基本介紹
人物經歷,教育經歷,工作經歷,研究方向,科研與教學成果,主要論文（一作或通訊的JCR Q1論文）,教學成果,
人物經歷
教育經歷
2005/09-2009/10，哈爾濱工業大學，市政環境工程學院，供熱、供燃氣、通風及空調工程，博士
2003/09-2005/11，哈爾濱工業大學，市政環境工程學院，供熱、供燃氣、通風及空調工程，碩士
1999/09-2003/07，哈爾濱工業大學，市政環境工程學院，建築環境與設備工程，學士
工作經歷
2024/12-，大連理工大學，建設工程學院，教授
2024/05-，大連理工大學，建設工程學院，建築環境與能源套用工程專業，負責人
2023/11-，大連理工大學，建設工程學院，土木工程系，副系主任
2023/08-，可持續建築與能源系統線上智控研究團隊（OASIS-EB）負責人
2023/02-10，大連理工大學，建設工程學部，土木工程學院，副院長
2020/12-，遼寧省綠色建築與節能工程實驗室，副主任
2017/07-，大連理工大學，建設工程學部(學院)，博士生導師
2016/09-，亞太經合組織（APEC）能源工作組成員
2014/12-，大連理工大學，建設工程學部(學院)，副教授
2012/04-2014/12，大連理工大學，建設工程學部，土木工程學院，講師
2009/11-2012/04，大連理工大學，土木工程博士後流動站，博士後
研究方向
面向“雙碳”背景下智慧建築與低碳城鎮的發展目標，瞄準新型建築電力系統與柔性用能建築的技術需求，以群智慧型理論、自動控制、數字孿生、能源物聯網、數據挖掘技術為主線,開展如下研究：
1. 超大超高能耗建築群智慧型控制理論。
2. 能源與人工環境系統線上智慧運維。
3. 城市基礎設施物聯網數據深度套用。
科研與教學成果
主要論文（一作或通訊的JCR Q1論文）
1. Tianyi Zhao, Jili Zhang, Liangdong Ma. On-line optimization control method based on extreme value analysis for parallel variable-frequency hydraulic pumps in central air-conditioning systems. Building and Environment, 47(1): 330-338. (遼寧省自然科學成果一等獎)
2. Tianyi Zhao, Jili Zhang, Liangdong Ma. Experimental analysis of the thermal stability of the pressure control method for a variable flow air-conditioning water system. Building and Environment, 70(12):1-9. (遼寧省自然科學成果獎)
3. Tianyi Zhao, Liangdong Ma, Jili Zhang. An optimal differential pressure reset strategy based on the most unfavorable thermodynamic loop on-line identification for a variable water flow air conditioning system. Energy and Buildings, 110(1): 257-268. (遼寧省自然科學成果獎)
4. Tianyi Zhao, Jili Zhang, Dexing Sun. Experimental study on a duty ratio fuzzy control method for fan-coil units. Building and Environment, 46(2): 527-534.
5. Tianyi Zhao, Jili Zhang, Liangdong Ma. An optimal design method for a heat exchanger for a dual-stage circulating high-temperature heat pump system. Applied Thermal Engineering, 61(2):698-715.
6. Tianyi Zhao, Pengmin Hua, Wuhe Dai, Jili Zhang, Liangdong Ma. An optimal control method for discrete variable outdoor air volume setpoint determination in variable air volume systems. Building and Environment, 167(1):106444.
7. Tianyi Zhao, Jiteng Li, Peng Wang, Sungmin Yoon, Jiaqiang Wang. Improvement of virtual in-situ calibration in air handling unit using data preprocessing based on Gaussian mixture model, Energy and Buildings, 256(2):111735.
8. Tianyi Zhao, Jingwen Xu, Chengyu Zhang, Peng Wang. A monitoring data based bottom-up modeling method and its application for energy consumption prediction of campus building, Journal of Building Engineering, 35(3):101962.
9. Tianyi Zhao, Chengyu Zhang, Jingwen Xu, Yifan Wu, Liangdong Ma. Data-driven correlation model between human behavior and energy consumption for college teaching buildings in cold regions of China, Journal of Building Engineering, 38(6):102093.
