马智钦，男，汉族，博士，讲师，硕士生导师
Email: zhiqin.ma@kust.edu.cn
2018/09至2024/12，昆明理工大学，理学博士（系统科学专业）
2014/09至2018/06，百色学院，理学学士（物理学专业）
本科生课程：《线性代数》、《神经网络与深度学习实验》、《系统程序设计与操作系统》
研究生课程：《矩阵论》
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、以及机器学习在复杂系统中的应用，特别是基于物理学、数学与计算机科学的交叉研究，揭示临界点附近系统行为的普适性规律。
承担科研项目及完成情况
1. 昆明理工大学学科交叉研究专项项目，KUST-xk2026004，面向多相合金材料性能优化的机器学习辅助设计与调控机制研究，2026/01-2026/12，5万元，在研，主持。
2. 国家自然科学基金地区项目，12265017，分数阶耦合布朗粒子体系的反常输运及扩散机制研究，2023/01-2026/12，33万元，在研，参与。
代表论文（星号*表示通讯作者，井号#表示共同第一作者）
[1] Zhiqin Ma, Chunhua Zeng*, Yi-Cheng Zhang, and 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*, and 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*, and 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*, and 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] Zhiqin Ma, Chunhua Zeng*, Ting Gao, and Jinqiao Duan. Predicting the onset of period-doubling bifurcations via dominant eigenvalue extracted from autocorrelation. Chaos, Solitons & Fractals, 2026, 207: 118010.
[6] Fang Cheng, Zhiqin Ma*, and Chunhua Zeng*. Early warning signals for regime shifts in gene transcription regulatory systems: Relaxation time within the perspective of stochastic resonance. Physica A, 2025, 682: 131170.
[7] Junhao Bian, Zhiqin Ma#, Chunping Wang, Tao Huang, and Chunhua Zeng*. Early warning for spatial ecological system: Fractal dimension and deep learning. Physica A, 2024, 633: 129401.
[8] Jiagui Wang, Chunhua Zeng*, Xu Han, Zhiqin Ma, and Bo Zheng. Detecting early warning signals of financial crisis in spatial endogenous credit model using patchsize distribution. Physica A, 2023, 625: 128925.
[9] Yuwen Fang, Yuhui Luo, Zhiqin Ma, and Chunhua Zeng*. Transport and diffusion in the Schweitzer-Ebeling-Tilch model driven by cross-correlated noises. Physica A, 2021, 564: 125503.
