NDLI: Nonlinear process modeling using multiple neural network (MNN) combination based on modified Dempster-Shafer (DS) approach

Content Provider	IEEE Xplore Digital Library
Author	Ahmad, Z. Baharuddin, I. Mat Noor, R.A.
Copyright Year	2012
Description	Author affiliation: School of Chemical Engineering, Engineering Campus, USM, 14300 Nibong Tebal, Penang, Malaysia (Ahmad, Z.; Baharuddin, I.) \|\| Section of Chemical Engineering Technology, Universiti Kuala Lumpur-Malaysian Institute of Chemical and Bioengineering Technology, Lot 1988, Bandar Vendor Taboh Naning, 78000, Alor Gajah, Malacca, Malaysia (Mat Noor, R.A.)
Abstract	In this work, modified Demspter-Shafer (DS) is employed as the method for multiple neural networks (MNN) combination. The modified DS - MNN combination was employed to a nonlinear process. The ‘best’ single network condition is somehow a difficult condition to achieve especially in nonlinear process modeling; therefore, multiple neural networks were applied in this work. Furthermore, MNN was combined with a nonlinear combination method - DS method to further improved the MNN model. In this case, a conical water tank was used as the nonlinear system. Based on the results, the modified DS - MNN implementation in the nonlinear conic water tank system was convincing and showed the reliability of MNN as a modeling tool.
Starting Page	1407
Ending Page	1411
File Size	838270
Page Count	5
File Format	PDF
ISBN	9781457721182
e-ISBN	9781457721199
DOI	10.1109/ICIEA.2012.6360944
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-07-18
Publisher Place	Singapore
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Data models Training Testing Multi-layer neural network Robustness Storage tanks nonlinear process modeling neural networks multiple neural networks Dempster-Shafer method
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