NDLI: Study of the PSA-ANFIS-based inverse design approach on geotechnical engineering

Content Provider	IEEE Xplore Digital Library
Author	Zhijun Zhang Huaimiao Zheng Yong Liu Guicheng He Dexin Ding
Copyright Year	2012
Description	Author affiliation: College of Economics and Management, University of South China, Hengyang, China (Huaimiao Zheng) \|\| School of Nuclear Resources and Nuclear Fuel Engineering, University of South China, Hengyang, China (Zhijun Zhang; Yong Liu; Guicheng He; Dexin Ding)
Abstract	The design work is important to normal employment and safety and stabilization of a project in geotechnical engineering. The system researched in geotechnical engineering is altitudinal complex and indeterminate, so traditional design methods are difficult to deal with an actual project ideally. According to the characteristics of inverse design method in geotechnical engineering, the problems on setting the training parameters and model of adaptive neuro-fuzzy inference system (ANFIS) was studied by using orthogonal test design method and pattern search algorithm (PSA), and then the approach based on PSA-ANFIS was put forward and established. Furthermore, data pairs for training, data pairs for checking and data pairs for prediction were built by using a multi-peaks function to analysis the training process and the fitting and predicting capability of the PSA-ANFIS. The results show that the PSA-ANFIS is well in parameters adjustment and model establishment, and that is an excellent approach to deal with the nonlinear and complex fitting problem of inverse design method in geotechnical engineering. Finally, the PSA-ANFIS-based inverse design approach is applied to inverse design the angles and heights of some slopes. The result shows that the new approach has ability for handling the nonlinear problem, and is suitable for dealing with the altitudinal complex and indeterminate problem in geotechnical engineering, and is an excellent inverse design approach.
Starting Page	290
Ending Page	294
File Size	378729
Page Count	5
File Format	PDF
ISBN	9781467301985
e-ISBN	9781467301992
DOI	10.1109/ICSAI.2012.6223618
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-05-19
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Training Design methodology Fitting Educational institutions Search problems Geotechnical engineering Safety Inverse design Optimization PSA-ANFIS
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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