高殿策

教授

E-mail：gaodc@mail.sysu.edu.cn

研究方向：智慧城市复杂能源系统的智能优化控制及数据挖掘与分析，属信息技术、控制技术与建筑环境与能源技术的多学科交叉领域

个人基本信息

2023.6-今：中山大学，教授，博士生导师

2016.12-2023.6：中山大学，副教授，博士生导师

2016.01-2016.12：香港理工大学，Research Fellow

2013.01-2016.01：香港理工大学，博士后

2009.02-2013.06：香港理工大学，博士

电子邮箱：gaodc@mail.sysu.edu.cn

学科方向

  1. 智能科学与技术 (本科)；
  2. 控制科学与工程、电子信息专业(硕、博研究生)。

（课题组招收博士后、博士、硕士和优秀本科生，欢迎邮件联系）

   面向国家“双碳”重大需求，研究领域专注于智慧城市楼宇环境及复杂能源系统的智能优化控制及数据挖掘与分析，属信息技术、控制技术与建筑环境与能源技术的多学科交叉领域：

  • 基于人工智能（AI-based）的优化控制技术
  • 机器学习算法（迁移学习、元学习、深度学习、强化学习）及其在智慧城市的应用
  • 面向智能电网(Smart Grid)应用的建筑能源智能管理与低碳优化控制
  • 中央空调系统优化控制及故障诊断
  • 面向微电网应用的新能源、储能技术及优化调度
  • 全直流供电建筑优化调度

科研项目

  1. 国家自然科学基金项目（面上），需求响应模式下主被动混合相变围护结构蓄放能特性对建筑用能柔性增强机理研究（52278133），2023.1-2026.12，主持。
  2. 国家自然科学基金项目（面上），快速需求响应机制下相变蓄能建筑多系统非稳态耦合响应特性量化研究与调控机理（51778642），2018.1-2021.12，主持。
  3. 广东省自然科学基金（面上）：面向智能电网应用的相变蓄能建筑动态用能优化需求响应关键技术及示范平台开发（2021A1515012265），2021.1-2023.12，主持。
  4. 深圳市基础研究专项(自然科学基金)（面上），中央空调耦合小型显热蓄冷的高效容错调控方法研究(JCYJ20240813151049063)，2024.11-2027.11，主持。
  5. 横向课题，深圳某广场项目集中商业建筑中央空调系统智能化节能控制，主持。
  6. 香港理工大学研究基金，Energy Performance Assessment and Optimization on Existing Campus Buildings，2015-2018，主要参与完成人。
  7. 香港政府研究资助委员会,15215215,Development of A Fast Building Power Demand Response Control Strategy for Smart Grids,2015/01-2018/12,主要参与完成人。
  8. 横向课题-香港新世界中心能源优化项目（30万平米）,2012-2017,主要参与完成人。
  9. 横向课题-香港地铁集团（MTR）能源优化项目,2013-2016,主要参与完成人。
  10. 横向课题-香港民航处总部能源优化项目,2014-1016,主要参与完成人。
  11. 横向课题-复杂空调系统优化控制软件包开发,2012-2013,主要参与完成人。

论著专利

（一）专著

  1. 高殿策，孙勇军，高层建筑中央空调系统稳健优化控制及诊断技术，科学出版社，2022 ( ISBN：9787030719553) .
  2. Dian-ce Gao, Diagnosis and Robust Control of Complex Building Central Chilling Systems for Enhanced Energy Performance, Springer, 2019.
  3. Shengwei Wang and Dian-ce Gao, “Building Life-Cycle Commissioning and Optimisation: Approach and Practice”, book chapter in China's Energy Efficiency and Conservation, edited by Bin Su and Elspeth Thomson, Springer Singapore, 2016

