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Customizing Pareto Simulated Annealing for Multi-objective Optimization of Control Cabinet Layout
Linnaeus Univ, Sweden.
Linköpings universitet, Institutionen för datavetenskap, Programvara och system. Linköpings universitet, Tekniska fakulteten.
Cracow Univ Technol, Poland.
2019 (engelsk)Inngår i: 2019 22ND INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS), IEEE Computer Society, 2019, s. 78-85Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

Determining the optimal location of control cabinet components requires the exploration of a large configuration space. For real-world control cabinets it is impractical to evaluate all possible cabinet configurations. Therefore, we need to apply methods for intelligent exploration of cabinet configuration space that enable to find a near-optimal configuration without evaluation of all possible configurations. In this paper, we describe an approach for multi-objective optimization of control cabinet layout that is based on Pareto Simulated Annealing. Optimization aims at minimizing the total wire length used for interconnection of components and the heat convection within the cabinet. We simulate heat convection to study the warm air flow within the control cabinet and determine the optimal position of components that generate heat during the operation. We evaluate and demonstrate the effectiveness of our approach empirically for various control cabinet sizes and usage scenarios.

sted, utgiver, år, opplag, sider
IEEE Computer Society, 2019. s. 78-85
Serie
International Conference on Control Systems and Computer Science CSCS, ISSN 2379-0474
Emneord [en]
Control cabinet assembly; Pareto Simulated Annealing (PSA); Simulated Annealing (SA); multi-objective optimization
HSV kategori
Identifikatorer
URN: urn:nbn:se:liu:diva-161637DOI: 10.1109/CSCS.2019.00021ISI: 000491270300014Scopus ID: 2-s2.0-85069165353ISBN: 978-1-7281-2331-8 (digital)OAI: oai:DiVA.org:liu-161637DiVA, id: diva2:1367864
Konferanse
22nd International Conference on Control Systems and Computer Science (CSCS), Bucharest, Romania, May 28-30, 2019
Merknad

Funding Agencies|Swedish Knowledge Foundation [20150088]

Tilgjengelig fra: 2019-11-05 Laget: 2019-11-05 Sist oppdatert: 2025-02-09bibliografisk kontrollert

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Totalt: 46 treff
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