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Record W3049195129

Evaluation of Flat Plate Solar Collector With Integral Fin Extruded Aluminium Tubes

2019· article· en· W3049195129 on OpenAlexaboutno aff
Suyog Wani, K. Srinivasan, Pradip Dutta

Bibliographic record

VenueePrints@IISc (Indian Institute of Science) · 2019
Typearticle
Languageen
FieldEnergy
TopicSolar Thermal and Photovoltaic Systems
Canadian institutionsnot available
Fundersnot available
KeywordsAluminiumFinMaterials scienceBrazingExtrusionTube (container)Composite materialCopperWeldingMetallurgy
DOInot available

Abstract

fetched live from OpenAlex

Flat plate collector (FPC) is a central component of any solar water heating system. The efficiency of FPC is determined by performance of absorber plate. Absorber plate has conventionally been comprised of copper tubes with brazed fins. The present study is an attempt to investigate the possibility of replacing copper-based absorber system with aluminium and thereby reduce cost significantly. The extra thermal resistance caused by introducing aluminium is compensated by avoiding a fin-tube weld joint with the help of extruded fin-tube arrangement. Thermal resistance analysis of the commercially available collector and modified Al-FPC has been carried out which suggests that the latter has nearly same overall heat loss coefficient as former one. Extruded aluminium fin-tube modules have been fabricated followed by performance testing on commercial and modified collector for over two month period. Performance testing results show that under same solar irradiation and weather conditions the modified collector performs as efficiently as the conventional one. Extrusion process limits the minimum fin thickness possible resulting in considerable increase in the use of aluminium in absorber plate. © 2019, Toronto Metropolitan University. All rights reserved.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.028
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.025
GPT teacher head0.256
Teacher spread0.230 · 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.

Study designBench or experimental
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
Published2019
Admission routes1
Has abstractyes

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