FR-A6.1A: Inverse Design and Optimization in Electromagnetics
Fri, 17 Jul, 08:00 - 11:40
Location: Room 251A
Session Type: Oral
Track: AP-S: Track 6: Computational Electromagnetics
Fri, 17 Jul, 08:00 - 08:20

FR-A6.1A.1: Efficient Time-Modulated Array Factor Synthesis Using Knowledge-based Deep Learning
Ricardo E. Sendrea, Ronald P. Jenkins, Michael J. Carter, Eric S. Harper, Air Force Research Labs, United States
Fri, 17 Jul, 08:20 - 08:40

FR-A6.1A.2: Topology Optimization Framework for Mutual Coupling Reduction in Antenna Arrays
Sahar Bagherkhani, University of California, Irvine, United States; Yahya Rahmat-Samii, University of California, Los Angeles, United States; Franco De Flaviis, University of California, Irvine, United States
Fri, 17 Jul, 08:40 - 09:00

FR-A6.1A.3: Fast 3D Access Point Optimal Placement in Multi-Floor Buildings Using U-Net Deep Learning
Edoardo Giusti, Pierpaolo Usai, Danilo Brizi, Agostino Monorchio, Università di Pisa, Italy
Fri, 17 Jul, 09:00 - 09:20

FR-A6.1A.4: Machine Learning Approach in the Design of Optical Traveling-Wave Tapered Slot Antenna for Radio-over-Fiber 5G Base Station Applications
Qingnan Li, McGill University, Canada; Alexandru Bitlan, Académie Michèle-Provost, Canada; Saeed Haydhah, John Zhang, Concordia University, Canada
Fri, 17 Jul, 09:20 - 09:40

FR-A6.1A.5: Automated Evolutionary Optimization of Unit-Cell Based GRIN Lenses Using SADEA
Sam Alexander, Carlos E. Saavedra, Queen's University, Canada
Coffee Break
Fri, 17 Jul, 10:00 - 10:20

FR-A6.1A.6: Generative Machine Learning for Efficient Optimization in RF Component Design
AMIT KUMAR, Clement Mailhe, CNRS@CREATE Ltd, Singapore; Jad Mounayer, Francisco Chinesta, Arts et Metiers Institute of Technology, France; Dominique Baillargeat, CNRS@CREATE Ltd, Singapore
Fri, 17 Jul, 10:20 - 10:40

FR-A6.1A.7: A Topology Refinement Assisted Particle Swarm Optimization Algorithm for Designing Cross-Polarization Converters
Wei Qi Gu, Tongji University, China; Ajay K. Poddar, Ulrich L. Rohde, Synergy Microwave Corporation, United States; Mei Song Tong, Tongji University, China
Fri, 17 Jul, 10:40 - 11:00

FR-A6.1A.8: Physics-Guided Deep Learning for Efficient and Accurate RIS Radiation Pattern Prediction
You-Cheng Chen, You-Ting Chen, Shih-Cheng Lin, Alan Liu, Sheng-Fuh Chang, National Chung Cheng University, Taiwan
Fri, 17 Jul, 11:00 - 11:20

FR-A6.1A.9: A Generalized Complex Permittivity Retrieval Method for Waveguides with Arbitrary Cross-Sectional Filling
Yuan Dong Mao, Bo O. Zhu, Nanjing University, China; Mei Song Tong, Tongji University, China
Fri, 17 Jul, 11:20 - 11:40

FR-A6.1A.10: S-Parameters Oriented Inverse Design of U-Slot Patch Antennas Using Tandem Neural Networks with Weighted Loss Function
Xiaozhu Qin, Jin Pan, University of Electronic Science and Technology of China, China