具有设置和空闲状态的双机伯努利串行生产线的能耗控制

Energy consumption control in the two-machine Bernoulli serial production line with setup and idleness

International Journal of Production Research · 2022
被引 18
ABS 3

中文导读

研究了双机伯努利串行生产线的能耗最小化问题,构建非线性多项式优化模型,提出能耗节约启发式算法,并通过仿真验证了方法的有效性。

Abstract

In recent years, the topic of sustainable manufacturing system design with energy saving features has received increasing attention. For a typical production line setting, the machines are subject to random breakdown and restart besides blockage and starvation, and they are usually connected via buffer areas with finite capacity. In the present study, the energy consumption of the serial production line with two Bernoulli machines is considered, with an aim to minimise the total energy consumption under a desired production rate. The energy consumption of the two-machine system is composed of the energy needed to setup, to remain idle, and for actual manufacturing. In order to minimise the total energy expenditure, a nonlinear fractional polynomial optimisation model is constructed, which is first converted to a nonlinear polynomial optimisation problem. Then the property of the total energy cost is analysed via the sum of squares (SOS) method. To speed up the solving process, a new heuristic approach named energy consumption saving (ECS) algorithm is proposed considering the monotonicity and local optimality of the energy cost function. Finally, by presenting optimal configurations of the production line with different throughputs, buffer capacities, and energy parameters, a simulation-based study is performed to validate the SOS and ECS algorithms.

生产系统能耗优化伯努利生产线数学优化启发式算法