A novel indicator for sustainability in production planning using Center of Gravity-based assessment of Pareto fronts

被引:1
|
作者
Hilbert, Markus [1 ]
Dellnitz, Andreas [2 ]
Kleine, Andreas [1 ]
Tavana, Madjid [3 ,4 ,5 ]
机构
[1] Fernuniv, Chair Quant Methods, Hagen, Germany
[2] Leibniz Fachhochschule Sch Busines, Hannover, Germany
[3] La Salle Univ, Distinguished Chair Business Analyt, Business Syst & Analyt Dept, Philadelphia, PA USA
[4] Univ Paderborn, Fac Business Adm & Econ, Business Informat Syst Dept, Paderborn, Germany
[5] La Salle Univ, Distinguished Chair Business Analyt, Business Syst & Analyt Dept, Philadelphia, PA 19141 USA
关键词
Lot-sizing and scheduling; Performance indicators; Multi-objective optimization; Sustainable manufacturing; MULTIOBJECTIVE OPTIMIZATION; EFFICIENT PRODUCTION; SCHEDULING PROBLEM; GREEN; ALGORITHMS; COMPLEXITY;
D O I
10.1016/j.cie.2023.109618
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In sustainable manufacturing, the comparison of different production processes has become increasingly important in recent years due to societal and political demands on companies to obtain a more sustainable business structure. At the shop floor level, production planning based on existing processes is usually approached through mathematical optimization, leading to a Pareto front under multiple conflicting criteria. The decision to exchange production processes then leads to the comparison and evaluation of different Pareto fronts. Here, analyzing the structure of Pareto fronts via performance indicators-such as hypervolume, Euclidean distances, etc.-are often the order of the day. However, respective indicators are often neither easy to communicate to decision-makers nor meaningful regarding economic and environmental impacts when processes are changed. Consequently, we propose a Center of Gravity-based indicator to handle these issues and analyze the efficacy of the proposed method through a bicriteria energy-efficient lot-sizing and scheduling numerical scenario analysis; the conflicting criteria under consideration are electricity costs and indirect emissions. Ultimately, we discuss the selected theoretical properties and approximation features of the proposed concept, and elaborate on the communicational benefits of the new tool.
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页数:18
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