Lorenz System Synthetic Dataset
收藏arXiv2025-09-30 收录
下载链接：
https://github.com/isds-neu/PiSL
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资源简介：
该数据集是从三维洛伦兹系统中生成的综合噪声数据，旨在评估PiSL框架的有效性。数据集中包含了5%水平的高斯白噪声，这是通过求解非线性微分方程产生的。该数据集的规模为单一数据集，以20赫兹的均匀采样率进行采样。其任务是非线性动力学的控制方程发现。
This dataset consists of synthetic noisy data generated from the 3D Lorenz system, intended to evaluate the effectiveness of the PiSL framework. It contains Gaussian white noise at a 5% noise level, and is produced by solving the underlying nonlinear differential equations. This is a single dataset sampled at a uniform sampling rate of 20 Hz. The associated task is the discovery of governing equations for nonlinear dynamics.
