Particle swarm evolutionary computation-based framework for optimizing the risk and cost of low-demand systems of nuclear power plants
Creators
- 1. Institute of Nuclear Energy Safety Technology, Chinese Academy of Sciences, Hefei (China)
- 2. School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai (China)
Description
In this paper, an adapted multi-objective multi-swarm co-evolutionary particle swarm optimization (PSO) framework is developed to simultaneously optimize the risk and cost of low-demand systems of nuclear power plants (NPPs). In the built framework, multi-swarm co-evolutionary strategy is introduced to handle the fitness assignment puzzle of multi-objective optimization problems. Besides, to deal with the mixed-integer problem of the decision variables vector, a sub-interval covering-based nearest boundary method is also adopted. To illustrate the effectiveness and efficiencies of the proposed method, a typical high-pressurized injection system (HPIS) is analyzed. The results indicate that, compared with the classic non-dominated sorting genetic algorithm (NSGA)-II approach, the proposed method is more simple and easier to be convergent, besides, of which the Pareto front is better distributed. (author)
Availability note (English)
Available from http://dx.doi.org/10.1080/00223131.2017.1383208Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Nuclear Science and Technology (Tokyo) (Online)
- Journal Volume
- 55
- Journal Issue
- 1
- Journal Page Range
- p. 19-28
- ISSN
- 1881-1248
INIS
- Country of Publication
- Japan
- Country of Input or Organization
- Japan
- INIS RN
- 49052064
- Subject category
- S42: ENGINEERING; S22: GENERAL STUDIES OF NUCLEAR REACTORS;
- Descriptors DEI
- AGING; COST EFFECTIVENESS ANALYSIS; ENGINEERED SAFETY SYSTEMS; FLUID INJECTION; LOSS OF COOLANT; NUCLEAR POWER PLANTS; OPTIMIZATION; PRIMARY COOLANT CIRCUITS; PROBABILISTIC ESTIMATION; REACTOR MAINTENANCE; REACTOR OPERATORS; REACTOR SAFETY; RISK ASSESSMENT; SEVERE ACCIDENTS
- Descriptors DEC
- ACCIDENTS; BEYOND-DESIGN-BASIS ACCIDENTS; CALCULATION METHODS; COOLING SYSTEMS; ECONOMIC ANALYSIS; ECONOMICS; ENERGY SYSTEMS; MAINTENANCE; NUCLEAR FACILITIES; OPERATION; PERSONNEL; POWER PLANTS; REACTOR ACCIDENTS; REACTOR COMPONENTS; REACTOR COOLING SYSTEMS; REACTOR LIFE CYCLE; REACTOR OPERATION; SAFETY; THERMAL POWER PLANTS
Optional Information
- Notes
- 32 refs., 11 figs., 5 tabs.