Personal Profile

Name：PENG Zhenhua

Professional Title：Associate Professor

Research Focus：Theory and Algorithms of ‌Optimization；Machine Learning

Educational Experience：

Work Experience：

Major Performance：

The master’s program offers majors in ‌Mathematics, Statistics, and Computer Science‌. And my research interests include:

(1) ‌Nonsmooth and Nonconvex Optimization: Algorithms and Theory‌ (e.g., multi-objective programming, stochastic programming, bilevel programming, and DC programming);

(2) ‌Intelligent Decision Making‌ (e.g., financial optimization, traffic optimization, fuzzy decision-making, communication channel estimation, image restoration, and reliability analysis);

(3) ‌Intelligent Computing and Machine Learning‌ (e.g., traditional machine learning, deep learning, hyperparameter learning, swarm intelligence computing, evolutionary algorithms, path planning, and transfer learning).

As the first or corresponding author, I have published ‌over 20 papers‌ in internationally journals such as Journal of Optimization Theory and Applications and Expert Systems With Applications, including ‌17 SCI‌ and ‌3 CSCD‌, with ‌more than 200 citations‌ and a single paper receiving ‌over 100 citations‌.

I have hosted the following research projects:

[1] The Natural Science Foundation of China, Research on Some Mechanism Analysis for Structural Bilevel Vector Optimization Problems and Their Application in Multi-Objective Hyperparameter Learning （12461056，2025.01-2028.12）

[2] The Natural Science Foundation of China, Bilevel vector optimization: Theory, algorithm and applications to machine learning （12001260，2021.01-2023.12）

[3] The Natural Science Foundation of Jiangxi Province, Stackelberg Nash equilibrium problem: Theory, algorithm and applications to preference learning （20232BAB211013，2023.07-2026.06）

E-Mail：zhenhuapeng@whu.edu.cn zhenhuapeng@ncu.edu.cn