Compression of multi-physics simulation output data using Principle Component Analysis
- 1. Ulsan National Institute of Science and Technology, Ulsan (Korea, Republic of)
- 2. University of Technology Malaysia, Skudai, Johor (Malaysia)
Description
High-fidelity multi-physics reactor core simulation includes the pin-by-pin neutronics, thermal-hydraulics, thermal-mechanics and fuel performance physical models. Every run of a high-fidelity code consumes a lot of computation time, memory and usually requires an expansive multi-core computational cluster. All output data is to be saved for further analysis if one does not want to repeat the expansive calculations. The memory amount of high-fidelity output data can be too large, e.g. in the case of uncertainty analysis. Therefore, the data compression algorithms are needed for reduction of the memory without accuracy loose. In this paper we suggest such algorithm based on Principle Component Analysis (PCA) adopted for multi-physics data. (author)
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Additional details
Publishing Information
- Imprint Title
- Proceedings of reactor physics Asia conference 2019 (RPHA19)
- Imprint Pagination
- [321 p.]
- Journal Page Range
- p. 170-174
- Report number
- KURNS-EKR--5
Conference
- Title
- Reactor physics Asia conference 2019
- Acronym
- RPHA19
- Dates
- 2-3 Dec 2019
- Place
- Osaka (Japan)
INIS
- Country of Publication
- Japan
- Country of Input or Organization
- Japan
- INIS RN
- 52054200
- Subject category
- S22: GENERAL STUDIES OF NUCLEAR REACTORS;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- APPROXIMATIONS; BURNUP; COMPUTER CODES; COMPUTERIZED SIMULATION; FUEL RODS; HYPOTHETICAL ACCIDENTS; NEUTRON DIFFUSION EQUATION; PWR TYPE REACTORS; REACTOR ACCIDENT SIMULATION; REACTOR CORES; REACTOR PHYSICS; THERMAL HYDRAULICS; TRANSIENTS; TWO-PHASE FLOW
- Descriptors DEC
- ACCIDENTS; CALCULATION METHODS; DIFFERENTIAL EQUATIONS; DIFFUSION EQUATIONS; ENRICHED URANIUM REACTORS; EQUATIONS; FLUID FLOW; FLUID MECHANICS; FUEL ELEMENTS; HYDRAULICS; MECHANICS; PARTIAL DIFFERENTIAL EQUATIONS; PHYSICS; POWER REACTORS; REACTOR COMPONENTS; REACTORS; SIMULATION; THERMAL REACTORS; WATER COOLED REACTORS; WATER MODERATED REACTORS
Optional Information
- Notes
- 11 refs., 4 figs., 2 tabs.