IEEE AP-S/URSI 2022 || Denver, Colorado, USA || 10-15 July 2022

MO-SP.1P: Design and Optimization of Antennas using Machine Learning

Mon, 11 Jul, 13:20 - 17:00 Denver Time (UTC -7)

Location: Centennial A/B/C (HR)

Session Co-Chairs: Peiqin Liu, National University of Singapore and Zhi Ning Chen, National University of Singapore

Track: Special Sessions

Mon, 11 Jul, 13:20 - 13:40 Denver Time (UTC -7)

MO-SP.1P.1: A Beam-Splitting Metasurface Designed by Optimization & Machine-Learning

Parinaz Naseri, Stewart Pearson, Sean V. Hum, University of Toronto, Canada

Mon, 11 Jul, 13:40 - 14:00 Denver Time (UTC -7)

MO-SP.1P.2: Array Control Via Convolutional Neural Networks

Garrett Harris, Michael A. Saville, Wright State University, United States

Mon, 11 Jul, 14:00 - 14:20 Denver Time (UTC -7)

MO-SP.1P.3: Beam-Scanning Metalens Antenna using Prior-Knowledge-Guided Machine-Learning-Based Synthesis

Peiqin Liu, Zhi Ning Chen, National University of Singapore, Singapore

Mon, 11 Jul, 14:20 - 14:40 Denver Time (UTC -7)

MO-SP.1P.4: Machine Learning Application For Antenna Design

Mohsen Farmahini Farahani, Allen Tran, Qualcomm, United States

Virtual Presentation

Mon, 11 Jul, 14:40 - 15:00 Denver Time (UTC -7)

MO-SP.1P.5: Wideband Millimeter-Wave Horizontally Polarized Omnidirectional Antenna Using Machine-Learning-Assisted Optimization Method

Yajie Gong, Qi Wu, Chen Yu, Haiming Wang, Wei Hong, State Key Laboratory (SKL) of Millimeter Waves, Southeast University, China; Weishuang Yin, State Key Laboratory of Mobile Network and Mobile Multimedia Technology,ZTE Corporation, China

Coffee Break

Mon, 11 Jul, 15:20 - 15:40 Denver Time (UTC -7)

MO-SP.1P.6: Hyperparameters Tuning of Prior Knowledge-Driven Multilayer Perceptron Model Using Particle Swarm Optimization for Inverse Modeling

Debanjali Sarkar, Taimoor Khan, Fazal Ahmed Talukdar, NIT Silchar, India; Sembiam R. Rengarajan, California State University, United States

Mon, 11 Jul, 15:40 - 16:00 Denver Time (UTC -7)

MO-SP.1P.7: Inverse GRIN Lens Design Using Artificial Neural Network and Geometrical Optics

Wei Wang, Jiahao Huang, Hassna Ouassal, Jonathan Chisum, University of Notre Dame, United States

Mon, 11 Jul, 16:00 - 16:20 Denver Time (UTC -7)

MO-SP.1P.8: Convolutional Neural Network Based Antenna Beam Coefficient Generation for Planar Arrays

Glendyn King, Md Asaduzzaman Towfiq, i5 Technologies, Inc., United States; Ali Gurbuz, Mississippi State University, United States; Bedri Cetiner, Utah State University, United States

Virtual Presentation

Mon, 11 Jul, 16:20 - 16:40 Denver Time (UTC -7)

MO-SP.1P.9: An Angularly Stable Triple-band Reflective Polarizing Surface Using a Generative Adversarial Network

Parinaz Naseri, Sean V. Hum, University of Toronto, Canada; George Goussetis, Heriot-Watt University, United Kingdom; Nelson J. G. Fonseca, European Space Agency, Netherlands

Virtual Presentation

Mon, 11 Jul, 16:40 - 17:00 Denver Time (UTC -7)

MO-SP.1P.10: Hardware-friendly Unsupervised Coding Scheme for Reconfigurable Intelligent Surface Based on Binary Neural Networks

Tao Shan, Maokun Li, Fan Yang, Shenheng Xu, Tsinghua University, China