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基于SA-PSO算法的發(fā)動機缸體機加工線平衡研究
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國家工信部科技重大專項資助項目(2011ZX0415-022)


Machining Line Balancing of Engine Cylinder Block Based on SA-PSO Algorithm
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    摘要:

    考慮到粒子群算法的高搜索效率和模擬退火算法的局部搜索能力,提出了采用粒子群和模擬退火的混合算法求解機加工工藝線平衡問題的方法。針對機加工過程實際約束條件的特點,提出了一種改進的編碼和解碼方式,使得離散的編碼序列與連續(xù)的微粒位置及速度迭代進化對應起來,并給出粒子約束修正的方法,使得粒子更新后總能滿足約束條件,加快了算法的收斂速度。最后以某柴油發(fā)動機缸體機缸體加工生產線為例,驗證了該方法的有效性。

    Abstract:

    Considering high efficient searching ability of PSO and local searching capability of SA, a hybrid PSO algorithm for solving the problem of machining processes balancing was proposed. Aiming at the characteristics of operations order and clamping constraints, an improved way of encoding and decoding was presented, which makes the coding sequence of discrete matches with the iterative evolution of continuous particle position and speed, at the same time, a method of dealing with such operational constraints was also stated, which makes the updated particles always satisfy the constraints, the convergence rate of the algorithm was improved greatly. Finally, a case of diesel engine cylinder block machining production line was illustrated to prove the validity of the proposed method.

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徐立云,徐昌飛,鄧 偉,李愛平.基于SA-PSO算法的發(fā)動機缸體機加工線平衡研究[J].農業(yè)機械學報,2014,45(2):16-21. Xu Liyun, Xu Changfei, Deng Wei, Li Aiping. Machining Line Balancing of Engine Cylinder Block Based on SA-PSO Algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(2):16-21.

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  • 收稿日期:2013-08-04
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  • 在線發(fā)布日期: 2014-02-10
  • 出版日期: 2014-02-10