Parameter estimation of in-situ thermal response tests for borehole ground heat exchangers

Abstract This paper discusses some aspects of parameters estimation used in in-situ thermal response tests of ground heat exchangers, including sensitivity analysis and comparison of iterative minimization algorithms. First, several sensitivity coefficients of parameters and uncertainties occurring in in-situ tests are examined in depth. Starting from an analytical heat transfer model of borehole ground heat exchangers, sensitivity coefficients for single U-tube ground heat exchangers are of analytical forms. The sensitivity analysis provides some general and new guidelines for mitigating the influence of testing uncertainties. Next, Monte Carlo simulation is performed to evaluate reliability of two powerful minimization algorithms, the Levenberg–Marquardt method and a trust region method subject to bounds. The Monte Carlo simulation shows that if thermal diffusivity of soil is an estimated parameter, the Levenberg–Marquardt method may result in unreliable results, and its performance depends strongly on the quality of the initial guessed values. In contrast, the interior trust region method considered in this paper can produce more reliable results, and its performance depends on the range of input parameters bounds. Finally, feasibility of the highlighted methodology is illustrated by applying it to two real in-situ thermal response tests.

[1]  L. Gosselin,et al.  Numerical analysis of thermal response tests with a groundwater flow and heat transfer model , 2011 .

[2]  Johan Claesson,et al.  Conductive heat extraction to a deep borehole: Thermal analyses and dimensioning rules , 1988 .

[3]  Thomas F. Coleman,et al.  An Interior Trust Region Approach for Nonlinear Minimization Subject to Bounds , 1993, SIAM J. Optim..

[4]  Ryozo Ooka,et al.  Evaluation of estimation method of ground properties for the ground source heat pump system , 2010 .

[5]  G. Florides,et al.  First in situ determination of the thermal performance of a U-pipe borehole heat exchanger, in Cyprus , 2008 .

[6]  Z. Fang,et al.  Heat transfer analysis of boreholes in vertical ground heat exchangers , 2003 .

[7]  M. N. Özişik,et al.  Inverse Heat Transfer: Fundamentals and Applications , 2000 .

[8]  S. Gehlin Thermal response test : method development and evaluation , 2002 .

[9]  A. Busso,et al.  First in situ determination of ground and borehole thermal properties in Latin America , 2004 .

[10]  Z. Fang,et al.  A SIMPLIFIED MODEL FOR MEASURING THERMAL PROPERTIES OF DEEP GROUND SOIL , 2004 .

[11]  J. C. Jaeger,et al.  Conduction of Heat in Solids , 1952 .

[12]  Jeffrey D. Spitler,et al.  Editorial: Ground-Source Heat Pump System Research—Past, Present, and Future , 2005 .

[13]  Leyla Ozgener,et al.  Development of geothermal energy utilization in Turkey: a review , 2004 .

[14]  J. Beck,et al.  Determining effective soil formation thermal properties from field data using a parameter estimation technique , 1998 .

[15]  Mustafa Inalli,et al.  In-situ thermal response test for ground source heat pump system in Elazığ, Turkey , 2009 .

[16]  Jeffrey D. Spitler,et al.  Ground-Source Heat Pump System Research— Past, Present, and Future , 2005 .

[17]  Lyesse Laloui,et al.  Advanced Compact Device for the In-situ Determination of Geothermal Characteristics of Soils , 2008 .

[18]  J. Beck,et al.  Field Test of a New Method for Determining Soil Formation Thermal Conductivity and Borehole Resistance , 2000 .

[19]  James V. Beck,et al.  Parameter Estimation in Engineering and Science , 1977 .

[20]  Hongxing Yang,et al.  Vertical-borehole ground-coupled heat pumps: A review of models and systems , 2010 .

[21]  Chengying Qi,et al.  Improved method and case study of thermal response test for borehole heat exchangers of ground source heat pump system , 2010 .

[22]  Jeffrey D. Spitler,et al.  Development of an in-situ system and analysis procedure for measuring ground thermal properties , 2000 .

[23]  Thomas F. Coleman,et al.  On the convergence of interior-reflective Newton methods for nonlinear minimization subject to bounds , 1994, Math. Program..

[24]  Hikari Fujii,et al.  An improved thermal response test for U-tube ground heat exchanger based on optical fiber thermometers , 2009 .

[25]  D. Marcotte,et al.  On the estimation of thermal resistance in borehole thermal conductivity test , 2008 .

[26]  Esmail M. A. Mokheimer,et al.  First in situ determination of the ground thermal conductivity for boreholeheat exchanger applications in Saudi Arabia , 2009 .

[27]  Georgios A. Florides,et al.  Ground heat exchangers—A review of systems, models and applications , 2007 .