An intelligent system for design optimization of electromagnetic devices

1994 ◽  
Vol 30 (5) ◽  
pp. 3633-3636 ◽  
Author(s):  
O.A. Mohammed ◽  
R. Merchant ◽  
F.G. Uler
Keyword(s):  
Design Optimization ◽  
Intelligent System ◽  
Electromagnetic Devices

scholarly journals Machine Learning for Design Optimization of Electromagnetic Devices: Recent Developments and Future Directions

2021 ◽  
Vol 11 (4) ◽  
pp. 1627
Author(s):  
Yanbin Li ◽  
Gang Lei ◽  
Gerd Bramerdorfer ◽  
Sheng Peng ◽  
Xiaodong Sun ◽  
...  
Keyword(s):  
Machine Learning ◽  
Design Optimization ◽  
Optimization Methods ◽  
Machine Learning Algorithms ◽  
Cloud Services ◽  
Robust Design Optimization ◽  
Support Vector ◽  
Future Directions ◽  
Electromagnetic Devices ◽  
Recent Developments

This paper reviews the recent developments of design optimization methods for electromagnetic devices, with a focus on machine learning methods. First, the recent advances in multi-objective, multidisciplinary, multilevel, topology, fuzzy, and robust design optimization of electromagnetic devices are overviewed. Second, a review is presented to the performance prediction and design optimization of electromagnetic devices based on the machine learning algorithms, including artificial neural network, support vector machine, extreme learning machine, random forest, and deep learning. Last, to meet modern requirements of high manufacturing/production quality and lifetime reliability, several promising topics, including the application of cloud services and digital twin, are discussed as future directions for design optimization of electromagnetic devices.

Design optimization of electromagnetic devices using artificial neural networks

1992 ◽  
Vol 28 (5) ◽  
pp. 2805-2807 ◽  
Author(s):  
O.A. Mohammed ◽  
D.C. Park ◽  
F.G. Uler ◽  
C. Ziqiang
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Design Optimization ◽  
Electromagnetic Devices ◽  
Artificial Neural

On the creation of a generalized design optimization environment for electromagnetic devices

2001 ◽  
Vol 37 (5) ◽  
pp. 3562-3565 ◽  
Author(s):  
O.A. Mohammed ◽  
D.A. Lowther ◽  
M.H. Lean ◽  
B. Alhalabi
Keyword(s):  
Design Optimization ◽  
Electromagnetic Devices ◽  
The Creation
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