说明：  使用PSO算法优化的LSTM网络，已封装成函数，只需输入数据即可，并根据自身需要调整PSO参数即可。
(The LSTM network optimized using the PSO algorithm has been encapsulated as a function, requiring only input data and adjusting the PSO parameters according to one's own needs.)