IIE Transactions · 1996 · 71 citations · 6 references
EngineeringIndustrial EngineeringManufacturing EngineeringComputer-integrated ManufacturingManufacturing ProcessesProduction PlanningComputer-aided Process PlanningMachiningManufacturing Process PlanningRapid PrototypingAutomated Process PlanningConcurrent Process PlanningGenetic Algorithm OptimizationMachining Process PlanningOperation SequencingParallel OperationsProcess PlanningProcess Sequence Planning
Parallel numerically controlled machines can perform multiple machining operations simultaneously using combinations of interacting workholding and tool holding devices. One type of parallel machine, the Mill/Turn, also has the ability to perform both turning and milling operations in the same setup. These machines, in addition to being suitable for large volume machining, also have the potential for efficiently producing small batch sizes. Consequently, Mill/Turns can be used as a rapid prototyping tool. One of the major hurdles to integrating Mill/Turns into manufacturing environments is the absence of computer-aided processing planning systems. This problem is more acute in the parallel-machining domain because process plans for parallel machining are more complicated than their sequential counterparts. In this paper we discuss various aspects of parallel machining that influence the generation of process plans, and describe a process planner that uses a genetic algorithm for sequencing operations. Implementation results are also included.
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Genetic algorithms in search, optimization, and machine learning
Choice Reviews Online · 1989 · 49.3K citations
Genetic algorithms in process planning
József Váncza, A. Márkus · Computers in Industry · 1991 · 53 citations