Artificial intelligent methods for handling spatial data :
General Material Designation
[Book]
Other Title Information
fuzzy rulebase systems and gridded data problems /
First Statement of Responsibility
Jörg Verstraete.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Cham, Switzerland :
Name of Publisher, Distributor, etc.
Springer,
Date of Publication, Distribution, etc.
[2019]
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (135 pages).
SERIES
Series Title
Studies in fuzziness and soft computing ;
Volume Designation
volume 370
GENERAL NOTES
Text of Note
Introduction -- Problem Description and Related Work.- Concept -- Fuzzy Rulebase Systems -- Parameters and most Possible Ranges -- Rulebase Construction -- Constrained Defuzzification -- Data Comparison -- Experiments -- Conclusion.
CONTENTS NOTE
Text of Note
Introduction -- Problem Description and Related Work -- Concept -- Fuzzy Rulebase Systems -- Parameters and most Possible Ranges -- Rulebase Construction -- Constrained Defuzzification -- Data Comparison -- Experiments -- Conclusion.
0
SUMMARY OR ABSTRACT
Text of Note
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.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Springer Nature
Stock Number
com.springer.onix.9783030002381
OTHER EDITION IN ANOTHER MEDIUM
International Standard Book Number
9783030002374
TOPICAL NAME USED AS SUBJECT
Data mining-- Data processing.
Geographic information systems-- Data processing.
Artificial intelligence.
Artificial intelligence.
Computers-- Database Management-- Data Mining.
Computers-- Intelligence (AI) & Semantics.
Data mining.
Data mining.
Engineering.
Geographic information systems.
Geographical information systems (GIS) & remote sensing.