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激光焊接单元碳排放的数学建模与工艺参数优化

Mathematical modelling of carbon emissions and process parameters optimisation for laser welding cell

International Journal of Production Research · 2022
被引 12
ABS 3

中文导读

研究了激光焊接单元的碳排放建模与工艺参数优化,建立了考虑焊接特征和传输的碳排放模型,提出基于文化算法和蚁群算法的组合算法优化焊接顺序和传输速度,并通过案例验证了模型和算法的有效性。

Abstract

Laser welding has been widely employed for aluminum alloy body-in-white. However, owing to the low utilisation efficiency of energy and material, the carbon emission of laser welding is serious. In this paper, the mathematical modelling of carbon emissions and process parameters optimisation for laser welding cells are studied. The carbon emission characteristics of the laser welding system are analysed, and the carbon emission model of the laser welding cell considering both welding features and welding transfers is established. Besides, the process parameters optimisation model of laser welding cell is developed. To obtain optimal welding sequence, a combinatorial algorithm based on Culture Algorithm and Ant Colony Algorithm is proposed. Based on the optimal welding sequence, the optimal transfer speed is obtained through mathematical theory. Furthermore, a case study is performed to verify the feasibility and reliability of the process parameters optimisation model. Additionally, compared with the Ant Colony Algorithm, the proposed solution algorithm has better comprehensive performance in terms of convergence speed and optimisation accuracy. This study lays a theoretical foundation for carbon emission modelling of the laser welding cell, and can support the automobile enterprise to make processing parameters selection of the laser welding line in the design stage.

激光焊接碳排放建模工艺参数优化组合算法汽车制造