Long-term optimization of fuel loading pattern using genetic algorithms and simulated annealing
- 1. Japan Nuclear Cycle Development Inst., Tsuruga, Fukui (Japan)
- 2. CRC Solutions Corporation, Tokyo (Japan)
Description
This paper describes Automatic Refueling Planning System (ARPS) for a nuclear power station using Genetic Algorithms (GA) and a Simulated Annealing (SA). ARPS has been developed and verified by applying to the Fugen nuclear power station (NPS), which is a 165MWe, heavy water-moderated, boiling light water-cooled, pressure tube-type reactor developed by JNC utilizing mainly uranium and plutonium mixed oxide (MOX) fuel. Fuel loading patterns have been managed independently in the Fugen NPS since the initial core. A planning of an adequate fuel loading pattern on each operational cycle needs one to two months even for expert core management engineers, for the reason that it has multi-objective optimization and nonlinear problems. In order to achieve the optimum fuel loading pattern and a fuel cost reduction, ARPS has been developed by JNC and CRC Solutions Corporation for the last five years. ARPS firstly generates several thousand fuel loading patterns with GA at random and secondly shuffles fuel assemblies with GA and SA by the computational procedure in an Engineering Work Station (EWS). Finally, the optimum core is estimated from the viewpoints of an effective multiplication factor, a power peaking factor, an average discharge fuel burn-up, a regional power and MOX fuel loading positions. GA based on the Darwinian theory of evolution is suited to multi-objective optimization. SA prevents local optimum solutions on a wide variety of combinatorial optimization problems. It has been verified that fuel loading patterns of the Fugen NPS evaluated by ARPS are equivalent to that of expert core management engineer. Furthermore, ARPS is capable of evaluating long-term fuel loading patterns of the Fugen NPS and applying real fuel loading patterns using Graphical User Interface (GUI). (author)
Additional details
Publishing Information
- Publisher
- Japan Society of Mechanical Engineers
- Imprint Place
- Tokyo (Japan)
- Imprint Title
- ICONE-11: Proceedings of the 11th international conference on nuclear engineering
- Imprint Pagination
- [3610 p.]
- Journal Page Range
- [10 p.]
Conference
- Title
- 11. international conference on nuclear engineering
- Acronym
- ICONE-11
- Dates
- 20-23 Apr 2003
- Place
- Tokyo (Japan)
INIS
- Country of Publication
- Japan
- Country of Input or Organization
- Japan
- INIS RN
- 35093331
- Subject category
- S21: SPECIFIC NUCLEAR REACTORS AND ASSOCIATED PLANTS;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; ANNEALING; COMPUTER CALCULATIONS; DYNAMIC PROGRAMMING; FUEL MANAGEMENT; GENETICS; JATR REACTOR; MIXED OXIDE FUELS; NONLINEAR PROGRAMMING; OPTIMIZATION; PLANNING; REACTOR FUELING
- Descriptors DEC
- BIOLOGY; ENERGY SOURCES; FUELS; HEAT TREATMENTS; HEAVY WATER MODERATED REACTORS; HWLWR TYPE REACTORS; MANAGEMENT; MATERIALS; MATHEMATICAL LOGIC; NATURAL URANIUM REACTORS; NUCLEAR FUELS; NUCLEAR MATERIALS MANAGEMENT; PLUTONIUM REACTORS; POWER REACTORS; PRESSURE TUBE REACTORS; PROGRAMMING; REACTOR MATERIALS; REACTORS; SOLID FUELS; THERMAL REACTORS; WATER COOLED REACTORS
Optional Information
- Notes
- This CD-ROM can be used for WINDOWS 9x/NT/2000/ME/XP, MACINTOSH; Acrobat Reader is included; Data in PDF format, Track No. 08, Session 8-9, ICONE-36051; 6 refs., 9 figs., 3 tabs.