长期致力于化工过程系统工程理论、方法与应用研究，在复杂系统最优化方法方面开展开拓性、系统性研究。包括复杂系统随机优化算法的理论研究与应用研究 、复杂化工过程面向方程的鲁棒模拟及优化方法研究、多过程能/质耦合的复杂系统效能分析与系统结构优化以及人工智能算法解决化学工程中的优化问题研究。在复杂系统建模、优化与集成、能量综合以及大规模随机型算法开发方面具有优良的积累和研究成果。

• 针对质/能交换网络中非等势混合能量惩罚机制问题，研究解决多过程能/质耦合的复杂系统效能分析与系统结构优化。
• 人工智能算法解决化学工程中的优化问题
• 复杂系统随机优化算法的理论与应用研究
• 大规模复杂化工过程的鲁棒模拟、解决EO建模环境下优化设计问题。

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• [2] Chen, Xu Ma, Yiqing Luo, Xigang Yuan. Chinese Journal of Chemical Engineering, DOI10.1016/j.cjche.2017.10.017.2019
• [1] Yingjie Ma, Yiqing Luo* and Xigang Yuan. Computers and Chemical Engineering, 2018. 108:337-348 (https://doi.org/10.1016/j.compchemeng.2017.10.004).2019