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首页> 外文期刊>Journal of Advanced Manufacturing Systems >GENERATION OF OPTIMAL SEQUENCE OF MACHINING OPERATIONS IN SETUP PLANNING BY GENETIC ALGORITHMS
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GENERATION OF OPTIMAL SEQUENCE OF MACHINING OPERATIONS IN SETUP PLANNING BY GENETIC ALGORITHMS

机译:遗传算法在设置计划中生成加工操作的最佳顺序

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This paper aims at automatic generation of optimal sequence of machining operations in setup planning by Genetic Algorithm (GA) based on minimizing the number of setup changes and tool changes, subject to various machining precedence constraints. The GA has been reconstructed as the method of representing an operation is not as simple as assigning it a binary digit as in case of a chromosome in traditional GA but it has to be a distinct real number. Accordingly, the GA operators had to be modified. At the end of each GA cycle, there might be chromosomes having high fitness values but not conforming to constraints. Moreover, due to randomness of GA, the conformable chromosomes might tend to get lost. In order to minimize such losses, the elitist model is used for selection of chromosomes. Furthermore, a special subroutine has been developed to check the chromosomes for conformability and modify/repair those that violate the constraints.
机译:本文旨在基于遗传算法(GA),在最小化设置更改和工具更改数量的基础上,根据各种加工优先顺序约束,自动生成最佳的加工操作顺序,以遗传算法(GA)进行。遗传算法已被重建,因为代表操作的方法不像在传统遗传算法中为染色体分配染色体那样简单,而是为其分配二进制数字,但是它必须是不同的实数。因此,必须对通用航空运营商进行修改。在每个GA周期结束时,可能会有一些染色体具有较高的适应度值但不符合约束条件。此外,由于GA的随机性,顺应性染色体可能会丢失。为了使这种损失最小化,精英模型用于选择染色体。此外,已经开发了一种特殊的子例程来检查染色体的一致性,并修改/修复违反约束条件的染色体。

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