fly's Introduction
基站: - 功率分配 - 信道分配 - urllc - embb 终端: - 信号 - urllc - 定位回传 - 传感器回传 - 控制信号 - embb - 视频回传 - 控制算法 - 避障 - 路径规划 WOA: 初始化:首先,生成一个随机的鲸鱼群体,并分布在搜索空间中。每个鲸鱼都有一个位置,表示一个潜在解。 评估:计算目标函数在所有鲸鱼位置的值,并找到当前的全局最佳位置。 迭代更新:对于每次迭代,根据以下策略更新鲸鱼的位置: 收缩螺旋行为:在靠近全局最佳位置时,鲸鱼会模拟捕食行为,收缩螺旋地靠近目标。这种行为有助于算法在全局最优解附近进行精细搜索。 搜索行为:在远离全局最佳位置时,鲸鱼会随机选择一个领导者并向其移动。这种行为有助于算法在搜索空间中进行更广泛的探索。 更新位置时,算法会根据一个概率值选择上述行为之一。这使得 WOA 能够在探索和开发之间保持平衡,搜索到全局最优解的可能性更高。 收敛检查:在每次迭代中,检查鲸鱼的位置和目标函数值,更新全局最佳位置(如果找到了更好的解)。算法在达到预定的迭代次数或满足收敛条件时停止。
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