Response of soil thermal conductivity to various soil properties

被引:39
作者
Malek, Kaveh [1 ]
Malek, Keyvan [2 ]
Khanmohammadi, Fahimeh [3 ]
机构
[1] Univ New Mexico, Dept Mech Engn, Albuquerque, NM 87131 USA
[2] Cornell Univ, Dept Civil & Environm Engn, Ithaca, NY USA
[3] Babol Noshirvani Univ Technol, Dept Mech Engn, Babol, Iran
关键词
Thermal conductivity; Soil water content; Salinity of added water; Empirical equation; Soil EC; Soil type; MOISTURE;
D O I
10.1016/j.icheatmasstransfer.2021.105516
中图分类号
O414.1 [热力学];
学科分类号
摘要
Soil thermal conductivity is an important property of soil that has various applications in simulation of land-surface water and energy processes, and geothermal energy calculations. In this study we conduct laboratory experiments to evaluate the impacts of various soil properties on soil thermal conductivity. The experiments included three soil types (i.e., sand, sandy loam, silt loam), four soil salinity levels, and a wide range of soil water content. To find the most effective factors we utilized different statistical methods (i.e., linear regression, in-formation theoretic sensitivity index, Pearson's correlation coefficient, and random forest). Moreover, we developed and tested three soil thermal conductivity models (i.e., linear regression, random forest and quadratic equations). The results show that soil water content has the highest level of influence on thermal conductivity. Also, the quadratic relationship between thermal conductivity and independent variables provide the most ac-curate predictions among the models evaluated in this study.
引用
收藏
页数:8
相关论文
共 23 条
[1]   Soil thermal conductivity: Effects of density, moisture, salt concentration, and organic matter [J].
Abu-Hamdeh, NH ;
Reeder, RC .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2000, 64 (04) :1285-1290
[2]   Energy from earth-coupled structures, foundations, tunnels and sewers [J].
Adam, D. ;
Markiewicz, R. .
GEOTECHNIQUE, 2009, 59 (03) :229-236
[3]  
[Anonymous], 2021, IEEE Trans. Broadcast.
[4]  
Auder B, 2009, SAFETY, RELIABILITY AND RISK ANALYSIS: THEORY, METHODS AND APPLICATIONS, VOLS 1-4, P2107
[5]   Importance of snow and glacier meltwater for agriculture on the Indo-Gangetic Plain [J].
Biemans, H. ;
Siderius, C. ;
Lutz, A. F. ;
Nepal, S. ;
Ahmad, B. ;
Hassan, T. ;
von Bloh, W. ;
Wijngaard, R. R. ;
Wester, P. ;
Shrestha, A. B. ;
Immerzeel, W. W. .
NATURE SUSTAINABILITY, 2019, 2 (07) :594-601
[6]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[7]  
Campbell G. S., 1985, Soil physics with BASIC. Transport models for soil-plant systems.
[8]  
ColorBrewer R., 2018, PACKAGE RANDOMFOREST
[9]  
Dec D, 2009, REV CIENC SUELO NUTR, V9
[10]   Critical Review of Thermal Conductivity Models for Unsaturated Soils [J].
Dong Y. ;
McCartney J.S. ;
Lu N. .
Geotechnical and Geological Engineering, 2015, 33 (02) :207-221