Hybrid simulation-based optimization of discrete parts manufacturing to increase energy efficiency and productivity

被引:7
|
作者
Sobottka, Thomas [1 ,2 ]
Kamhuber, Felix [1 ,2 ]
Roessler, Matthias [3 ]
Sihn, Wilfried [1 ,2 ]
机构
[1] Fraunhofer Austria Res GmbH, Theresianumgasse 7, A-1040 Vienna, Austria
[2] Vienna Univ Technol, Theresianumgasse 27, A-1040 Vienna, Austria
[3] dwh GmbH, Simulat Serv, Neustiftgasse 57-59, A-1070 Vienna, Austria
关键词
sustainable manufacturing; energy efficiency; production planning; optimization; metaheuristics; hybrid simulation; case study; SYSTEMS;
D O I
10.1016/j.promfg.2018.02.139
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This presented research comprises the development of an optimization module for use in a novel production optimization tool similar in function but not mode of operation to an Advanced Planning System, with energy efficiency incorporated into its goal system. The optimization features a hybrid-simulation of production systems as an evaluation function. A hybrid simulation has been developed and presented in preceding publications, in order to enable a sufficient consideration of interactions between material flow and the thermal-physical behavior of the production system. The size of the search space for the complex optimization problem necessitates a customized two-phase-optimization method, which is based on a Genetic Algorithm, with the consideration of linear constraints and extended customizations. The results, obtained in a case study featuring a food production facility, show energy savings of around 20 percent together with significant productivity gains. (C) 2018 The Authors. Published by Elsevier B.V. Peer-review under responsibility of the scientific committee of the 15th Global Conference on Sustainable Manufacturing (GCSM).
引用
收藏
页码:413 / 420
页数:8
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