Bi-objective optimization of human-robot collaborative mixed-model multiple assembly lines considering model assignment and energy consumption
•M types of models are produced simultaneously on l independent assembly lines.•Model-line assignment and multiple-line balancing problems are solved simultaneously.•Cobots are heterogeneous; not all types of resources can perform all tasks.•Operator and cobot can be assigned to workstations, and th...
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| Vydané v: | Journal of computational and applied mathematics Ročník 473; s. 116876 |
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| Hlavní autori: | , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Elsevier B.V
01.02.2026
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| ISSN: | 0377-0427 |
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| Abstract | •M types of models are produced simultaneously on l independent assembly lines.•Model-line assignment and multiple-line balancing problems are solved simultaneously.•Cobots are heterogeneous; not all types of resources can perform all tasks.•Operator and cobot can be assigned to workstations, and they can work simultaneously.•More than one objective is optimized via NSGA-II and the exact solution methods.
A critical yet often overlooked challenge in mixed-model and multi-line production environments is the model-line assignment problem–deciding which product models should be allocated to which assembly lines. This decision has a profound effect on overall production efficiency, as it directly influences subsequent balancing and scheduling decisions. The integration of collaborative robots (cobots) into these environments further complicates this task. Despite its significance, the joint consideration of model-line assignment and robotic line balancing has received limited attention in the literature. This study addresses this gap by formulating the robotic mixed-model multiple assembly line balancing problem with simultaneous model-line assignment (MLA-RMMALB) and proposing a multi-objective mixed-integer programming model. The model aims to minimize total production costs and PM2.5 emissions resulting from cobots’ energy consumption. To handle the complexity of the problem, a Non-dominated Sorting Genetic Algorithm II (NSGA-II) is developed as a solution approach. The model's effectiveness is demonstrated through a numerical example involving 21 tasks and benchmark problems from the literature. Solutions obtained under integrated model-line assignment are compared with random assignment scenarios, revealing significant performance gains in both objectives. NSGA-II proves capable of delivering optimal or near-optimal solutions efficiently for small- and medium-sized instances, and high-quality results for larger problems. This study contributes to literature by addressing critical challenges in multi-line mixed-model production by jointly considering model-line assignment, cobot heterogeneity, and the parallel operation of cobots and human workers. It proposes NSGA-II as an effective solution method for this complex problem. Practically, the study provides a decision-support tool for manufacturers aiming to optimize both cost-efficiency and environmental performance in robotic assembly systems. The findings are especially relevant for industries adopting cobots in high-variety production environments where these factors must be simultaneously managed. |
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| AbstractList | •M types of models are produced simultaneously on l independent assembly lines.•Model-line assignment and multiple-line balancing problems are solved simultaneously.•Cobots are heterogeneous; not all types of resources can perform all tasks.•Operator and cobot can be assigned to workstations, and they can work simultaneously.•More than one objective is optimized via NSGA-II and the exact solution methods.
A critical yet often overlooked challenge in mixed-model and multi-line production environments is the model-line assignment problem–deciding which product models should be allocated to which assembly lines. This decision has a profound effect on overall production efficiency, as it directly influences subsequent balancing and scheduling decisions. The integration of collaborative robots (cobots) into these environments further complicates this task. Despite its significance, the joint consideration of model-line assignment and robotic line balancing has received limited attention in the literature. This study addresses this gap by formulating the robotic mixed-model multiple assembly line balancing problem with simultaneous model-line assignment (MLA-RMMALB) and proposing a multi-objective mixed-integer programming model. The model aims to minimize total production costs and PM2.5 emissions resulting from cobots’ energy consumption. To handle the complexity of the problem, a Non-dominated Sorting Genetic Algorithm II (NSGA-II) is developed as a solution approach. The model's effectiveness is demonstrated through a numerical example involving 21 tasks and benchmark problems from the literature. Solutions obtained under integrated model-line assignment are compared with random assignment scenarios, revealing significant performance gains in both objectives. NSGA-II proves capable of delivering optimal or near-optimal solutions efficiently for small- and medium-sized instances, and high-quality results for larger problems. This study contributes to literature by addressing critical challenges in multi-line mixed-model production by jointly considering model-line assignment, cobot heterogeneity, and the parallel operation of cobots and human workers. It proposes NSGA-II as an effective solution method for this complex problem. Practically, the study provides a decision-support tool for manufacturers aiming to optimize both cost-efficiency and environmental performance in robotic assembly systems. The findings are especially relevant for industries adopting cobots in high-variety production environments where these factors must be simultaneously managed. |
| ArticleNumber | 116876 |
| Author | Kucukkoc, Ibrahim Aydin, Nezir Yilmaz, Oktay |
| Author_xml | – sequence: 1 givenname: Oktay surname: Yilmaz fullname: Yilmaz, Oktay email: oktay.yilmaz@std.yildiz.edu.tr organization: Yildiz Technical University, Department of Industrial Engineering, Istanbul, Türkiye – sequence: 2 givenname: Nezir orcidid: 0000-0003-3621-0619 surname: Aydin fullname: Aydin, Nezir email: naydin@hbku.edu.qa organization: Yildiz Technical University, Department of Industrial Engineering, Istanbul, Türkiye – sequence: 3 givenname: Ibrahim surname: Kucukkoc fullname: Kucukkoc, Ibrahim email: ikucukkoc@balikesir.edu.tr organization: Balikesir University, Department of Industrial Engineering, Balikesir, Türkiye |
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| Keywords | Model-line assignment NSGA-II Energy consumption Mixed-model Multiple assembly lines Collaborative robots |
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