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Optimization of Force and Power Imposed on Continuous Tandem Cold Rolling Rollers Using a Multiple-Function Genetic Algorithm

机译:多功能遗传算法优化连续冷连轧辊上的力和功率

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The amount of energy consumed in the production lines such as cold rolled process is one of the fundamental problems in the energy infrastructure of manufacturing sectors. Accordingly, much attention should be directed towards optimizing the power consumption of production lines using reasonable methods. Furthermore, the powers exerted on such equipment must be modified to find an optimized energy consumption level. This study tries to examine the optimization of forces and powers imposed on the continuous tandem cold rolling rollers of metal sheets using MATLAB and genetic algorithm. Firstly, some relationships and calculations of rolled metal sheets are analyzed. Then parameters, such as percentage of thickness reduction, mean pressure, yield stress, power of rollers and exerted torque, are calculated. All the governing relationships are programmed using MATLAB software. Having compared the mentioned two methods, genetic algorithm is used to determine the optimal required power. The results show that the optimized powers generated by genetic algorithm method are in good agreement with experimental observations. Also, the powers of rolling rollers and standard deviations of powers are calculated and, then, the two functions are compared and the optimum point between them is optimized.
机译:生产线(如冷轧工艺)中消耗的能源量是制造业能源基础设施中的基本问题之一。因此,应该将大量注意力转向使用合理的方法来优化生产线的功耗。此外,必须修改施加在此类设备上的功率,以找到最佳的能耗水平。本研究试图使用MATLAB和遗传算法研究施加在金属薄板连续冷轧辊上的力和功率的优化。首先,分析了轧制薄板的一些关系和计算。然后计算参数,例如厚度减小的百分比,平均压力,屈服应力,辊子的功率和所施加的扭矩。所有控制关系均使用MATLAB软件进行编程。比较了上述两种方法后,使用遗传算法确定最佳所需功率。结果表明,遗传算法产生的优化功率与实验结果吻合良好。同样,计算出轧辊的功率和功率的标准偏差,然后比较这两个函数,并优化它们之间的最佳点。

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