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3D printing technology for metal products: from an automatic design system to a real part

2020· article· en· W3089526820 on OpenAlexaboutno aff
A. A. Kulikov, Yuri Nebyshinets, Alena Sidorova, А. Е. Балановский

Bibliographic record

VenueiPolytech Journal · 2020
Typearticle
Languageen
FieldEngineering
TopicAdditive Manufacturing and 3D Printing Technologies
Canadian institutionsnot available
Fundersnot available
Keywords3D printingSlicingRobot weldingWeldingMechanical engineeringProcess (computing)SoftwareEngineeringIndustrial robotEngineering drawingRobotRapid prototypingImpellerManufacturing engineeringComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

The aim of the present study involves the adaptation of a robotic complex based on an industrial robot for 3D printing of metal products by arc welding, the development of a technological process system for printing a real part, as well as an evaluation of the potential for obtaining high-quality metal products using existing equipment. For 3D printing of metal products, a robotic complex based on a KR 210 R2700 PRIME industrial robot (KUKA, Germany) and an S3 mobil SpeedPulse welding machine (Lorch, Germany) were used. 3D object models for printing were created in Autodesk Fusion 360 software. The dedicated Ultimaker Cura 3D printing program was applied for slicing the models into layers. The simulation of the printing process and programming of an industrial robot was carried out using the RoboDK software (Canada). As a result, a technological process for 3D printing an impeller prototype from the design stage to the manufacture of a finished metal product has been developed. A detailed methodology for adapting an industrial KUKA robot for the process of metal product 3D printing using the arc welding method is presented. Following the creation of the 3D model of the impeller in the CAD system, its slicing into layers was performed in a slicer program. In the course of preliminary experiments, the optimal technological parameters of the torch movement speed during weld surfacing of 3 mm/s were determined for the 3D printing of carbon steel workpieces. A carbon steel impeller prototype was printed using a welding machine and a welding wire. The developed technological process for 3D printing of metal products using the arc welding method has demonstrated the potential use of an industrial robot in combination with a welding machine for use as an industrial 3D printer. Future studies will focus on developing a technological process for finishing parts produced by means of 3D printing, as well as printing parts from expensive materials and alloys containing titanium and nickel.

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)0.001
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 score0.816
Threshold uncertainty score0.914

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 science0.0010.000
Research integrity0.0000.001
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 head0.033
GPT teacher head0.246
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 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

Citations6
Published2020
Admission routes1
Has abstractyes

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