1. 膜法资源回收
2. 膜分离过程与传质机制
3. 机器学习赋能膜材料设计
1. 高海萍. Revolutionizing Membrane Design Using Machine Learning-Bayesian Optimization. Environmental Science & Technology, 56, 2022.
2. 高海萍. Understanding and designing a high-performance ultrafiltration membrane using machine learning. Environmental Science & Technology, 57, 2023.
3. 高海萍. Two-Dimensional Ti3C2Tx MXene/GO Hybrid Membranes for Highly Efficient Osmotic Power Generation. Environmental Science & Technology, 54, 2020.
4. 高海萍. Incorporation of Cellulose Nanocrystals into Graphene Oxide Membranes for Efficient Antibiotic Removal at High Nutrient Recovery. ACS Applied Materials & Interfaces, 13, 2021.
5. 高海萍. Hybrid Dimensional MXene/CNC Framework-Regulated Nanofiltration Membrane with High Separation Performance. ACS ES&T Water, 3, 2022.
1. Hybrid dimensional material interlayer regulated thin film composite nanofiltration membrane for nutrients recovery. H Gao, Y Chen - US Patent App. 18/196,851, 2023.
2. Machine learning-assisted rational design of separation membranes. Y Chen, H Gao, Y Xie, W Zhang - US Patent App. 18/856,463, 2025
1. 国家自然科学基金青年科学基金项目（C）类, 主持
2. 山东省自然科学基金面上项目, 主持
3. HWYC专项, 主持
4. 泰山学者青年专家计划, 主持
5. 山东省优秀青年科学基金项目（海外）, 主持
6. 流域水环境教育部重点实验室开放课题, 主持
7. 山东大学齐鲁青年学者计划（第二层次）, 主持
8. 国家重点研发计划课题, 参与
