardcover
- ISBN: 3030002373
- ISBN-13: 9783030002374
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商品描述
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.
商品描述(中文翻譯)
本書為讀者提供了一個關於開發新穎的重網格化(regridding)方法的深入見解,這是一個在處理空間數據時進行地圖疊加操作和應用地圖代數所需的操作。書中介紹了空間數據處理和模糊規則庫(fuzzy rulebase)系統所需的基本概念,並描述了使用當前重網格化算法時所遇到的問題。本書的主要重點在於描述為使問題與模糊規則庫相容所需的不同修改。它提供了多個創新思維的範例,以處理規則庫構建、去模糊化(defuzzification)、空間數據比較等方面的問題。起初,重點放在新開發的方法上,並識別出包含數據潛在空間分佈信息的附加數據集。之後,利用這些知識構建一個人工智能系統(以模糊推理系統的形式),並將其應用於輸入數據以執行重網格化。本書提供了一個範例,展示了一個看似簡單的問題如何可能帶來許多不同的挑戰,即使在嘗試使用現有的軟計算技術來解決時也是如此。解決這些挑戰的工作流程和解決方案是普遍的,因此可以廣泛應用於其他情境中。