刘瑞，博士，副研究员；

华中科技大学博士，2017.07-2019.12哈尔滨工业大学博士后，2020.01-2023.03深圳大学副研究员，2023.04-至今任深圳职业技术学院智能科学与工程研究院副研究员，深圳市高层次后备级人才，长期从事运筹优化、机器学习在绿色供应链优化、智慧微电网等方面的理论与应用研究。先后在Computers & Industrial Engineering、Engineering Applications of Artificial Intelligence、Knowledge-Based Systems、Journal of the Operational Research Society、Energy等国际刊物上发表SCI学术论文10余篇，谷歌学术总引用超过600次，参与国家级项目3项，主持省部级科研项目4项。

代表性论文

（1）.       Liu R, Zhou Z, Qin Q, et al. Centralized drug procurement operation scheduling with a capacitated joint replenishment and delivery strategy: Evidence from China[J]. Computers & Industrial Engineering, 2022, 172: 108584.

（2）.       Liu R, Wang S, Pi Y, et al. An effective heuristic with evolutionary algorithm for the coordinated capacitated dynamic lot-size and delivery problem[J]. Computers & Industrial Engineering, 2021, 153: 107051.

（3）.       Liu R, Liu L. Predicting housing price in China based on long short-term memory incorporating modified genetic algorithm[J]. Soft Computing, 2019, 23(22): 11829-11838.

（4）.       Liu R, Zeng Y R, Qu H, et al. Optimizing the new coordinated replenishment and delivery model considering quantity discount and resource constraints[J]. Computers & Industrial Engineering, 2018, 116: 82-96.

（5）.       Qin Q, Huang Z, Zhou Z, Chen C, Liu R*. Crude oil price forecasting with machine learning and Google search data: An accuracy comparison of single-model versus multiple-model[J]. Engineering Applications of Artificial Intelligence, 2023, 123: 106266.