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Record W7095565982

Benchmarking Twin Houses and Assessment of the Energy Performance of Two Gas Combo Heating Systems

2007· article· en· W7095565982 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnergy
TopicEnergy Efficiency and Management
Canadian institutionsnot available
Fundersnot available
KeywordsBenchmark (surveying)BenchmarkingEnergy performanceHeat exchangerPerformance improvementEnergy (signal processing)Heating systemFan coil unit
DOInot available

Abstract

fetched live from OpenAlex

A research project was undertaken at the Canadian Centre for Housing Technology to benchmark the energy performance of twin houses and assess the relative energy performance of two different natural gas combo systems. Commissioning and benchmarking of the twin house facility was performed in preparation for these first experiments with the combo systems. One gas combo heating system consisted of a conventional water heater that provided domestic hot water directly and space heating through a heating coil in an air handler that was connected to the house's forced air distribution system. The second gas combo was connected in the same way, but featured condensing gas technology. Both units were installed in parallel to the reference equipment in the same house -- a conventional hot water heater and a condensing gas furnace. The reference configuration was also run to develop and verify the benchmark against which the combo's would be compared. Each combo was assessed over 6 weeks of monitoring for a total of 12 weeks. Half way through the monitoring period for each combo, an adjustment was made to the air handler velocities, and an additional set of performance characteristics was developed for each combo, based on the new air flow velocities. The combo system that was based on conventional water heating technology did not perform as well as the benchmark configuration in the colder portions of the heating season, but equaled the performance of the benchmark in the shoulder seasons. The gas combo that is based on condensing technology showed energy savings over a greater proportion of the heating season than the conventional efficiency gas combo unit. With higher air handler flow rates, the condensing gas combo showed better or equal performance relative to the reference ...

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.

How this classification was reachedexpand

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.649
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.014
GPT teacher head0.262
Teacher spread0.248 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2007
Admission routes1
Has abstractyes

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