journal article·2021-03-11Open access

Multi-Manned Assembly Line Balancing: Workforce Synchronization for Big Data Sets through Simulated Annealing

Francesco Pilati, Emilio Ferrari, Mauro Gamberi, Silvia Margelli

Applied Sciences· Volume 11· Issue 6

Abstract

The assembly of large and complex products such as cars, trucks, and white goods typically involves a huge amount of production resources such as workers, pieces of equipment, and layout areas. In this context, multi-manned workstations commonly characterize these assembly lines. The simultaneous operators’ activity in the same assembly station suggests considering compatibility/incompatibility between the different mounting positions, equipment sharing, and worker cooperation. The management of all these aspects significantly increases the balancing problem complexity due to the determination of the start/end times of each task. This paper proposes a new mixed-integer programming model to simultaneously optimize the line efficiency, the line length, and the workload smoothness. A customized procedure based on a simulated annealing algorithm is developed to effectively solve this problem. The aforementioned procedure is applied to the balancing of the real assembly line of European sports car manufacturers distinguished by 665 tasks and numerous synchronization constraints. The experimental results present remarkable performances obtained by the proposed procedure both in terms of solution quality and computation time. The proposed approach is the practical reference for efficient multi-manned assembly line design, task assignment, equipment allocation, and mounting position management in the considered industrial fields.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Assembly Line Balancing Optimization · Advanced Manufacturing and Logistics Optimization · Scheduling and Optimization Algorithms

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Industrial Engineering, University of Trento, Via Sommarive 9, 38123 Trento, Italy

Department of Industrial Engineering, University of Bologna, Viale del Risorgimento 2, 40136 Bologna, Italy

References (40)

Show source-provided references
1. Design and management of digital manufacturing and assembly systems in the Industry 4.0 era10.1007/s00170-019-04595-0 ↗
2. Mixed model line balancing with parallel stations, zoning constraints, and ergonomics10.1007/s10601-017-9279-9 ↗
3. A process-oriented approach to modeling the conceptual design of aircraft assembly lines10.1007/s00170-012-4521-5 ↗
4. Human Factor Analyser for work measurement of manual manufacturing and assembly processes10.1007/s00170-019-03570-z ↗
5. Motion Analysis System (MAS) for production and ergonomics assessment in the manufacturing processes10.1016/j.cie.2018.10.046 ↗
6. Assembly systems in Industry 4.0 era: A road map to understand Assembly 4.010.1007/s00170-019-04203-1 ↗
7. Integrating ant colony and genetic algorithms in the balancing and scheduling of complex assembly lines10.1007/s00170-015-7320-y ↗
8. Scholl, A. (1999). Balancing and Sequencing of Assembly Lines. Contrib. Manag. Sci.10.1007/978-3-662-11223-6 ↗
9. State-of-the-art exact and heuristic solution procedures for simple assembly line balancing10.1016/j.ejor.2004.07.022 ↗
10. Method and software application to assist in the conceptual design of aircraft final assembly lines10.1016/j.jmsy.2016.04.002 ↗
11. Development of a genetic algorithm for multi-objective assembly line balancing using multiple assignment approach
12. Modelling hybrid single model assembly line balancing problem
13. Balancing two-sided assembly lines: A case study10.1080/00207549308956868 ↗
14. Assembly line balancing and group working: A heuristic procedure for workers’ groups operating on the same product and workstation10.1016/j.cor.2005.02.027 ↗
15. One- and two-sided assembly line balancing problems with real-world constraints10.1080/00207543.2017.1394599 ↗
16. Two-sided assembly line balancing using an ant-colony-based heuristic10.1007/s00170-006-0861-3 ↗
17. Modelling human performance within an automotive engine assembly line10.1007/s00170-012-4714-y ↗
18. Balancing assembly lines: An industrial case study10.1057/palgrave.jors.2601708 ↗
19. Multi-objective assembly line balancing considering component picking and ergonomic risk10.1016/j.cie.2017.08.029 ↗
20. Assembly Line Balancing with a Precedence Matrix10.1287/mnsc.9.4.551 ↗
21. A team-oriented design methodology for mixed model assembly systems10.1016/j.cie.2007.11.002 ↗
22. An effective integer program for a general assembly line balancing problem with parallel workers and additional assignment restrictions10.1016/j.jmsy.2018.12.011 ↗
23. Balancing assembly lines with variable parallel workplaces: Problem definition and effective solution procedure10.1016/j.ejor.2008.11.051 ↗
24. A simulated annealing algorithm for multi-manned assembly line balancing problem10.1016/j.jmsy.2012.11.003 ↗
25. A mathematical model and ant colony algorithm for multi-manned assembly line balancing problem10.1007/s00170-010-2832-y ↗
26. An Integer Programming Algorithm with Network Cuts for Solving the Assembly Line Balancing Problem10.1287/mnsc.30.1.85 ↗
27. Note to: A mathematical model and ant colony algorithm for multi-manned assembly line balancing problem10.1007/s00170-016-9223-y ↗
28. A priority rule-based constructive heuristic and an improvement method for balancing assembly lines with parallel multi-manned workstations
29. Assembly line balancing problems with multi-manned stations: A new mathematical formulation and Gantt based heuristic method
30. Resource-constrained assembly line balancing problems with multi-manned workstations10.1016/j.jmsy.2018.07.001 ↗
31. Mixed-model multi-manned assembly line balancing problem: A mathematical model and a simulated annealing approach10.1108/AA-02-2016-016 ↗
32. State of art of optimization methods for assembly line design10.1016/S1367-5788(02)00027-5 ↗
33. Design of flexible assembly line to minimize equipment cost10.1080/07408170008967418 ↗
34. Assembly line balancing: Which model to use when?10.1016/j.ijpe.2007.02.026 ↗
35. Optimally Balancing Assembly Lines with Different Work-stations10.1016/S0166-218X(01)00259-1 ↗
36. Assembly line balancing with station paralleling10.1016/j.cie.2009.05.014 ↗
37. A branch and bound method for the line balancing problem in U-shaped assembly lines with equipment requirements10.1016/j.jmsy.2015.02.007 ↗
38. Multi-manned assembly line synchronization with compati-ble mounting positions, equipment sharing and workers cooperation10.1016/j.ifacol.2019.11.412 ↗
39. Balancing of mixed-model two-sided assembly lines10.1016/j.cie.2008.11.012 ↗
40. Two-sided assembly line balancing to maximize work relatedness and slackness10.1016/S0360-8352(01)00029-8 ↗