This repository contains the codes for framework for equation discovery by combining Neural Networks with Characteristic Curves (NN-CC), Symmetry Constraints, and Post-Symbolic Regression (Post-SR).
Abstract: Identifying the dynamic model of a system has been a subject of extensive research for decades. However, dealing with highly complex, possibly nonlinear, and noisy systems remains an open ...
Nonlinear systems and networks theory is a branch of automatic control theory. It takes systems and networks described by nonlinear differential equations or difference equations as its research ...
Abstract: This article addresses an identification problem of the sparse nonlinear system, which is described by a nonlinear autoregressive with exogenous input (NARX) model. The precision of using ...
College of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, People’s Republic of China Henan Key Lab of Information-Based Electrical Appliances, ...
To avoid linear model redundancy and simplify the structure of a multimodel controller, two general integrated multimodel control design frameworks, which integrate the multimodel decomposition and ...