NDLI: RBF neural network improvement for plant data based learning

Content Provider	IEEE Xplore Digital Library
Author	Bašić, M. Grbić, R. Slisković, D.
Copyright Year	2010
Description	Author affiliation: Faculty of Electrical Engineering, Kneza Trpimira 2b, Osijek, Croatia (Bašić, M.; Grbić, R.; Slisković, D.)
Abstract	Neural networks, with sufficient number of hidden layers and their nodes, can approximate any continuous function with arbitrarily desired accuracy. Their learning algorithms are constantly improving, therefore neural networks are being increasingly used for nonlinear process modeling. To obtain good process model, it is extremely important that training data is informative enough. Problem with neural networks is their sensitiveness when it comes to correlated and noisy training data. Since this is always the case with actual plant data, plant data based process model building is a challenging task. In this paper, RBF neural network upgrade with PLS method for projection into a latent subspace is described. Due to this upgrade, plant data are not used directly for neural network training, but is previously transformed using PLS method. This way, uncorrelated and less noisy training data is provided. RBF neural networks with Gaussian activation functions are used. Both RBF neural network upgraded with PLS method and standard RBF neural network are trained on actual process data. Learning improvements of upgraded RBF network are analyzed.
Starting Page	1368
Ending Page	1373
File Size	225259
Page Count	6
File Format	PDF
ISBN	9781424477630
e-ISBN	9789532330502
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2010-05-24
Publisher Place	Croatia
Access Restriction	Subscribed
Rights Holder	MIPRO
Subject Keyword	Decision support systems Neural networks Virtual reality Fiber reinforced plastics
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

HERM: Heterogeneous nEtwork-based Robot Middleware

Learning concept recommendation based on sequential pattern mining

Structured Topology for Trust in P2P Network

Information extraction in business intelligence systems

Self-adaptive barebones differential evolution

Distributed k-Nearest Neighbor Search Based on Angular Similarity

A new systemic methodology for lab learning based on a cooperative learning project

QoSR Algorithm of Q-ACO Based on Convergence Grads Expectation

Shifted frequency internal equivalence 2D application

RBF neural network improvement for plant data based learning

Similar Documents

HERM: Heterogeneous nEtwork-based Robot Middleware

Learning concept recommendation based on sequential pattern mining

Structured Topology for Trust in P2P Network

Information extraction in business intelligence systems

Self-adaptive barebones differential evolution

Distributed k-Nearest Neighbor Search Based on Angular Similarity

A new systemic methodology for lab learning based on a cooperative learning project

QoSR Algorithm of Q-ACO Based on Convergence Grads Expectation

Shifted frequency internal equivalence 2D application

RBF neural network improvement for plant data based learning