4.7 Article

An MILP model and clustering heuristics for LED assembly optimisation on high-speed hybrid pick-and-place machines

期刊

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH
卷 52, 期 4, 页码 1016-1031

出版社

TAYLOR & FRANCIS LTD
DOI: 10.1080/00207543.2013.828173

关键词

LED assembly; optimisation; model; clustering and path relinking

资金

  1. National Natural Science Foundation of China [60804053]
  2. National High-tech R&D Program of China (863 Program) [2012AA041312]
  3. Fundamental Research Funds for the Central Universities [2009ZM0122]

向作者/读者索取更多资源

This paper deals with a scheduling optimisation problem arising in printed circuit board (PCB) assembly. In one class of PCB assembly, light-emitting diodes are to be assembled into the placement locations on PCBs by a machine with multiple pick-and-place heads. The scheduling optimisation problem is to determine the assembly sequence of placement locations and the assignment of pick-and-place heads for locations so as to minimise the assembly time. We formulate it as a mixed integer linear programming model. To solve the problem efficiently, we classify the PCBs into two types. For the first type of PCBs, on which the locations are linearly arranged, a constructive heuristic is proposed based on the analysis of the best next location after a location is assembled. For the second type of PCBs, on which the locations are circularly arranged, a heuristic based on clustering strategy and path relinking method is proposed. Computational experiments show that the solutions obtained by the two heuristics make 2.32 and 6.82% improvements averagely for the PCBs with linearly and circularly arranged locations, respectively, as compared to the solutions used in real production, and they are also better than those obtained by a hybrid genetic algorithm.

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