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Akhtar Zeb

VTT Technical Research Centre of Finland

FIN-02044 VTT

Finland

SCHOLARLY PAPERS

3

DOWNLOADS

213

TOTAL CITATIONS

0

Scholarly Papers (3)

1.

Physics-Informed Machine Learning Surrogate Models: Enhancing Data-Driven Forecasting for Digital Twins in Mineral Processing

Number of pages: 24 Posted: 04 Feb 2025
Mikko Seppi, Joonas Linnosmaa and Akhtar Zeb
VTT Technical Research Centre of Finland, VTT Technical Research Centre of Finland and VTT Technical Research Centre of Finland
Downloads 129 (572,948)

Abstract:

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physics-informed machine learning, surrogate modelling, mineral processing, gold flotation, multivariate multistep forecasting

2.

Concept for Predicting the Gearbox Efficiency: Experiments, Simulations, and Surrogate Modelling

Number of pages: 48 Posted: 05 Mar 2025
VTT Technical Research Centre of Finland, VTT Technical Research Centre of Finland, affiliation not provided to SSRN, affiliation not provided to SSRN, Tampere University of Technology - Laboratory of Materials Science, affiliation not provided to SSRN and VTT Technical Research Centre of Finland
Downloads 46 (1,121,190)

Abstract:

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Gearbox, Efficiency, MBS modelling, Simulation

3.

Gearbox efficiency prediction: combining friction measurements, tribo-dynamics, and surrogate modelling

Number of pages: 43 Posted: 22 Sep 2025
VTT Technical Research Centre of Finland, VTT Technical Research Centre of Finland, affiliation not provided to SSRN, affiliation not provided to SSRN, Tampere University of Technology - Laboratory of Materials Science, affiliation not provided to SSRN and VTT Technical Research Centre of Finland
Downloads 38 (1,222,651)

Abstract:

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friction, Multi-body system, Efficiency, Gear surface, Lubricant, Mechanical power losses