WE-A6.1A: AI in EM Field Applications I
Wed, 16 Jul, 08:00 - 11:40
Location: Room 203
Session Type: Oral
Track: AP-S: Antenna Applications and Emerging Technologies
Wed, 16 Jul, 08:00 - 08:20

WE-A6.1A.1: Prediction of RF signal in Urban Environment using Multilayer Perceptron
Ling Ma, Yee Hui Lee, Anik Naha Biswas, Jit Seng Lim, Nanyang Technological University, Singapore
Wed, 16 Jul, 08:20 - 08:40

WE-A6.1A.2: 3D Deep Learning-Based Prediction of Vehicle-Mounted Antenna Radiation Patterns
Dinh Thanh Le, Hiroshi Yoshimoto, Toyota Motor Corporation, Japan
Wed, 16 Jul, 08:40 - 09:00

WE-A6.1A.3: Step Toward Smart Agent Electromagnetic Simulators Through Expert-Knowledge Transfer
Abdullah Abdelrahman, Ahmed Kishk, Concordia University, Canada
Wed, 16 Jul, 09:00 - 09:20

WE-A6.1A.4: Quantum Machine Learning for Optimal Antenna Placement
Masoud Salmani Arani, Reza Shahidi, Lihong Zhang, Memorial University of Newfoundland, Canada
Wed, 16 Jul, 09:20 - 09:40

WE-A6.1A.5: Seed Prediction For Phase Retrieval Algorithms For Scanned Aperture Antennas Using Deep Learning
Vignesh Manohar, Delart Technologies Corp, Canada; Yahya Rahmat-Samii, University of California Los Angeles, United States
Coffee Break
Wed, 16 Jul, 10:00 - 10:20

WE-A6.1A.6: A Two-Stage Deep Learning Framework for Enhanced Radio Frequency Sensing Reliability
Prisila Ishabakaki, Hira Hameed Hameed, Muhammad Farooq, Michael Mollel, Hasan Abbas, Muhammad Imran, Qammer Abbasi, University of Glasgow, United Kingdom
Wed, 16 Jul, 10:20 - 10:40

WE-A6.1A.7: Few-Shot RF Spectrogram Analysis using Vision-Language Models for Activity Recognition
Muhammad Zakir Khan, Shuja Ansari, Hasan Abbas, Muhammad Imran, Qammer Abbasi, UNIVERSITY OF GLASGOW, United Kingdom
Wed, 16 Jul, 10:40 - 11:00

WE-A6.1A.8: Deep Learning-Based Positioning System for Underground MIMO Communications: A CNN Approach for Complex Tunnel Environments
Rached Zrafi, Mourad Nedil, University of Quebec in Abitibi-Temiscamingue, Canada; Abdellah Chehri, Department of Mathematics and Computer Science, Royal Military College of Canada, Canada; Ali Gharsallah, Faculty of Sciences, University of Tunis El Manar, Tunis, Tunisie, Tunisia; Isam Eddine Lamri, University of Quebec in Abitibi-Temiscamingue, Canada
Wed, 16 Jul, 11:00 - 11:20

WE-A6.1A.9: Machine Learning Assisted Rank Revealing for Efficient and Robust Global Optimization
Vinicius C. do Nascimento, Dan Jiao, Purdue University, United States
Wed, 16 Jul, 11:20 - 11:40

WE-A6.1A.10: Efficient Prediction of Antenna Parameters Using Ensemble-Based Machine Learning Model
Valliammai Arunachalam, Luke Rosen, Dipankar Mitra, University of Wisconsin-La Crosse, United States; Shuvashis Dey, North Dakota State University, United States; Rahul Gomes, University of Wisconsin-Eau Claire, United States