KAN+LSTM Time Series Prediction (Python full source code and data)

KAN+LSTM时间序列预测(Python完整源码和数据)

937KBZIP

KAN+LSTM Time Series Prediction (Python full source code and data)

Pytorch版本,运行主程序mult即可。

KAN作为这两年最新提出的机制,目前很少人用,很适合作为时间序列预测的创新点,可以结合常规的网络加上个优化方法做创新。适合功率预测,负荷预测,流量预测,浓度预测,机械领域预测等等各种时间序列预测。

KAN(Kolmogorov–Arnold Networks)的模型,它对标的是MLPs(多层感知机),这个模型由数学定理Kolmogorov–Arnold启发得出的。该模型最重要的一点就是把激活函数放在了权重上,也就是在权重上应用可学习的激活函数,这些一维激活函数被参数化为样条曲线,从而使得网络能够以一种更灵活、更接近Kolmogorov-Arnold 表示定理的方式来处理和学习输入数据的复杂关系。

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