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Robotic disassembly line balancing problem: A mathematical model and ant colony optimization approach

机译:机器人拆卸线平衡问题:数学模型和蚁群优化方法

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摘要

The use of robots is significantly increasing day by day in manufacturing systems, and especially improving the efficiency of the lines. Robots can be used to complete disassembly tasks, and each of the robots can need different operation times to perform the tasks. In this paper, the balancing of the robotic disassembly line problem has been studied to develop efficient solution techniques. Firstly, a mixed-integer linear mathematical model is proposed to determine and solve the problem optimally. A case study from literature is addressed to assess and show the efficiency and effectiveness of the model to minimize cycle time. Secondly, a heuristic algorithm based on ant colony optimization is also proposed to discover a solution for especially the large-size test problems due to the complexity of the problem. The performance of the proposed heuristic algorithm is verified and compared with the different heuristic on data sets. The computational results indicate that the proposed mathematical model and the algorithms are promising for the small and large-size test problems, respectively. Finally, it should be stated that robots have great potential to use in the area of disassembly line and useful solutions provide according to test results.
机译:在制造系统中,使用机器人的使用是显着提高的,特别提高了线路的效率。机器人可用于完成拆卸任务,并且每个机器人都需要不同的操作时间来执行任务。本文研究了机器人拆卸线问题的平衡,以开发有效的解决方案技术。首先,提出了一种混合整数线性数学模型来确定和解决问题。解决文学的案例研究以评估和展示模型的效率和有效性,以最小化循环时间。其次,还提出了一种基于蚁群优化的启发式算法,以发现尤其是由于问题的复杂性而特别是大尺寸测试问题的解决方案。验证了所提发的启发式算法的性能,并与数据集的不同启发式进行了比较。计算结果表明,所提出的数学模型和算法分别对小型和大尺寸的测试问题有望。最后,应该说,机器人在拆卸线条领域具有很大的潜力,并且根据测试结果提供了有用的解决方案。

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