马智钦，男，汉族，博士，讲师

Email: zhiqin.ma@hotmail.com or zhiqin.ma@kust.edu.cn 

2018-09 至 2024-12，昆明理工大学，系统科学专业 博士

2014-09 至 2018-06，百色学院，物理学专业 学士

讲授《非线性动力学》、《高等数学》、《线性代数》等课程。

主要研究方向

统计物理与复杂系统、早期预警信号的检测与分析、以及机器学习与深度学习在复杂系统中的应用。

承担科研项目及完成情况

代表论文

[1] Zhiqin Ma, Chunhua Zeng*, Yi-Cheng Zhang, Thomas M. Bury*. Predicting critical transitions with machine learning trained on surrogates of historical data. Communications Physics, 2025, 8(1): 258.

[2] Zhiqin Ma, Chunhua Zeng*, Wu-Ming Liu*. Relaxation time as early warning signal of avalanches in self-organizing systems. Physical Review Research, 2024, 6(1): 013013.

[3] Zhiqin Ma, Yuhui Luo, Chunhua Zeng*, Bo Zheng. Spatiotemporal diffusion as early warning signal for critical transitions in spatial tumor-immune system with stochasticity. Physical Review Research, 2022, 4(2): 023039.

[4] Zhiqin Ma, Chunhua Zeng*, Bo Zheng. Relaxation time as an indicator of critical transition to a eutrophic lake state: The role of stochastic resonance. Europhysics Letters, 2022, 137(4): 42001.

[5] Junhao Bian, Zhiqin Ma, Chunping Wang, Tao Huang, Chunhua Zeng*. Early warning for spatial ecological system: Fractal dimension and deep learning. Physica A: Statistical Mechanics and its Applications, 2024, 633: 129401.

[6] Jiagui Wang, Chunhua Zeng*, Xu Han, Zhiqin Ma, Bo Zheng. Detecting early warning signals of financial crisis in spatial endogenous credit model using patch-size distribution. Physica A: Statistical Mechanics and its Applications, 2023, 625: 128925.

[7] Yuwen Fang, Yuhui Luo, Zhiqing Ma, Chunhua Zeng*. Transport and diffusion in the Schweitzer-Ebeling-Tilch model driven by cross-correlated noises. Physica A: Statistical Mechanics and its Applications, 2021, 564: 125503.