3:40pm - 4:00pm
ID: 359
/ OC2: 1
Topics:
Static and Quasi-Static Fields, AI and Machine Learning Technologies
Keywords:
Deep learning, surrogate model, finite element analysis, magneto-thermal analysis, TEAM Problem
Predicting Transient Thermal Maps via a DNN Method for Solving TEAM Workshop Problem 36
Paolo Di Barba
1
,
Maria Evelina Mognaschi
1
, Anna Maria Cavazzini
2
, Matteo Ciofani
2
, Fabrizio Dughiero
2
, Michele Forzan
2
, Matteo Lazzarin
2
, David Alister Lowther
3
, Jan K. Sykulski
4
1
University of Pavia, Italy;
2
University of Padova, Italy;
3
McGill University, Montreal, Canada;
4
University of Southampton, Southampton, UK
4:00pm - 4:20pm
ID: 449
/ OC2: 2
Topics:
Optimization and Design, AI and Machine Learning Technologies
Keywords:
Interior Permanent Magnet Synchronous Motor, Shapley Additive Explanations, Topology optimization
Topology Optimization of Permanent Magnet Synchronous Motor with Shapley Additive Explanations
Hidenori Sasaki
, Koichi Yamamura
Hosei University, Japan
4:20pm - 4:40pm
ID: 379
/ OC2: 3
Topics:
AI and Machine Learning Technologies
Keywords:
Convolutional neural network, design optimization, iron loss, permanent magnet motor, transformer.
Investigation of Iron Loss Prediction Model for Automatic Design System of IPMSMs
Yuki Shimizu
Ritsumeikan University, Japan
4:40pm - 5:00pm
ID: 424
/ OC2: 4
Topics:
Material Modelling
Keywords:
Magnetic Hysteresis, Magnetic Materials, Neural Networks, Deep Learning
The Application of Neural Networks to the Computation of Magnetic Hysteresis
Niilo Vuokila, Christos Cunning, Jayson Zhang, Nader Akel, Arbaaz Khan,
David Lowther
McGill University, Canada
5:00pm - 5:20pm
ID: 300
/ OC2: 5
Topics:
Optimization and Design, Novel Computational Methods for Machines and Devices, AI and Machine Learning Technologies
Keywords:
Deep Learning, Surrogate Model, Finite Element Analysis, Electrical Motors
Comparison of Learning-based Surrogate Models for Electric Motors
Yihao Xu
1,2
,
Bingnan Wang
1
, Yusuke Sakamoto
1,3
, Tatsuya Yamamoto
3
, Yuki Nishimura
3
1
Mitsubishi Electric Research Laboratories, United States of America;
2
Mechanical and Industrial Engineering, Northeastern University, Boston, MA 02120 USA;
3
Advanced Technology R&D Center, Mitsubishi Electric Corporation, Amagasaki, Hyogo 661-8661 Japan
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