A framework based on symbolic regression coupled with eXtended Physics-Informed Neural Networks for gray-box learning of equations of motion from data
Kiyani, Elham, Shukla, Khemraj, Karniadakis, George Em, Karttunen, Mikko
Published in Computer methods in applied mechanics and engineering (01.10.2023)
Published in Computer methods in applied mechanics and engineering (01.10.2023)
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Journal Article
Combining Finite Element and Machine Learning Methods to Predict Structures of Architectured Interlocking Ceramics
Ravanbakhsh, Hossein, Behbahani, Razyeh, Yazdani Sarvestani, Hamidreza, Kiyani, Elham, Rahmat, Meysam, Karttunen, Mikko, Ashrafi, Behnam
Published in Advanced engineering materials (01.05.2023)
Published in Advanced engineering materials (01.05.2023)
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Journal Article
Designing architectured ceramics for transient thermal applications using finite element and deep learning
Kiyani, Elham, Yazdani Sarvestani, Hamidreza, Ravanbakhsh, Hossein, Behbahani, Razyeh, Ashrafi, Behnam, Rahmat, Meysam, Karttunen, Mikko
Published in Modelling and simulation in materials science and engineering (01.01.2024)
Published in Modelling and simulation in materials science and engineering (01.01.2024)
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Journal Article
Machine learning-driven process of alumina ceramics laser machining
Behbahani, Razyeh, Yazdani Sarvestani, Hamidreza, Fatehi, Erfan, Kiyani, Elham, Ashrafi, Behnam, Karttunen, Mikko, Rahmat, Meysam
Published in Physica scripta (01.01.2023)
Published in Physica scripta (01.01.2023)
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Journal Article
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
Kiyani, Elham, Kooshkbaghi, Mahdi, Shukla, Khemraj, Koneru, Rahul Babu, Li, Zhen, Bravo, Luis, Ghoshal, Anindya, Karniadakis, George Em, Karttunen, Mikko
Published in Journal of fluid mechanics (16.04.2024)
Published in Journal of fluid mechanics (16.04.2024)
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Journal Article
Combining Finite Element and Machine Learning Methods to Predict Structures of Architectured Interlocking Ceramics
Ravanbakhsh, Hossein, Behbahani, Razyeh, Yazdani Sarvestani, Hamidreza, Kiyani, Elham, Rahmat, Meysam, Karttunen, Mikko, Ashrafi, Behnam
Published in Advanced engineering materials (01.05.2023)
Published in Advanced engineering materials (01.05.2023)
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Journal Article
Machine-learning-based data-driven discovery of nonlinear phase-field dynamics
Kiyani, Elham, Silber, Steven, Kooshkbaghi, Mahdi, Karttunen, Mikko
Published in Physical review. E (01.12.2022)
Published in Physical review. E (01.12.2022)
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Journal Article
Algebraic Interior and Separation on Linear Vector Spaces: Some Comments
Kiyani, Elham, Soleimani-damaneh, Majid
Published in Journal of optimization theory and applications (01.06.2014)
Published in Journal of optimization theory and applications (01.06.2014)
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Journal Article
Machine learning based data-driven discovery of nonlinear phase-field dynamics
Kiyani, Elham, Silber, Steven, Kooshkbaghi, Mahdi, Karttunen, Mikko
Published in arXiv.org (30.03.2022)
Published in arXiv.org (30.03.2022)
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Paper
Journal Article
Designing architectured ceramics for transient thermal applications using finite element and deep learning
Kiyani, Elham, Sarvestani, Hamidreza Yazdani, Ravanbakhsh, Hossein, Behbahani, Razyeh, Ashrafi, Behnam, Rahmat, Meysam, Karttunen, Mikko
Year of Publication 19.05.2023
Year of Publication 19.05.2023
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Journal Article
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
Kiyani, Elham, Kooshkbaghi, Mahdi, Shukla, Khemraj, Koneru, Rahul Babu, Li, Zhen, Bravo, Luis, Ghoshal, Anindya, Karniadakis, George Em, Karttunen, Mikko
Year of Publication 18.07.2023
Year of Publication 18.07.2023
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Journal Article
Machine Learning-Driven Process of Alumina Ceramics Laser Machining
Behbahani, Razyeh, Hamidreza Yazdani Sarvestani, Fatehi, Erfan, Kiyani, Elham, Ashrafi, Behnam, Karttunen, Mikko, Rahmat, Meysam
Published in arXiv.org (13.06.2022)
Published in arXiv.org (13.06.2022)
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Paper
Journal Article
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
Kiyani, Elham, Kooshkbaghi, Mahdi, Shukla, Khemraj, Rahul Babu Koneru, Li, Zhen, Bravo, Luis, Ghoshal, Anindya, Karniadakis, George Em, Karttunen, Mikko
Published in arXiv.org (18.07.2023)
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Published in arXiv.org (18.07.2023)
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