Fuzzy modeling of high-dimensional systems complexity reduction and interpretability improvement.

Fuzzy modeling of high-dimensional systems is a challenging topic. This paper proposes an effective approach to data-based fuzzy modeling of high-dimensional systems. An initial fuzzy rule system is generated based on the conclusion that optimal fuzzy rules cover extrema. Redundant rules are removed...

Mô tả đầy đủ

Chi tiết về thư mục
Xuất bản năm:	IEEE Transactions on fuzzy systems 8, 2 (2000).
Tác giả chính:	Yaochu Jin
Định dạng:	Bài viết
Ngôn ngữ:	English
Những chủ đề:	Complexity reduction. Data-based fuzzy modeling. Fine training. Fuzzy modeling. Fuzzy similarity measure. Fuzzy system interpretability. Fuzzy system parameter optimization. Fuzzy system structure optimization. Genetic algorithm. Gradient method. High-dimensional systems. Initial fuzzy rule system. Interpretability improvement. Optimal fuzzy rules. Redundant rules. Regularization.