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

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.

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Publication Details

Journal
Scientific Reports
Published
2026-03-23
DOI
https://doi.org/10.1038/s41598-026-44398-4
Primary Topic
Metal Forming Simulation Techniques
Type
article
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article

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

Stalin Kesavan, S. P. Sundar Singh Sivam, A. Johnson Santhosh
Scientific Reports
Metal Forming Simulation Techniques
article

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

Stalin Kesavan, S. P. Sundar Singh Sivam, A. Johnson Santhosh
article en

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.

Scientific Reports
Jimma University (ET), SRM Institute of Science and Technology (IN), AMET University (IN)
Responsible consumption and production
Openalex Percentile: Top 12%
Metal Forming Simulation Techniques
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A novel taguchi–ocra optimization framework for incremental sheet metal forming of miniature conical cups with multi-response validation and cross-geometry applicability — Stalin Kesavan, S. P. Sundar Singh Sivam, et al. · Scientific Reports (2026) | TGRS Research Map | TGRS