Green scheduling optimization of ship plane block flow line considering carbon emission and noise

被引:19
作者
Guo, Hui [1 ]
Li, Jinghua [1 ]
Yang, Boxin [2 ]
Mao, Xuezhang [1 ]
Zhou, Qinghua [2 ]
机构
[1] Harbin Engn Univ, Coll Shipbldg Engn, Harbin 150001, Peoples R China
[2] Harbin Engn Univ, Sch Econ & Management, Harbin 150001, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Ship plane block flow-line; Green scheduling problem; Improved gray wolf optimization algorithm; Carbon emission; Noise cost; SETUP TIMES; COLONY ALGORITHM; HEURISTICS; FLOWSHOPS; MAKESPAN; MINIMIZE; 2-STAGE;
D O I
10.1016/j.cie.2020.106680
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Recently, with the strategic requirements of sustainable development, more and more attention has been paid on the green scheduling problems. Different from the traditional flow-line scheduling problem, the ship plane block possesses the characteristics of larger volume and weight, so the problem of ship plane block flow-line can be regarded as a blocking flow-line scheduling problem (BFSP). In this paper, considering the complexity of ship building and the particularity of green scheduling problem (e.g., carbon emission and noise of equipment), the green blocking flow-line scheduling problem model of panel block (GBFSP) in shipbuilding was established to minimize the maximum completion time, carbon emission cost and noise cost. Moreover, the improved gray wolf optimization (IGWO) algorithm was proposed to solve this problem effectively. In the proposed IGWO algorithm, a ranked order value (ROV) method was performed to realize the transformation from continuous gray wolf individual position to discrete optimal solution. Secondly, a nonlinear convergence factor and PSO algorithm were introduced to balance the development and exploration ability of the IGWO algorithm. In addition, variable neighborhood search (VNS) was also used to improve the accuracy and effectiveness of local search. Furthermore, the validity of the proposed IGWO algorithm is verified by some famous benchmark examples. In addition, a real data of a shipyard was used for example verification and multiple numerical experiments. Our results suggested that the model and the IGWO algorithm can solve the problems existing in the ship plane block flow-line effectively. Meanwhile, reducing the impact of pipeline on the environment, and achieving the goal of green production.
引用
收藏
页数:11
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