（二）论文

  1. Yaxi Zhang, Yongjun Sun, Wenjun Xie, Dian-ce Gao*. A multimodal fusion framework for prediction of hotspot-induced photovoltaic performance loss. Applied Energy 2026; 421:128213.
  2. Liyuan Yuan, Yongjun Sun, Anran Du, Yafeng Gao, Dian-ce Gao*. Multi-timescale stochastic planning framework of hydrogen-integrated energy systems considering future EV and HFCV demand growth uncertainty. International Journal of Hydrogen Energy 2026; 247:155733.
  3. Jiaqi Tan, Shanjun Mo, Jiaqian Fan, Yongjun Sun, Dian-ce Gao*. Demand response with PCM-based pipe-embedded wall in commercial buildings: Joint influence mechanism of dual pre-cooling parameters. Energy 2026;355: 141162.
  4. Anran Du, Kui Shan, Liyuan Yuan, Dian-ce Gao*. Thermal storage integration in buildings towards long-term rising EV charging demand: risk-aware and life-cycle optimal design framework. Energy 2026;355: 141164.
  5. Anran Du, Housheng Jiang, Liyuan Yuan, Dian-ce Gao*. Enhancing grid-friendliness in PV building clusters via a coordinated control strategy integrating bidirectional electric vehicle charging. Energy 2026;350: 140752.
  6. Anran Du, Kui Shan, Liyuan Yuan, Dian-ce Gao*. A coupled seawater air-conditioning system for simultaneous heating and cooling: Impacts analysis and hybrid mode-switching strategy. Energy Conversion and Management 2026; 353:2026.
  7. Dian-ce Gao, Xu Zhang, Yaxi Zhang, Yafeng Gao, Wenke Zou, Kui Shan*. Dataset preprocessing and optimization for machine learning-based building load prediction: A review. Energy 2026;344: 139992.
  8. Wenke Zou, Hangxin Li, Dian-ce Gao*, Shengwei Wang*. A physics-guided self-adaptive chiller sequencing controller of enhanced robustness and energy efficiency accommodating measurement uncertainties. Applied Energy 2025;389:125718.
  9. Yaxi Zhang*, Haixiao Han, Yanqiu Zhang, Jun Li, Changxiong Liu, Yubo Liu, Dian-ce Gao*. Experimental study on the performance of a novel data center air conditioner combining air cooling and evaporative cooling. International Journal of Refrigeration 2025; 170:98-112.
  10. Yuxin Chen, Yongjun Sun, Jinling Yang, Jiaqi Tan, Yang Liu, Dian-ce Gao*. Demand response with PCM-based pipe-embedded wall in commercial buildings: Combined passive and active energy storage in envelopes. Energy2024; 308:132980.
  11. Yang Liu, Yongjun Sun, Dian-ce Gao*, Jiaqi Tan, Yuxin Chen. Stacked ensemble learning approach for PCM-based double-pipe latent heat thermal energy storage prediction towards flexible building energy. Energy2024; 294:130955.
  12. Jiaxin Ji, Yongjun Sun, Dian-ce Gao*, Zhitao Cui. Systematic analysis method of sensor and actuator faults propagation and impacts for optimally controlled complex building chilled water systems. Journal of Building Engineering 2023; 76:107272.
  13. Wenke Zou, Yongjun Sun, Dian-ce Gao*, Zhitao Cui, Zhiqiang You, Xiaowen Ma.Robust enhancement of chiller sequencing control for tolerating sensor measurement uncertainties through controlling small-scale thermal energy storage. Energy2023; 280:128152.
  14. Chengliang Xu, Yongjun Sun, Anran Du, Dian-ce Gao*. Quantile regression based probabilistic forecasting of renewable energy generation and building electrical load: A state of the art review. Journal of Building Engineering 2023;76:107772.
  15. Zhitao Cui, Yongjun Sun, Dian-ce Gao*, Jiaxin Ji, Wenke Zou. Computer-vision-assisted subzone-level demand-controlled ventilation with fast occupancy adaptation for large open spaces towards balanced IAQ and energy performance. Building and Environment 2023; 239:110427.
  16. Wenke Zou, Yongjun Sun, Dian-ce Gao*, Xu Zhang, Junyao Liu. A review on integration of surging plug-in electric vehicles charging in energy-flexible buildings: Impacts analysis, collaborative management technologies, and future perspective. Applied Energy2023; 331:120393.
  17. Zhiqiang You, Yongjun Sun, Shanjun Mo, Wenke Zou, Xu Zhang and Dian-ce Gao*. Experimental Evaluation of the Effects of Passive Phase Change Material Walls on the Building Demand Response for Smart Grid Applications. Buildings 2022; 12:1830.
  18. Xu Zhang, Yongjun Sun, Dian-ce Gao*, Wenke Zou, Jianping Fu, Xiaowen Ma.Similarity-based grouping method for evaluation and optimization of dataset structure in machine-learning based short-term building cooling load prediction without measurable occupancy information. Applied Energy2022; 327:120144.
  19. Wenke Zou, Yongjun Sun, Dian-ce Gao*, Xu Zhang. Globally optimal control of hybrid chilled water plants integrated with small-scale thermal energy storage for energy-efficient operation. Energy2023; 262:125469.
  20. Dian-ce Gao, Sheng Zhang, Yongjun Sun, Chuanwen Zhou, Yu Bu, Jiale Chai.A novel model of mixed-particle coating for accurate performance quantifications at varying composition percentages. International Journal of Heat and Mass Transfer2022; 191:122833.
  21. Dian-ce Gao, Yongjun Sun, Xingxing Zhang, Pei Huang, Yelin Zhang. A GA-based NZEB-cluster planning and design optimization method for mitigating grid overvoltage risk. Energy2022; 243:123051.
  22. Dian-ce Gao,Yongjun Sun, Alan ML Fong, Xiaobin Gu. Mineral-based form-stable phase change materials for thermal energy storage: A state-of-the art review. Energy Storage Materials2022; 46: 100-128.
  23. Dian-ce Gao, Y.J. Sun, Z. Ma, H. Ren. A review on integration and design of desiccant air-conditioning systems for overall performance improvements. Renewable and Sustainable Energy Reviews, 2021;141:110809.
  24. Dian-ce Gao, Yongjun Sun,Chuanwen Zhou,Yu Bu,Yan Bao,Jiale Chai. Numerical and experimental study on a double-layered coating design using supplemental property particles for achieving user-desired thermal and aesthetic performance. Energy2020；211:118683.
  25. Qian Jiang, Dian-ce Gao*, Li Zhong, Shiwen Guo, An Xiao. Quantitative sensitivity and reliability analysis of sensor networks for well kick detection based on dynamic Bayesian networks and Markov chain. Journal of Loss Prevention in the Process Industries2020; 66:104180.
  26. Fengming Ran, Dian-ce Gao*, Xu Zhang, Shuyue Chen. A virtual sensor based self-adjusting control for HVAC fast demand response in commercial buildings towards smart grid applications. Applied Energy2020; 269:115103.
  27. Kui Shan, Jiayuan Wang, Maomao HU, Dian-ce Gao*. A model-based control strategy to recover cooling energy from thermal mass in commercial buildings. Energy 2019; 172:958-967
  28. Dian-ce Gao, Wang S.W., Shan Kui. In-situ Implementation and Evaluation of An Online Robust Control Strategy for avoiding Low delta-T Syndrome in Complex Chilled Water Systems of High-rise Buildings. Applied Energy 2016; 171:541-554. 
  29. Dian-ce Gao, Wang S.W., Gang W.J.,Xiao F., A Model-based Adaptive Method for Evaluating The Energy Impact of Low Delta-T Syndrome In Complex HVAC Systems Using Support Vector Regression. Building Services Engineering Research and Technology 2016; 37(5): 573-596. 
  30. Dian-ce Gao, Yongjun Sun. A GA-Based Coordinated Demand Response Control for Building Group Level Peak Demand Limiting with Benefits to Grid Power Balance. Energy and Buildings 2016; 110:31-40.
  31. Dian-ce Gao, Wang S.W., Shan Kui, Yan C.C. A system-level fault detection and diagnosis method for low delta-T syndrome in the complex HVAC systems. Applied Energy 2016; 164: 1028-1038.
  32. Dian-ce Gao, Yongjun Sun, Yuehong Lu. A Robust Demand Response Control for Commercial Buildings with Load Prediction Uncertainty Considered. Energy 2015; 93:275-283.
  33. Dian-ce Gao, Wang S.W., Sun Y.J. and Xiao F. Diagnosis of the low temperature difference syndrome in the chilled water system of a super high-rise building: a case study. Applied Energy 2012; 98(1): 597-606. 
  34. Dian-ce Gao, Wang S.W., and Sun Y.J. A fault-tolerant and energy efficient control strategy for primary–secondary chilled water systems in buildings. Energy and buildings 2011; 43(12):3646–3656. 

