Evidence map›Paper›PMID 41872324›Full record

ArticleScientific reports2026

A novel taguchi-ocra optimization framework for incremental sheet metal forming of miniature conical cups with multi-response validation and cross-geometry applicability.

S P Sundar Singh Sivam, Stalin Kesavan, A Johnson Santhosh

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In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

S P Sundar Singh SivamDepartment of Mechanical Engineering, College of Engineering and Technology, SRM Institute of Science and Technology, Kattankulathur, 603203, Tamil Nadu, India. legendsundar2k6@gmail.com.
Stalin KesavanDepartment of Marine Engineering, Amet University, East Coast Road, 603 112, Kanathur, Chennai, India.
A Johnson SanthoshFaculty of Mechanical Engineering, Jimma Institute of Technology, Jimma University, Jimma, Ethiopia. johnson.antony@ju.edu.et.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aims to optimize the incremental sheet metal forming (ISMF) process for conical miniature cups by simultaneously improving formability, dimensional accuracy, energy efficiency, and sustainability. An L9 Taguchi experimental design was employed to investigate four key process parameters: feed rate, forming depth, step size, and sheet material. Multiple performance responses, including wall angle, thickness reduction, surface roughness, forming time, springback, and power consumption, were evaluated. Operational Competitiveness Rating Analysis (OCRA) was integrated with the Taguchi approach to rank alternatives and identify the optimal parameter combination. The proposed framework was further validated through confirmation experiments, ANOVA, repeatability and reproducibility tests, sensitivity analysis with multiple MCDA methods, dimensional and surface quality assessment, cross-validation using different geometries, and a simplified use-phase life cycle assessment. The optimized condition (90 mm/min feed rate, 0.10 mm depth, 0.25 mm step size, and copper sheet) reduced forming time by 18.75%, power consumption by 56.25%, and per-part energy use and CO₂ emissions by about 64.5% compared with the non-optimized condition. Surface roughness and springback were also reduced, while dimensional accuracy and repeatability remained within acceptable limits. Cross-validation confirmed good transferability to cylindrical geometries, although moderate deviations were observed for prismatic parts. Overall, the study presents a robust Taguchi-OCRA-based decision framework for sustainable ISMF optimization.

Indexed as

Energy efficiencyIncremental sheet metal formingMiniature cupsOCRAProcess optimizationSustainabilityTaguchi method

Identifiers

PMID41872324
PMCPMC13153362

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.