Deep Neural Network Technique for High-Dimensional Microwave Modeling and Applications to Parameter Extraction of Microwave Filters

• Published in: IEEE transactions on microwave theory and techniques Vol. 67; no. 10; pp. 4140 - 4155
• Main Authors: Jin, Jing, Zhang, Chao, Feng, Feng, Na, Weicong, Ma, Jianguo, Zhang, Qi-Jun
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.10.2019; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Activation; Algorithms; Artificial neural networks; Biological neural networks; Deep learning; deep neural networks; high dimension; Machine learning; Mathematical models; Microwave circuits; Microwave filters; microwave modeling; Modelling; Neural networks; Neurons; parameter extraction; Parameters; Pattern recognition; Switching theory; Training

This article introduces the deep neural network method into the field of high-dimensional microwave modeling. Deep learning is nowadays highly successful in solving complex and challenging pattern recognition and classification problems. This article investigates the use of deep neural networks to s...