This paper aims at minimizing the makespan for parallel batch processing machines with non-identical job sizes (NPBM) using neural nets (NN) approach. NN approach was proved effective to solve combinatorial optimization problems but no application to NPBM problems hitherto. This research provides new methods to code the NN with the introduction of Master Weight Matrix (MWM). Computational experiments show that the NN approach outperforms other algorithms in various circumstances.
机构:SUNY Binghamton, Elect Mfg Res & Serv, Dept Syst Sci & Ind Engn, Binghamton, NY 13902 USA
Chang, PY
Damodaran, P
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SUNY Binghamton, Elect Mfg Res & Serv, Dept Syst Sci & Ind Engn, Binghamton, NY 13902 USASUNY Binghamton, Elect Mfg Res & Serv, Dept Syst Sci & Ind Engn, Binghamton, NY 13902 USA
Damodaran, P
Melouk, S
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机构:SUNY Binghamton, Elect Mfg Res & Serv, Dept Syst Sci & Ind Engn, Binghamton, NY 13902 USA