Sensor validation for power plants using adaptive backpropagation neural network
Conference
·
· IEEE Transactions on Nuclear Science (Institute of Electrical and Electronics Engineers); (USA)
OSTI ID:6605156
- Tennessee Univ., Knoxville, TN (USA). Dept. of Nuclear Engineering
Signal validation and process monitoring problems in many cases require the prediction of one or more process variables in a system. The feasibility of using neural networks to characterize one variable as a function of other related variables is studied. The back propagation network (BPN) is used to develop models of signals from both a commercial power plant and the Experimental Breeder Reactor-II (EBR-II). Several innovations are made in the algorithm, the most significant of which is the progressive adjustment of the sigmoidal threshold function and wight updating terms, thus leading to the designation adaptive backpropagation neural network.
- OSTI ID:
- 6605156
- Report Number(s):
- CONF-900143--
- Journal Information:
- IEEE Transactions on Nuclear Science (Institute of Electrical and Electronics Engineers); (USA), Journal Name: IEEE Transactions on Nuclear Science (Institute of Electrical and Electronics Engineers); (USA) Vol. 37:2; ISSN 0018-9499; ISSN IETNA
- Country of Publication:
- United States
- Language:
- English
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Related Subjects
21 SPECIFIC NUCLEAR REACTORS AND ASSOCIATED PLANTS
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AUTOMATION
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EPITHERMAL REACTORS
EXPERIMENTAL REACTORS
FAST REACTORS
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LIQUID METAL COOLED REACTORS
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ON-LINE MEASUREMENT SYSTEMS
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PROCESS CONTROL
REACTOR MONITORING SYSTEMS
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SODIUM COOLED REACTORS
210500 -- Power Reactors
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22 GENERAL STUDIES OF NUCLEAR REACTORS
220400* -- Nuclear Reactor Technology-- Control Systems
220600 -- Nuclear Reactor Technology-- Research
Test & Experimental Reactors
AUTOMATION
BREEDER REACTORS
COMPUTERIZED CONTROL SYSTEMS
CONTROL
CONTROL SYSTEMS
EBR-2 REACTOR
EPITHERMAL REACTORS
EXPERIMENTAL REACTORS
FAST REACTORS
FBR TYPE REACTORS
FEASIBILITY STUDIES
LIQUID METAL COOLED REACTORS
LMFBR TYPE REACTORS
NEURAL NETWORKS
ON-LINE MEASUREMENT SYSTEMS
ON-LINE SYSTEMS
POWER REACTORS
PROCESS CONTROL
REACTOR MONITORING SYSTEMS
REACTORS
RESEARCH AND TEST REACTORS
SODIUM COOLED REACTORS