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Record W1486994450 · doi:10.4271/2004-01-1610

Bumper Systems Designed for Both Pedestrian Protection and FMVSS Requirements: Part Design and Testing

2004· article· en· W1486994450 on OpenAlexaboutno aff
Stephen Shuler, Frank Mooijman, Alok Nanda

Bibliographic record

VenueSAE technical papers on CD-ROM/SAE technical paper series · 2004
Typearticle
Languageen
FieldMedicine
TopicAutomotive and Human Injury Biomechanics
Canadian institutionsnot available
Fundersnot available
KeywordsPedestrianComputer scienceVehicle safetySystems engineeringEngineeringReliability engineeringAutomotive engineeringTransport engineering

Abstract

fetched live from OpenAlex

<div class="htmlview paragraph">This paper describes a bumper system designed to meet the current FMVSS (Federal Motor Vehicle Safety Standard) and ECE42 legislation as well as the European Enhanced Vehicle Safety Committee (EEVC) requirements for lower leg pedestrian impact protection <b>[<span class="xref">1</span>]</b> (The EEVC was founded in 1970 in response to the US Department of Transportation's initiative for an international program on Experimental Safety Vehicles. The EEVC steering committee, consisting of representatives from several European Nations, initiates research work in a number of automotive working areas. These research tasks are carried out by a number of specialist Working Groups who operate for over a period of several years giving advice to the Steering Committee who then, in collaboration with other governmental bodies, recommends future courses of action designed to lead to improved safety in vehicles).</div> <div class="htmlview paragraph">A dual performance car bumper system - 4 km/hr barrier and pendulum combined with lower leg impact protection is achieved through a combination of material properties and design. The difficulty in designing such a system arises from conflicting bumper system requirements. In order to achieve lower leg protection, a relatively soft bumper system is required while a relatively stiff system is typically needed to manage barrier and pendulum impacts.</div> <div class="htmlview paragraph">Using computational analysis modeling, an injection molded energy absorber (EA) (<span class="xref">Figure 1</span>) was designed and built to demonstrate the ability to achieve pedestrian protection requirements for knee bending angle, knee shear displacement, and tibia acceleration as well as 4 km/hr pendulum and barrier impacts (ECE42, FMVSS). The energy absorber was also tested to assess 8 km/hr pendulum and barrier impact performance (CMVSS - Canadian Motor Vehicle Safety Standard).</div> <div class="htmlview paragraph">The results demonstrate how an injection molded EA using polycarbonate/polybutyelene terephthalate (PC/PBT) resin (<span class="xref">Figure 1</span>) can meet both FMVSS and pedestrian safety requirements and can do so within a packaging space representative of today's vehicle styling (typically 80 to 120 mm).</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)0.001
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 score0.983
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.065
GPT teacher head0.291
Teacher spread0.227 · 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

Citations7
Published2004
Admission routes1
Has abstractyes

Explore more

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