由式(2)可以看出,在迭代过程中,系数A的值随距离控制参数a的变化而不断变化.换句话说,距离控制参数a的设置影响了GWO的探索和开发能力之间的英语翻译

由式(2)可以看出,在迭代过程中,系数A的值随距离控制参数a的变化而不

由式(2)可以看出,在迭代过程中,系数A的值随距离控制参数a的变化而不断变化.换句话说,距离控制参数a的设置影响了GWO的探索和开发能力之间的平衡.但是,由式(4)可知,距离控制参数a随迭代次数增加从2线性减小到0.在迭代初期较大的距离控制参数a值使得搜索步长较大,探索能力较强,避免算法出现早熟收敛;在迭代后期较小的a值使得群体集中在某个区域搜索,开发能力较强,加快收敛速度.然而,在实际优化问题中,由于算法搜索过程极为复杂,控制参数a线性递减策略很难适应搜索实际情况.
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结果 (英语) 1: [复制]
复制成功!
It can be seen from equation (2) that during the iterative process, the value of coefficient A changes continuously with the change of distance control parameter a. In other words, the setting of the distance control parameter a affects the balance between the exploration and development capabilities of the GWO. However, from equation (4), the distance control parameter a linearly decreases from 2 to 0 as the number of iterations increases. The larger value of the distance control parameter a at the beginning of the iteration makes the search step size larger, and the exploration ability is stronger, avoiding premature convergence of the algorithm; the smaller a value at the later stage of the iteration makes the group focus on a certain area to search, and the development ability is stronger To speed up convergence. However, in the actual optimization problem, because the algorithm search process is extremely complicated, the linear decreasing strategy of the control parameter a is difficult to adapt to the actual search situation.
正在翻译中..
结果 (英语) 2:[复制]
复制成功!
It can be seen from the formula (2) that the value of coefficient A changes with the change of distance control parameter a during the iteration. In other words, the setting of distance control parameter a affects the balance between GWO's exploration and development capabilities. However, by formula (4), the distance control parameter a decreases from 2 linear to 0. The larger distance control parameter a value in the early part of the iteration makes the search step is larger, the exploration ability is strong, and the algorithm avoids the precocious convergence, and the smaller a value in the later iteration makes the group concentrate in a certain area search, the development ability is strong, and the convergence speed is accelerated. However, in the actual optimization problem, because the algorithm search process is extremely complex, it is difficult to adapt the control parameter a linear decreasing strategy to the actual situation of search.
正在翻译中..
结果 (英语) 3:[复制]
复制成功!
It can be seen from equation (2) that the value of coefficient a changes with the change of distance control parameter A. in other words, the setting of distance control parameter a affects the balance between GWO's exploration and development ability. However, it can be seen from equation (4) that distance control parameter a decreases linearly from 2 to 0 as the number of iterations increases The a value of distance control parameter makes the search step larger and the search ability stronger, so as to avoid premature convergence of the algorithm; the smaller a value in the later iteration period makes the group concentrate on a certain area to search, so the development ability is stronger and the convergence speed is faster. However, in practical optimization problems, because the search process of the algorithm is very complex, the linear decline strategy of control parameter a is difficult to adapt to the search reality International situation
正在翻译中..
 
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