A study on the optimal air, load and source side temperature combination for a variable air and water volume ground source heat pump system. (September 2020)
- Record Type:
- Journal Article
- Title:
- A study on the optimal air, load and source side temperature combination for a variable air and water volume ground source heat pump system. (September 2020)
- Main Title:
- A study on the optimal air, load and source side temperature combination for a variable air and water volume ground source heat pump system
- Authors:
- Lin, Yaolin
Wang, Huan
Hu, Pingfang
Yang, Wei
Hu, Qiushi
Zhu, Na
Lei, Fei - Abstract:
- Highlights: Ground source heat pump with variable air volume system was modeled. Air side, demand side and source side temperature optimization was conducted. COPs were improved from 2.17 to 4.46 in summer, and from 1.46 to 3.99 in winter. Optimal air side and water side temperatures differ from design recommendations. Abstract: In this paper, mathematical models on the energy and exergy performance of a variable air and water volume (VAWV) ground source heat pump (GSHP) system serving an office building in Wuhan, China, were developed. The study aims at investigating the optimal combination of supply air temperature, load side and source side supply and return water temperature to maximize the energy and exergy performance of the whole system. To find the optimal control solution for the system, Latin Hypercube Sampling Method (LHSM) was used to create data sets for training the Back Propagation Neural Network (BPNN) models to predict the energy and exergy performance and couple with Genetic Algorithm (GA). It was found that the system coefficients of performance (COPs) for the original system under constant air and water volume (CAWV) in summer and winter were 2.17 and 1.46, respectively. The associated exergy efficiencies were 7.60% and 3.93%, respectively. The coefficients of performance (COPs) for the variable air and water volume (VAWV) system under normal operation in summer and winter were 3.70 and 3.48, respectively, while their associated exergy efficiencies wereHighlights: Ground source heat pump with variable air volume system was modeled. Air side, demand side and source side temperature optimization was conducted. COPs were improved from 2.17 to 4.46 in summer, and from 1.46 to 3.99 in winter. Optimal air side and water side temperatures differ from design recommendations. Abstract: In this paper, mathematical models on the energy and exergy performance of a variable air and water volume (VAWV) ground source heat pump (GSHP) system serving an office building in Wuhan, China, were developed. The study aims at investigating the optimal combination of supply air temperature, load side and source side supply and return water temperature to maximize the energy and exergy performance of the whole system. To find the optimal control solution for the system, Latin Hypercube Sampling Method (LHSM) was used to create data sets for training the Back Propagation Neural Network (BPNN) models to predict the energy and exergy performance and couple with Genetic Algorithm (GA). It was found that the system coefficients of performance (COPs) for the original system under constant air and water volume (CAWV) in summer and winter were 2.17 and 1.46, respectively. The associated exergy efficiencies were 7.60% and 3.93%, respectively. The coefficients of performance (COPs) for the variable air and water volume (VAWV) system under normal operation in summer and winter were 3.70 and 3.48, respectively, while their associated exergy efficiencies were improved to 11.43% and 4.12%, respectively. The coefficients of performance (COPs) under optimal control, however, can reach 4.46 in summer and 3.99 in winter and the exergy efficiencies could reach 13.87% and 7.27%, respectively. … (more)
- Is Part Of:
- Applied thermal engineering. Volume 178(2020)
- Journal:
- Applied thermal engineering
- Issue:
- Volume 178(2020)
- Issue Display:
- Volume 178, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 178
- Issue:
- 2020
- Issue Sort Value:
- 2020-0178-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-09
- Subjects:
- Ground source heat pump -- Energy and exergy analysis -- Temperature difference optimization -- Genetic algorithm
Heat engineering -- Periodicals
Heating -- Equipment and supplies -- Periodicals
Periodicals
621.40205 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13594311 ↗
http://www.elsevier.com/homepage/elecserv.htt ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.applthermaleng.2020.115595 ↗
- Languages:
- English
- ISSNs:
- 1359-4311
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1580.101000
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British Library HMNTS - ELD Digital store - Ingest File:
- 13579.xml