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Brugnolli Marco

affiliation not provided to SSRN

SCHOLARLY PAPERS

2

DOWNLOADS

87

TOTAL CITATIONS

0

Scholarly Papers (2)

Predicting High-Cycle Fatigue Life in Laser-Cut Structural Joints Using Stochastic Emulators and Active Learning

Number of pages: 28 Posted: 22 Dec 2025
University of Trento - Department of Civil, Environmental and Mechanical Engineering, ETH Zurich - Chair of Risk, Safety and Uncertainty Quantification, University of Trento, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Trento
Downloads 61 (976,517)

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High-Cycle Fatigue, Laser Cutting, Active Learning, Stochastic Polynomial Chaos Expansion, Structural Steel

Predicting High-Cycle Fatigue Life in Laser-Cut Structural Joints Using Stochastic Emulators and Active Learning

Number of pages: 25 Posted: 13 Jun 2026
University of Trento - Department of Civil, Environmental and Mechanical Engineering, ETH Zurich - Chair of Risk, Safety and Uncertainty Quantification, University of Trento, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Trento
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High-Cycle Fatigue, Laser Cutting, Active Learning, Stochastic Polynomial Chaos Expansion, Structural Steel

2.

Reliability-based Process Optimization of the Surface Roughness of Laser-Cut Structural Steels Using Stochastic Emulators

Number of pages: 36 Posted: 14 May 2026
University of Trento - Department of Civil, Environmental and Mechanical Engineering, ETH Zurich - Chair of Risk, Safety and Uncertainty Quantification, University of Trento, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Trento
Downloads 18 (1,481,165)

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laser cutting, Surface roughness, Stochastic polynomial chaos expansion, Support vector classifier, Reliability-based optimization