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Record W2028768776 · doi:10.1115/detc2002/mech-34225

On Dynamic Modeling of Robot Manipulators: The Method of Virtual Links

2002· article· en· W2028768776 on OpenAlexaff
R. F. Abo-Shanab, Nariman Sepehri, Q. Wu

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicRobotic Mechanisms and Dynamics
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsComputer scienceBase (topology)Link (geometry)PlanarSerial manipulatorControl theory (sociology)Joint (building)Class (philosophy)RobotTransformation (genetics)Degree (music)Degrees of freedom (physics and chemistry)Parallel manipulatorControl engineeringArtificial intelligenceMathematicsEngineeringControl (management)Structural engineering

Abstract

fetched live from OpenAlex

A new method for dynamic modelling of a class of manipulators is introduced. This class includes manipulators with non-fixed bases or those with joints having more than one degree of freedom. By introducing virtual links appropriately, the method allows transformation of these types of manipulators into the ones having fixed bases and one degree of freedom joints. Conventional methods for dynamic modelling of fixed base serial link manipulators with one degree of freedom joints can then be easily employed. Examples of modelling a link with a spherical joint and a non-fixed base planar manipulator are presented.

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: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.811
Threshold uncertainty score0.277

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 head0.021
GPT teacher head0.234
Teacher spread0.213 · 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 designSimulation or modeling
Domainnot available
GenreMethods

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

Citations6
Published2002
Admission routes1
Has abstractyes

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