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Record W4415966899 · doi:10.1115/1.4070327

Deterministic Design for Load Capacity Enhancement in Planetary Roller Screw Mechanism With Different Thread Profiles

2025· article· en· W4415966899 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Mechanical Design · 2025
Typearticle
Languageen
FieldEngineering
TopicIterative Learning Control Systems
Canadian institutionsMD Precision (Canada)
FundersChina Postdoctoral Science FoundationNational Natural Science Foundation of China
KeywordsThread (computing)Load distributionNutScrew threadContact areaOptimal design

Abstract

fetched live from OpenAlex

Abstract Load distribution in the planetary roller screw mechanism (PRSM) is typically non-uniform, leading to extremely high contact pressure and shortening the service life. This study presented a deterministic design method to address the inherent non-uniformity of load distribution. By the matching design of screw, roller, and nut pitch, the deformation coordination that causes uneven load distribution was effectively compensated. The structural parameters and thread profile of PRSM were further optimized to enhance load capacity. The effects of installation configurations, structural parameters, and thread profiles on the load capacity performance of PRSM were comprehensively explored. A larger nominal diameter ratio of roller to screw reduces the maximum contact pressure on the nut–roller interface consistently, while the pressure on the screw–roller interface decreases initially and then increases, with an about 5/8 ratio offering the optimal balance for load capacity performance across both interfaces. A smaller pitch leads to a more uniform load distribution and a reduction in the maximum contact pressure. Additionally, convex–concave–concave thread profiles for screw, roller, and nut effectively minimize the maximum contact pressure on both interfaces. This study provides a highly effective and innovative tool for the structural design of PRSM with high load capacity.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.926
Threshold uncertainty score0.850

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.029
GPT teacher head0.237
Teacher spread0.208 · 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