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Design of Mounting Bracket for Avionics Units of High Speed Research Vehicle

2025· article· W7108323135 on OpenAlexaff

Bibliographic record

Venuenot available
Typearticle
Language
FieldEngineering
TopicVehicle Noise and Vibration Control
Canadian institutionsDefence Research and Development Canada
Fundersnot available
KeywordsAvionicsVibrationModal analysisIntegrated modular avionicsFinite element methodNatural frequency

Abstract

fetched live from OpenAlex

Abstract The present study focuses on design of mounting bracket for avionics units located in avionics bay of a high speed research vehicle. The avionics units are mounted on bulkheads, which are made of aluminium alloy. The objective of the current study is to design mounting bracket/bulkheads for the avionics units whose natural frequency is greater than the operating frequency of the avionics units and response grms value at mounting location is less than the acceptable level for the package. The acceptable grms level for Avionics unit-1 (AU-1) is 15g and for Avionics unit-2 (AU-2) is 12g. The operating frequency for AU-2 is 400-450 Hz. A finite element based approach has been carried out to design the mounting brackets for the avionics units. A finite element model of avionics bay along with bulkheads has been generated through a commercial finite element software and mass of all packages present in the avionics bay has been simulated as point masses. Mounting brackets are stiffened and sized such that their first natural frequency is above 500Hz. To see the effect of random vibration, a detailed response analysis was performed on the avionics bay. Modal analysis of the entire avionics bay with the simulated masses was performed and frequencies ranging from 0-2000Hz were extracted. Then the entire section is subjected to base excitation. The input vibration levels are as per MIL standard. Input vibrations was provided for a frequency range of 20-2000Hz. The input amplitude of power spectral density acceleration (PSDG) is 0.03 G2/Hz from 100 to 1000Hz frequency. From the response PSD plot the frequencies which get excited more to the input are understood and the output grms at the mounting locations of the avionics units are found out.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.744
Threshold uncertainty score0.888

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
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 head0.088
GPT teacher head0.336
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 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
Published2025
Admission routes1
Has abstractyes

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