MétaCan
Menu
Back to cohort
Record W4410432922 · doi:10.1016/j.enbenv.2025.05.004

Operating performance of middle-deep coaxial borehole heat exchangers based on TRNSYS simulation

2025· article· en· W4410432922 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEnergy and Built Environment · 2025
Typearticle
Languageen
FieldEnergy
TopicGeothermal Energy Systems and Applications
Canadian institutionsnot available
FundersKey Technology Research and Development Program of ShandongMinistry of Natural Resources
KeywordsTRNSYSHeat exchangerBoreholeCoaxialGeologyEnvironmental scienceMechanicsMechanical engineeringEngineeringGeotechnical engineeringMeteorologyThermalPhysics

Abstract

fetched live from OpenAlex

ABSTRACT Application of the middle-deep coaxial borehole heat exchanger (CBHE) in building heating has been gradually accepted by the public, and has become one of the emerging technologies to extract geothermal energy. This study aims to provide theoretical references for practical projects by simulating the long-term heat transfer characteristics of CBHEs using TRNSYS software. Firstly, this paper proposes a dual-mode operation strategy based on the dynamic response of thermal loads and constructs the middle-deep CBHE system model using software modules. After comparing inlet and outlet water temperature between data obtained from an actual project and the simulation results to validate the model, the impact of factors including the geothermal gradient, ground thermal conductivity, specific heat transfer rate, and run-time ratio are simulated. Additionally, the variation laws of system performance and the energy efficiency of thermal extraction under different influencing factors are analyzed. The results show that the outlet temperature decreases as the geothermal gradient decreases, and the CB^gHE system cannot operate normally for a long time when the outlet temperature is low. According to the influence of ground thermal conductivity on inlet and outlet water temperatures, insulation measures should be taken. To ensure long-term stability between ground heat extraction and heat recovery, the specific heat transfer rate of a continuously operating heating system should not exceed 150 W/m. Moreover, intermittent heating can improve the specific heat transfer rate of a single well. The system average coefficient of performance (COP) increases with the increase of the geothermal gradient and the ground thermal conductivity. When the specific heat transfer rate is 350 W/m, the run-time ratio increases from 1/3 to 5/12, and the energy efficiency of thermal extraction decreases from 16.6% to 11.22%.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.067
Threshold uncertainty score0.541

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.013
GPT teacher head0.212
Teacher spread0.199 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it