Causal feature selection framework for stable soft sensor modeling based on time-delayed cross mapping

Shi-Shun Chen

doi:10.1016/j.aei.2026.104337

2026-01-17

PRE

Shi-Shun Chen

李晓洋 (Xiaoyang Li) *

Enrico Zio

DOI：10.1016/j.aei.2026.104337

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摘要

En 中文

● 特征选择考虑了不同时间延迟的因果强度。● 状态空间重建被用来处理相互依赖的变量。● 时间延迟的部分交叉映射被建议用于直接因果推断。● 特征通过因果强度和验证性能自动选择。● 通过直接因果关系选择的特征可以增强模型稳定性。

期刊

Advanced Engineering Informatics

IF:

9.9

论文数:

4.4K

被引数:

1.7W

机构

Beihang University

学者数:

5.2W

论文数: 4.1W

被引数: 37

Politecnico di Milano

学者数:

1.1K

论文数: 524

被引数: 2.0W

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