Zhigang Ren

Enhancing Cooperative Coevolution for Large Scale Optimization by Adaptively Constructing Surrogate Models

2018 · arXiv (Cornell University)

It has been shown that cooperative coevolution (CC) can effectively deal with large scale optimization problems (LSOPs) through a divide-and-conquer strategy. However, its performance is severely restricted by the current context-vector-based sub-solution evaluation method since …

Linear and Nonlinear Regression-Based Maximum Correntropy Extended Kalman Filtering

2019 · IEEE Transactions on Systems Man and Cybernetics Systems

The extended Kalman filter (EKF) is a method extensively applied in many areas, particularly, in nonlinear target tracking. The optimization criterion commonly used in EKF is the celebrated minimum mean square error (MMSE) criterion, which …