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Record W2226693831 · doi:10.4271/2007-01-3126

Optimization of Tuneable Emittance Smart Coatings for Thermal Control in Small Satellites

2007· article· en· W2226693831 on OpenAlexafffund
E. Haddad, Roman V. Kruzelecky, Brian J. F. Wong, Wes Jamroz, M. Soltani, Mohamed Chaker, P. Poinas

Bibliographic record

VenueSAE technical papers on CD-ROM/SAE technical paper series · 2007
Typearticle
Languageen
FieldMaterials Science
TopicTransition Metal Oxide Nanomaterials
Canadian institutionsInstitut National de la Recherche Scientifique
FundersCanadian Space AgencyEuropean Space AgencyPolytechnique Montréal
KeywordsThermal emittanceMaterials scienceThermalAerospace engineeringOptoelectronicsComputer scienceControl (management)Engineering physicsAstrobiologyOpticsPhysicsEngineeringMeteorologyBeam (structure)Artificial intelligence

Abstract

fetched live from OpenAlex

<div class="htmlview paragraph">MPB has developed advanced technologies based on smart radiator devices with thin-film tiles (SRDs) employing V<sub>1-x-y</sub>M<sub>x</sub>N<sub>y</sub>O<sub>n</sub>, for the passive dynamic thermal control of space structures and payloads. M and N dopants tailor the transition temperature characteristics of the tuneable IR emittance.</div> <div class="htmlview paragraph">The SRD has successfully passed major ground tests and validated its performance for extended use in the harsh space environment, with a target of up to 15 years GEO, in preparation for a flight demonstration of the technology [<span class="xref">1</span>]. This paper describes the optimization and validation of the SRD as an efficient thermal control system with tuneable thermo-optical properties for a microsat mission.</div> <div class="htmlview paragraph">The optimization involves tailoring the transition temperature characteristics of the tuneable IR emittance to near room temperature by using Tungsten-doped Vanadium targets for the deposition of V<sub>1-x</sub>W<sub>x</sub>O<sub>n</sub>. An additional layer is being investigated in order to bias the emittance tuneability upwards while maintaining the emittance tuneability. This will minimize the required radiator area for a given heat load. A multiple layer coating based on quarter-wavelength (e.g. SiO<sub>n</sub>/VO<sub>n</sub>) selective solar reflector is being employed to minimize the solar optical absorption that has a peak intensity near 500 nm.</div> <div class="htmlview paragraph">MPB's passive thin-film SRD can be applied to Al thermal radiators as a direct replacement for the existing OSR (optical second-reflector) radiator tiles with a net added mass under 100 gm/m<sup>2</sup> but with the added benefits of dynamic variation in the thermal radiation to space to significantly improve the thermal stability of the spacecraft for varying operating conditions at a significant mass and power savings relative to traditional techniques.</div>

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.795
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.000
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 head0.013
GPT teacher head0.243
Teacher spread0.229 · 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

Citations3
Published2007
Admission routes2
Has abstractyes

Explore more

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