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TALON Demonstration Correlator Architecture for Early SKA Array Assemblies

2021· article· en· W3205929520 on OpenAlexaffabout
Brent Carlson, Sonja Vrcic, Thushara Gunaratne

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPhysics and Astronomy
TopicRadio Astronomy Observations and Technology
Canadian institutionsHerzberg Institute of Astrophysics
Fundersnot available
KeywordsFirmwareComputer scienceTelescopeComputer hardwareArchitectureSoftwareBandwidth (computing)OpticsPhysicsTelecommunications

Abstract

fetched live from OpenAlex

The roll-out plan for Square Kilometer Array (Phase 1) (SKA1) Mid Frequency Telescope calls for five array assemblies which progressively integrate an increasing number of receptors and capabilities. The TALON Demonstration Correlator (TDC) is a small correlator / beamformer system to implement the first two array assemblies of the SKA1 Mid Frequency Telescope Correlator / Beamformer (Mid.CBF). The objective of the TDC design is to minimize the amount of hardware required for the early releases, while maximizing re-use of firmware and software across all array assemblies. The TDC is based on the TALON technology and Frequency Slice Architecture (FSA) developed by the National Research Council (NRC) of Canada for the Mid.CBF. The TDC can process input from up to 16 dual-polarized receptors and can simultaneously generate the full visibility sets for all the baselines and form a beam as required for precise timing of known pulsars, both for 800 MHz of observed bandwidth.

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)0.000
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.521
Threshold uncertainty score0.412

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 head0.009
GPT teacher head0.226
Teacher spread0.217 · 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 designTheoretical or conceptual
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

Citations2
Published2021
Admission routes2
Has abstractyes

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