10. Tianyi Zhao, Yue Sun, Zhuyue Chai, Kuishan Li. An outlier management framework for building performance data and its application to the power consumption data of building energy systems in non-residential buildings，Journal of Building Engineering, 65(4): 105688.
11. Tianyi Zhao, Ying Zhou, Jili Zhang, Xiuming Li. Online differential pressure reset method with adaptive adjustment algorithm for variable chilled water flow control in central air-conditioning systems. Building Simulation, 14(5):1407-1422.
12. Tianyi Zhao, Jiaming Wang, Meng Xu, Kuishan Li. An online predictive control method with the temperature based multivariable linear regression model for a typical chiller plant system. Building Simulation, 13(2):335-348.
13. Tianyi Zhao, Boyan Zhang, Muyan Li, Guangyu Liu, Peng Wang* . Handling fault detection and diagnosis in incomplete sensor measurements for BAS based HVAC system, Journal of Building Engineering, 80(12): 108098.
14. Chengyu Zhang, Liangdong Ma, Xing Han, Tianyi Zhao*. Reconstituted data-driven air conditioning energy consumption prediction system employing occupant-orientated probability model as input and swarm intelligence optimization algorithms. Energy, 288(2): 129799.
15. Chengyu Zhang, Liangdong Ma, Zhiwen Luo, Xing Han, Tianyi Zhao*. Forecasting building plug load electricity consumption employing occupant-building interaction input features and bidirectional LSTM with improved swarm intelligent algorithms. Energy, 288(2): 129651.
16. Boyan Zhang, Peng Wang, Guangyu Liu, Jiteng Li, Tianyi Zhao*, Diagnosis of single and multiple-source faults of chiller sensors using EWEEMD-ICKNN by time sequence denoising and non-Gaussian distribution feature extraction，Energy and Buildings, 298(11): 113572.
17. Jiteng Li, Peng Wang, Jiqing Li, Xing Han, Tianyi Zhao*, Sungmin Yoon, Improvement for energy efficiency and control characteristics in variable air volume system using in-situ sensor calibration method based on autoencoder, Journal of Building Engineering, 63(1):105559.
18. Jiaming Wang, Tianyi Zhao*. Event-driven online decoupling control mechanism for the variable flow rate HVAC system based on the medium response properties. Building and Environment, 218(6):109104.
19. Jiaming Wang, Tianyi Zhao*. Medium dynamic diffusion characteristics in the pipeline network of variable flow HVAC system towards online decoupling control oriented. Energy and Buildings, 258(3):111827.
20. Liangdong Ma，Yangyang Huang, Tianyi Zhao*. A synchronous prediction method for hourly energy consumption of abnormal monitoring branch based on the data-driven. Energy and Buildings, 260(4):111940.
21. Jiteng Li, Peng Wang, Tianyi Zhao*; Sungmin Yoon, Jiaqiang Wang. The effects of multidimensional data clustering on the accuracy of virtual in-situ calibration in the photovoltaic/Thermal heat pump system. Journal of Building Engineering, 45(1):103500.
22. Chengyu Zhang, Tianyi Zhao*, Kuishan Li. Quantitative correlation models between electricity consumption and behaviors about lighting, sockets and others for electricity consumption prediction in typical campus buildings. Energy and Buildings, 253(12):111510.
23. Xiuming Li, Ce Zhang, Tianyi Zhao*, Zongwei Han. Adaptive predictive control method for improving control stability of air-conditioning terminal in public buildings. Energy and Buildings, 249(10):111261.
24. Xiuming Li, Zongwei Han, Tianyi Zhao*, Jiajia Gao. Online model for indoor temperature control based on building thermal process of air conditioning system. Journal of Building Engineering, 39(7):102270.
25. Xiuming Li, Zongwei Han, Tianyi Zhao*, Jili Zhang, Da Xue. Modeling for indoor temperature prediction based on time-delay and Elman neural network in air conditioning system. Journal of Building Engineering, 33(1):101854.
26. Liangdong Ma, Tixiu Ren, Tianjiao Zhang, Tianyi Zhao*, Jili Zhang. Experimental study on effect of operating parameters on performance of serially cascaded wastewater source heat pump. Journal of Building Engineering, 32(11):101458.
