DocumentCode
3314483
Title
Neural network based diagnostic system for accident management in nuclear power plants
Author
Santhosh ; Kumar, M. ; Thangamani, I. ; Mukhopadhyay, D. ; Verma, V. ; Rao, V.V.S.S. ; Vaze, K.K. ; Ghosh, A.K.
Author_Institution
Reactor Safety Div., Bhabha Atomic Res. Centre, Mumbai, India
fYear
2010
fDate
14-16 Dec. 2010
Firstpage
572
Lastpage
578
Abstract
An artificial neural network (ANN) based diagnostic system for identification of large break loss of coolant accident (LOCA) transients in nuclear power plants (NPPs) has been developed. This is an operator support system which assists the operator in identifying a transient quickly using ANNs. A large database of transient (LOCA) analyses of reactor process parameters has been generated for reactor core, containment, environmental dispersion and radiological dose to train the ANNs. These data have been generated using various codes e.g., RELAP5, CONTRAN. The trained neural network has been integrated with the diagnostic system for future transient prediction. The main diagnostic system features several important operator support features that are useful in accident management. This paper highlights the important features of diagnostic system. The present version of this system is capable of identifying large break LOCA scenarios of 220 MWe Indian PHWRs.
Keywords
fission reactor accidents; fission reactor containment; fission reactor coolants; fission reactor core control; heavy water reactors; neural nets; nuclear engineering computing; CONTRAN code; PHWR; RELAP5 code; accident management system; artificial neural network based diagnostic system; fission reactor containment; fission reactor core; nuclear power plant; radiological dose rate; reactor process parameter; transient LOCA analyses; Accidents; Artificial neural networks; Fuels; Instruments; Silicon; Initiating events; accident management; artificial neural networks; loss of coolant accident; nuclear power plant; operator support system; symptom based diagnostic system;
fLanguage
English
Publisher
ieee
Conference_Titel
Reliability, Safety and Hazard (ICRESH), 2010 2nd International Conference on
Conference_Location
Mumbai
Print_ISBN
978-1-4244-8344-0
Type
conf
DOI
10.1109/ICRESH.2010.5779613
Filename
5779613
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