NDLI: Optimization by extended LVQ

Content Provider	IEEE Xplore Digital Library
Author	Yoshihara, T. Wada, T.
Copyright Year	1991
Description	Author affiliation: Olympus Opt. Co. Ltd., Tokyo, Japan (Yoshihara, T.; Wada, T.)
Abstract	The authors introduce a self-generating neural network model based on Kohonen self-organizing feature maps for solving combinatorial optimization problems better than other neural network models. The model is called learning vector quantization (LVQ). In this model, the best matching neuron of the self-organizing feature maps is calculated with an energy function. The performance of this model was examined through two problems, the traveling salesman's problem and the n-queen problem. Simulations of the traveling salesman problem have been carried out for 10 and 30 cities. The optimum solutions for the 10 and 30 cities were obtained with a probability of 100% and 52% respectively. Simulations of the n-queen problem have been obtained within 90 steps of the self-organizing cycle. The 1000-queen problem has been solved within an average of 14 minutes on a SPARCstation1.
Starting Page	407
Ending Page	414
File Size	412392
Page Count	8
File Format	PDF
ISBN	0780301641
DOI	10.1109/IJCNN.1991.155212
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	1991-07-08
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Neurons Neural networks Traveling salesman problems Cities and towns Optical computing Optical network units Optical fiber networks Hopfield neural networks Stochastic processes Annealing
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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