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Open Access Academic Papers from Research Square

3 results found
Article under-review

Hybrid Constitutive Law with Machine Learning for Sintering of Advanced Ceramics

Baber SALEEM, Peter POLAK, Ran HE, Savvaki Savva, Jonathan PHILLIPS, Jingzhe PAN

Predictive simulation of sintering-induced distortion remains challenging for ceramic components subjected to gravity and mechanical constraint. Classical constitutive sintering laws reproduce free de...

Scientific Reports 2026-04-22 rs-9359299
sintering deformation constrained sintering hybrid constitutive modelling artificial neural networks finite element analysis
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Research Article posted

Comparative forecasting of geomagnetic Storms: Artificial Neural Networks vs. Supervised Machine Learning

Mostafa Hegy, Amira M. El Nazer, Adnene Laf, Efrem Amanuel Data

This study presents a forecasting and comparative analysis of moderate geomagnetic storms using artificial neural networks (ANNs). Four moderate geomagnetic storm events that occurred during 2022, in ...

Research Square 2026-04-21 rs-9461478
Geomagnetic storms SYM-H index Coronal mass ejections Artificial neural networks Space weather forecasting
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Research Article under-review

Hydrochemical Characterization and Water Quality Modelling of the Axios River (Northern Greece) Using Factor Analysis, Artificial Neural Networks and Multiple Linear Regression

Vasiliki Kinigopoulou, Christos Mattas, Ioannis Vrouhakis, Evangelos Hatzigiannakis

This study investigates the hydrochemical characteristics and controlling factors of water quality along the Axios River (Northern Greece) using a combination of statistical methods and artificial neu...

Environmental Monitoring and Assessment 2026-04-20 rs-9232782
Hydrochemistry Water quality modelling Electrical conductivity Artificial neural networks Multivariate statistical analysis Feature selection Machine learning River systems
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