Diagnostics of Nuclear Reactor Accidents Based on Particle Swarm Optimization Trained Neural Networks
Description
Automation in large, complex systems such as chemical plants, electrical power generation, aerospace and nuclear plants has been steadily increasing in the recent past. automated diagnosis and control forms a necessary part of these systems,this contains thousands of alarms processing in every component, subsystem and system. so the accurate and speed of diagnosis of faults is an important factors in operation and maintaining their health and continued operation and in reducing of repair and recovery time. using of artificial intelligence facilitates the alarm classifications and faults diagnosis to control any abnormal events during the operation cycle of the plant. thesis work uses the artificial neural network as a powerful classification tool. the work basically is has two components, the first is to effectively train the neural network using particle swarm optimization, which non-derivative based technique. to achieve proper training of the neural network to fault classification problem and comparing this technique to already existing techniques
Availability note (English)
Available from Liaison Officer for Egypt. Free of chargeAdditional details
Publishing Information
- Imprint Pagination
- 126 p.
INIS
- Country of Publication
- Egypt
- Country of Input or Organization
- Egypt
- INIS RN
- 37089650
- Subject category
- S21: SPECIFIC NUCLEAR REACTORS AND ASSOCIATED PLANTS;
- Resource subtype / Literary indicator
- Thesis, Non-conventional Literature, Numerical Data
- Descriptors DEI
- ALGORITHMS; ARTIFICIAL INTELLIGENCE; AUTOMATION; CHEMICAL PLANTS; CLASSIFICATION; ELECTRIC POWER; ETRR-2 REACTOR; EXPERIMENTAL DATA; FUZZY LOGIC; NEURAL NETWORKS; OPTIMIZATION; POWER GENERATION; REACTOR ACCIDENTS; REACTOR SAFETY
- Descriptors DEC
- ACCIDENTS; DATA; ENRICHED URANIUM REACTORS; INDUSTRIAL PLANTS; INFORMATION; MATHEMATICAL LOGIC; NUMERICAL DATA; POOL TYPE REACTORS; POWER; REACTORS; RESEARCH AND TEST REACTORS; RESEARCH REACTORS; SAFETY; THERMAL REACTORS; WATER COOLED REACTORS; WATER MODERATED REACTORS
Optional Information
- Notes
- 6-5 tabs., 6-33 figs., 57 refs., app.U, 21 tabs.