劉江岩,男,1992年生,湖南湘潭人,博士,重慶大學能源與動力工程學院講師。2018年獲華中科技大學製冷與低溫工程專業工學博士學位。主要從事製冷空調系統故障診斷、大數據分析、節能最佳化等相關研究,發表SCI論文十餘篇,以第一作者身份發表SCI\EI論文6篇,國際會議論文2篇,出版專著1部。
基本介紹
- 中文名:劉江岩
- 畢業院校:華中科技大學
- 學位/學歷:博士
- 專業方向:製冷與低溫工程
研究方向,學術成果,發表論文,出版專著,學術會議交流,
研究方向
(1)製冷空調系統故障檢測與診斷技術
(2)能源系統數據挖掘及控制最佳化
(3)基於大數據的能源系統動態能耗評價與節能關鍵問題
(4)分散式能源系統仿真及設計最佳化
歡迎對數據挖掘與能源系統交叉研究的本科生與我聯繫交流。
學術成果
發表論文
近年來發表的主要論文:
[1]Jiangyan Liu, Jiahui Liu, Huanxin Chen, et al. Energy diagnosis of variable refrigerant flow (VRF) systems: Data mining technique and statistical quality control approach[J].Energy and Buildings, 2018, 175: 148-162
[2]Jiangyan Liu, Huanxin Chen, Jiahui Liu, et al. An energy performance evaluation methodology for individual office building with dynamic energy benchmarks using limited information[J].Applied Energy, 2017, 206: 193-205
[3]Jiangyan Liu, Jiangyu Wang, Guannan Liet al. Evaluation of the energy performance of variable refrigerant flow systems using dynamic energy benchmarks based on data mining techniques[J].Applied Energy, 2017, 208: 522-539
[4]Jiangyan Liu, Guannan Li, Huanxin Chen, et al. A robust online refrigerant charge fault diagnosis strategy for VRF systems based on virtual sensor technique and PCA-EWMA method[J].Applied Thermal Engineering, 2017, 119: 233-243
[5]Jiangyan Liu, Yunpeng Hu, Huanxin Chen, et al. A refrigerant charge fault detection method for variable refrigerant flow (VRF) air-conditioning systems[J].Applied Thermal Engineering, 2016, 107: 284-293
[6] Ronggeng Huang,Jiangyan Liu, Huanxin Chen, et al. An effective fault diagnosis method for centrifugal chillers using associative classification[J].Applied Thermal Engineering, 2018, 136: 633-642
[7] Jiangyu Wang, Guannan Li, Huanxin Chen,Jiangyan Liu, et al. Energy consumption prediction for water-source heat pump system using pattern recognition-based algorithms[J].Applied Thermal Engineering, 2018, 136: 755-766
[8] Jiangyu Wang, Guannan Li, Huanxin Chen,Jiangyan Liu, et al. Liquid floodback detection for scroll compressor in a VRF system under heating mode[J].Applied Thermal Engineering, 2017, 114: 921-930
[9] Kaizheng Sun, Guannan Li, Huanxin Chen,Jiangyan Liu, et al. A novel efficient SVM-based fault diagnosis method for multi-split air conditioning system's refrigerant charge fault amount[J].Applied Thermal Engineering, 2016, 108: 989-998
[10] Yunpeng Hu, Guannan Li, Huanxin Chen,Jiangyan Liu, et al. Sensitivity analysis for PCA-based chiller sensor fault detection[J].International Journal of Refrigeration, 2016, 63: 133-143
[11]劉江岩,陳煥新,王江宇等.基於數據挖掘算法的捷運站內溫度時序預測方法[J].工程熱物理學報,2018,38(06): 1316-1321
[12]王江宇,陳煥新,劉江岩等.基於PCA-DT的多在線上製冷劑充注量故障診斷[J].華中科技大學學報(自然科學版),2016(07): 1-4
[13]劉佳慧,劉江岩,李紹斌等.基於決策樹算法的多在線上氣液分離器插反故障診斷[J].製冷學報,2017(05): 1-6
出版專著
[1]陳煥新,劉江岩等.製冷空調遇上大數據——行業大變革[M].北京:中國建築工業出版社,2017
學術會議交流
[1]Liu Jiangyan, Chen Huanxin, Hu Yunpeng, et al. The Energy and Performance Analysis of Central Air-conditioning System under the Conditions of Sensor Faults [C]. 2015, Xi'an, China.
[2]Liu Jiangyan, Chen Huanxin, Wang Jiangyu, et al. Fault diagnosis of refrigerant charge based on PCA and decision tree for variable refrigerant flow systems [C]. 2016, West Lafayette, IN, USA.
[3]劉江岩,陳煥新,王江宇等.基於數據挖掘算法的捷運站內溫度時序預測方法[C].中國工程熱物理學會工程熱力學與能源利用學術會議,2016,廣州