TY - JOUR
T1 - Development of the hybrid model for estimating the undisturbed ground temperature using the finite element method and geostatistical technique
AU - Jeong, Kwangbok
AU - Hong, Taehoon
AU - Chae, Myeongsoo
AU - Kim, Jimin
AU - Lee, Minhyun
AU - Koo, Choongwan
AU - Ji, Changyoon
N1 - Funding Information:
This work was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIP; Ministry of Science, ICT & Future Planning) (No. NRF-2015R1A2A1A05001657).
Publisher Copyright:
© 2017 Elsevier B.V.
PY - 2017/10/1
Y1 - 2017/10/1
N2 - Shallow geothermal potential needs to be evaluated when introducing the ground source heat pump (GSHP) system. Accurate evaluation of shallow geothermal potential can be done by estimating underground thermal properties with precision. The data previously established from measuring underground thermal properties, however, have limitations in that the locations where the measurements were made were not identical. Therefore, this study aimed to develop a hybrid model for estimating UGT using the finite element method (FEM) and the kriging method. This study was conducted in three steps: (i) data collection; (ii) estimation of the UGT in 216 non-measurement locations using FEM and the kriging method; and (iii) estimation of the shallow geothermal potential using the geothermal potential (G.POT) method. The average mean absolute percentage error of the hybrid model (3.67%) was lower than those of the other estimation models using FEM and the kriging method (FEM: 4.62%; Kriging method: 6.34%). Thus, the analysis showed that the developed hybrid model was the most suitable method for estimating UGT in all the length ranges (65–250 m) where the ground heat exchanger was to be installed. The hybrid model can help policy makers evaluate shallow geothermal potential at the national level.
AB - Shallow geothermal potential needs to be evaluated when introducing the ground source heat pump (GSHP) system. Accurate evaluation of shallow geothermal potential can be done by estimating underground thermal properties with precision. The data previously established from measuring underground thermal properties, however, have limitations in that the locations where the measurements were made were not identical. Therefore, this study aimed to develop a hybrid model for estimating UGT using the finite element method (FEM) and the kriging method. This study was conducted in three steps: (i) data collection; (ii) estimation of the UGT in 216 non-measurement locations using FEM and the kriging method; and (iii) estimation of the shallow geothermal potential using the geothermal potential (G.POT) method. The average mean absolute percentage error of the hybrid model (3.67%) was lower than those of the other estimation models using FEM and the kriging method (FEM: 4.62%; Kriging method: 6.34%). Thus, the analysis showed that the developed hybrid model was the most suitable method for estimating UGT in all the length ranges (65–250 m) where the ground heat exchanger was to be installed. The hybrid model can help policy makers evaluate shallow geothermal potential at the national level.
KW - Finite element method
KW - Ground heat exchanger
KW - Kriging method
KW - Shallow geothermal potential
KW - Undisturbed ground temperature
UR - http://www.scopus.com/inward/record.url?scp=85025697148&partnerID=8YFLogxK
U2 - 10.1016/j.enbuild.2017.07.039
DO - 10.1016/j.enbuild.2017.07.039
M3 - Journal article
AN - SCOPUS:85025697148
SN - 0378-7788
VL - 152
SP - 162
EP - 174
JO - Energy and Buildings
JF - Energy and Buildings
ER -