27. Peng Wang, Jiteng Li, Sungmin Yoon, Tianyi Zhao*, Yuebin Yu. The detection and correction of various faulty sensors in a photovoltaic thermal heat pump system. Applied Thermal Engineering, 175(7):115347.
28. Xiuming Li, Sida Lin, Jili Zhang, Tianyi Zhao*. Model parameter identification of indoor temperature lag characteristic based on hysteresis relay feedback control in VAV systems. Journal of Building Engineering, 25(9):100839.
29. Jiteng Li, Peng Wang, Xing Han, Tianyi Zhao*, Sungmin Yoon. Strategies for sensor virtual in-situ calibration in building energy system: Sensor evaluation and data-driven based methods. Energy and Buildings, 294(9): 113274.
30. Chengyu Zhang, Liangdong Ma, Xing Han, Tianyi Zhao*. Improving building energy consumption prediction using occupant-building interaction inputs and improved swarm intelligent algorithms. Journal of Building Engineering, 73(8): 106671.
31. Wei Li, Jili Zhang, Tianyi Zhao*, Jiaming Wang, Ruobing Liang. Experimental study of human thermal sensation estimation model in built environment based on the Takagi–Sugeno fuzzy model. Building Simulation, 12(3):365-377.
32. Jiteng Li, Peng Wang, Yu Li, Yacine Rezgui, Sungmin Yoon, Tianyi Zhao*. Analysis of sensor offset characteristics in building energy systems based on redundant sensors: A case study on variable air volume system. Energy and Buildings, 306(3): 113957.
33. Boyan Zhang, Peng Wang, Guangyu Liu, Zhongjiao Ma, Tianyi Zhao*. AHU sensor fault diagnosis in various operating conditions based on a hybrid data-driven model combined energy consumption. Journal of Building Engineering, 87(6): 109028.
34. Chengyu Zhang, Zhiwen Luo, Yacine Rezgui, Tianyi Zhao*. Enhancing building energy consumption prediction introducing novel occupant behavior models with sparrow search optimization and attention mechanisms: A case study for forty-five buildings in a university community. Energy, 294(5)：130896.
35. Yue Sun, Zhiwen Luo, Yu Li, Tianyi Zhao*. Grey-box model-based demand side management for rooftop PV and air conditioning systems in public buildings using PSO algorithm, Energy, 296(6):131052.
36. Chengyu Zhang, Zhiwen Luo, Yacine Rezgui, Tianyi Zhao*. Enhancing multi-scenario data-driven energy consumption prediction in campus buildings by selecting appropriate inputs and improving algorithms with attention mechanisms, Energy and Buildings, 311(5):114133.
37. Jiaming Wang, Tianyi Zhao*. Medium spatiotemporal characteristics based global optimization method for energy efficiency trade-off issue in variable flow rate HVAC system. Applied Thermal Engineering, 247(6): 123132.
38. Ben Jiang, Yu Li, Yacine Rezgui, Chengyu Zhang, Peng Wang, Tianyi Zhao*. Multi-source Domain Generalization Deep Neural Network Model for Predicting Energy Consumption in Multiple Office Buildings. Energy, 299(7): 131467.
教學成果
1. 獲2022年高等教育（研究生）國家級教學成果二等獎（排名2/15）。
2. 牽頭獲遼寧省研究生教學成果特等獎、大連理工大學研究生優秀教學成果一等獎。
3. 獲遼寧省教學成果一等獎、大連理工大學優秀教學成果獎共3項。
4. 首批教育部新工科教學與實踐項目骨幹成員。
5. 遼寧省優秀研究生導師團隊成員。
6. 主持遼寧省教改項目、大連理工大學教學教改項目、大連理工大學來華留學研究課題重點項目共5項。
7. 大連理工大學優秀研究生導師團隊成員。
8. 大連理工大學優秀班主任（2018-2020）。
9. 大連理工大學優秀本科畢業論文指導教師（2019）。
10. 大連理工大學優秀碩士學位論文指導教師（2020-2022）。
