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Optimisation of Int...
Optimisation of Interacting Production Stations using a Constructive Cooperative Coevolutionary Approach
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- Glorieux, Emile (författare)
- Högskolan Väst,Avd för automationssystem,PTW,University West
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- Danielsson, Fredrik, 1972- (författare)
- Högskolan Väst,Avd för automationssystem,PTW,University West
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- Svensson, Bo, 1959- (författare)
- Högskolan Väst,Avd för automationssystem,PTW,University West
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- Lennartson, Bengt, 1956 (författare)
- Chalmers University of Technology, Department of Signals and Systems,Chalmers tekniska högskola
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(creator_code:org_t)
- IEEE conference proceedings, 2014
- 2014
- Engelska.
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Ingår i: Proceedings of 2014 IEEE International Conference on Automation Science and Engineering (CASE). - : IEEE conference proceedings. - 9781479952830 - 9781479952823 ; 2014-January, s. 322-327
- Relaterad länk:
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http://dx.doi.org/10...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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https://research.cha...
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Abstract
Ämnesord
Stäng
- Simulation-based optimisation carries the burden of computationally expensive fitness calculations. It is very often used to tackle large-scale optimisation problems with a relatively high level of complexity. Therefore, it is of interest to have optimisation techniques dedicated to simulation-based optimisation. This paper proposes a simulation-based optimisation approach, called Constructive Cooperative Coevolutionary (C3) search procedure, to optimise the control of interacting production stations. An optimisation algorithm is embedded in the C3 search procedure to optimise subproblems separately. It includes a novel constructive heuristic that creates a feasible solution for the considered problem efficiently. It also incorporates an extended version of the existing cooperative coevolutionary method that can handle large-scale optimisation problems. Furthermore, this paper presents a case study considering a sheet metal press line as an example of interacting production stations. In this case study, the performance of the proposedC3 search procedure is evaluated and compared with other optimisation algorithms. This shows that the C3 search procedure is able to successfully optimise the press line within a given number of fitness calculations, outperforming existing algorithms. Also, it is shown that C3 can be embedded with either stochastic or deterministic optimisation algorithms, without sacrificing performance.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Robotteknik och automation (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Robotics (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Maskinteknik -- Produktionsteknik, arbetsvetenskap och ergonomi (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Mechanical Engineering -- Production Engineering, Human Work Science and Ergonomics (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)
Nyckelord
- Manufacturing automation
- robotics and control
- Mechatronics
- Mekatronik
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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