（三）专利

  1. 高殿策;陈杨钧; 游志强; 姜倩; 梁栋; 褚燕燕，一种中央空调冷冻水换热器二次侧出水温度在线优化方法（专利号：ZL201811364018.4；授权：2020.02.18）
  2. 高殿策,姜倩,游志强,陈杨钧,梁栋,褚燕燕，一种稳健性增强的空调冷冻水换热器一次侧水泵控制方法（专利号：ZL 201811363899.8；授权：2020.02.21）
  3. 高殿策,游志强,梁栋,陈杨钧,姜倩,褚燕燕，一种中央空调冷冻水系统小温差综合征精确诊断方法（专利号：ZL 201910056773.4；授权：2020.04.7）

（四）行业标准

  1.  《公共建筑集中空调自控系统技术规程》，深圳市工程建设标准。
  2. 《绿色医院建筑设计标准》:智能化系统，深圳市工程建设标准。

荣誉获奖情况

  1. 获2022年广东省科学技术奖，科技进步奖，二等奖(第一完成人) ，项目名称：大型建筑中央空调系统智能高效节能运维关键技术及应用。
  2. 获华夏建设科学技术奖(2024年度)，二等奖(第一完成人) 。
  3. 获中国产学研合作促进会(2022年度),合作创新成果奖，二等奖(第一完成人)。
  4. 入选2016年中山大学“百人计划”。
  5. 2016年深圳市海外高层次人才。
  6. 香港新世界中心能源优化项目，获2014年美国采暖、制冷与空调工程师学会“ASHRAE” 技术奖。

社会服务及兼职

1. 期刊“buildings”(MDPI出版, SCI分区Q2)客座编辑

2. 中国建筑节能协会绿色医院专业委员会专家

3. 国家自然科学基金委评审专家

4. 广东省科技厅评审专家

5. 深圳市科创委评审专家

联系方式

电子邮箱： gaodc@mail.sysu.edu.cn