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Journal Articles

Overview of Design Considerations for Data-Driven Time-Stepping Schemes Applied to Nonlinear Mechanical Systems

Tomas Slimak, Andreas Zwölfer, Bojidar Todorov, Daniel J. Rixen
Journal: Journal of Computational and Nonlinear Dynamics
Publisher: ASME
Article Type: Research-Article
J. Comput. Nonlinear Dynam. July 2024, 19(7): 071012.
Paper No: CND-23-1310
https://doi.org/10.1115/1.4065728
Published Online: June 21, 2024
View Article titled, Overview of Design Considerations for Data-Driven Time-Stepping Schemes Applied to Nonlinear Mechanical Systems
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Topics: Artificial neural networks, Design, Dynamics (Mechanics), Errors, Pendulums, Physics, System dynamics, Time series, Noise (Sound), Machine learning
Journal Articles

Physics-Guided Machine Learning Approach to Safe Quasi-Static Impact Situations in Human–Robot Collaboration

Nemanja Kovinčić, Hubert Gattringer, Andreas Müller, Mathias Brandstötter
Journal: Journal of Computational and Nonlinear Dynamics
Publisher: ASME
Article Type: Research-Article
J. Comput. Nonlinear Dynam. July 2024, 19(7): 071011.
Paper No: CND-23-1268
https://doi.org/10.1115/1.4065671
Published Online: June 18, 2024
View Article titled, Physics-Guided Machine Learning Approach to Safe Quasi-Static Impact Situations in Human–Robot Collaboration
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Topics: Dimensions, Human-robot collaboration, Machine learning, Physics, Robots, Safety, Interpolation
Journal Articles

Physics-Informed Machine Learning for Surrogate Modeling of Heat Transfer Phenomena

Tomoyuki Suzuki, Kenji Hirohata, Yasutaka Ito, Takehiro Hato, Akira Kano
Journal: Journal of Computational and Nonlinear Dynamics
Publisher: ASME
Article Type: Research-Article
J. Comput. Nonlinear Dynam. November 2023, 18(11): 111001.
Paper No: CND-23-1058
https://doi.org/10.1115/1.4063224
Published Online: September 1, 2023
View Article titled, Physics-Informed Machine Learning for Surrogate Modeling of Heat Transfer Phenomena
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Topics: Errors, Heat sinks, Machine learning, Modeling, Temperature, Thermofluids, Time series, Cooling, Heat transfer
Journal Articles

Machine Learning Non-Reciprocity of a Linear Waveguide With a Local Nonlinear, Asymmetric Gate: Case of Strong Coupling

C. Wang, A. Mojahed, S. Tawfick, A. Vakakis
Journal: Journal of Computational and Nonlinear Dynamics
Publisher: ASME
Article Type: Research-Article
J. Comput. Nonlinear Dynam. March 2023, 18(3): 031004.
Paper No: CND-22-1054
https://doi.org/10.1115/1.4056587
Published Online: January 19, 2023
View Article titled, Machine Learning Non-Reciprocity of a Linear Waveguide With a Local Nonlinear, Asymmetric Gate: Case of Strong Coupling
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Topics: Acoustics, Artificial neural networks, Excitation, Gates (Closures), Machine learning, Waveguides, Computer simulation, Simulation, Steady state, Stability
Journal Articles

Special Issue: Selected Papers From 2021 IDETC-CIE MSND Conference

José L. Escalona, Sachin Goyal, Radu Serban, Wei-Che Tai
Journal: Journal of Computational and Nonlinear Dynamics
Publisher: ASME
Article Type: Guest Editorial
J. Comput. Nonlinear Dynam. May 2022, 17(5): 050301.
Paper No: CND-22-1038
https://doi.org/10.1115/1.4054104
Published Online: March 28, 2022
View Article titled, Special Issue: Selected Papers From 2021 IDETC-CIE MSND Conference
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Topics: Multibody systems, Nonlinear dynamics, Computers and information in engineering , Computational methods, Computers, Delays, Design engineering, Dynamics (Mechanics), Machine learning, Modeling