Modelling and experimental performance analysis of solar-assisted ground source heat pump system

被引:339
|
作者
Esen, Hikmet [1 ]
Esen, Mehmet [1 ]
Ozsolak, Onur [2 ]
机构
[1] Firat Univ, Fac Technol, Dept Energy Syst Engn, Elazig, Turkey
[2] Cumhuriyet Univ, Fac Technol, Dept Mfg Engn, Sivas, Turkey
关键词
Solar energy; ground source heat pump; artificial neural network; adaptive neuro-fuzzy inference system; ARTIFICIAL NEURAL-NETWORK; VERTICAL TEMPERATURE PROFILES; BOREHOLE RESISTANCE; THERMAL PERFORMANCE; EXCHANGERS; ENERGY; ANFIS; ANN;
D O I
10.1080/0952813X.2015.1056242
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, slinky (the slinky-loop configuration is also known as the coiled loop or spiral loop of flexible plastic pipe)type ground heat exchanger (GHE) was established for a solar-assisted ground source heat pump system. System modelling is performed with the data obtained from the experiment. Artificial neural network (ANN) and adaptive neuro-fuzzy inference system (ANFIS) are used in modelling. The slinky pipes have been laid horizontally and vertically in a ditch. The system coefficient of performance (COPsys) and the heat pump coefficient of performance (COPhp) have been calculated as 2.88 and 3.55, respectively, at horizontal slinky-type GHE, while COPsys and COPhp were calculated as 2.34 and 2.91, respectively, at vertical slinky-type GHE. The obtained results showed that the ANFIS is more successful than that of ANN for forecasting performance of a solar ground source heat pump system.
引用
收藏
页码:1 / 17
页数:17
相关论文
共 50 条
  • [1] Thermodynamic analysis of solar-assisted ground source heat pump system
    Zheng, Rongjin
    Zhuang, Lin
    Chi, Qing
    Sun, Wenjun
    Zhang, Anlai
    Fu, Lixia
    [J]. Zheng, R. (rongjinzheng@zju.edu.cn), 1600, Chinese Society of Agricultural Machinery (44): : 233 - 238
  • [2] Performance analysis of a solar-assisted ground-source heat pump system for greenhouse heating: an experimental study
    Ozgener, O
    Hepbasli, A
    [J]. BUILDING AND ENVIRONMENT, 2005, 40 (08) : 1040 - 1050
  • [3] PERFORMANCE ANALYSIS OF A SOLAR-ASSISTED GROUND SOURCE HEAT PUMP SYSTEM IN CLIMATIC CONDITIONS OF TURKEY
    Coskun, Salih
    [J]. THERMAL SCIENCE, 2020, 24 (02): : 977 - 989
  • [4] Experimental investigation of the performance of a solar-assisted ground-source heat pump system for greenhouse heating
    Ozgener, O
    Hepbasli, A
    [J]. INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2005, 29 (03) : 217 - 231
  • [5] Performance analysis of solar-assisted ground source heat pump in severe cold regions
    Du, Qi
    Pan, Liang
    Zhao, Ziwen
    Wang, Yang
    Bai, Jianrui
    Zhang, Weijian
    [J]. Energy Sources, Part A: Recovery, Utilization and Environmental Effects, 2024, 46 (01) : 14055 - 14076
  • [6] Thermodynamic and Economic Analysis of a Novel Solar-Assisted Ground Source Absorption Heat Pump System
    Sun, Qingxuan
    Lee, Zachary E.
    Li, Zhiping
    Zhang, K. Max
    Yang, Peijun
    Wang, Jiangfeng
    [J]. JOURNAL OF ENERGY ENGINEERING, 2021, 147 (02)
  • [7] Study on the methods for predicting the performance of a hybrid solar-assisted ground-source heat pump system
    Zhuang, Zhaoyi
    Zhu, Qiqi
    Song, Jian
    Zhang, Xin
    Li, Haorong
    [J]. 10TH INTERNATIONAL SYMPOSIUM ON HEATING, VENTILATION AND AIR CONDITIONING, ISHVAC2017, 2017, 205 : 3879 - 3886
  • [8] Designing and Optimizing Heat Storage of a Solar-Assisted Ground Source Heat Pump System in China
    Gao, Yan
    Sun, Zhi
    Lin, Xinxing
    Wang, Chuang
    Sun, Zongyu
    Chen, Yanhong
    [J]. INTERNATIONAL JOURNAL OF PHOTOENERGY, 2020, 2020 (2020)
  • [9] Experimental performance analysis of a solar assisted ground-source heat pump greenhouse heating system
    Ozgener, O
    Hepbasli, A
    [J]. ENERGY AND BUILDINGS, 2005, 37 (01) : 101 - 110
  • [10] Photovoltaic and solar-assisted ground-source heat pump systems
    Varney, Kevin E.
    Vahdati, Maria M.
    [J]. PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-ENGINEERING SUSTAINABILITY, 2013, 166 (01) : 32 - 45