Research Topics (Ongoing)

Machine Learning and Optical Machines for the Next Generation of Wireless Communications, and the applications of AI

Topic 1

Lightweight Decentralized Learning for IoT Systems

Collaborative Research with HaseLab@Tokyo University of Science, Japan.

In this research, we work on lightweight decentralized learning-based autonomous communication parameters adjustment approaches for IoT systems.

References:

[J5] I. Urabe, A. Li*, et al., Sensors, 2023.

[J4] A. Li, et al., arXiv:2208.01824, 2022.

[J3] S. Hasegawa, A. Li*, et al., Applied Sciences, 2022.

[J2] D. Yamamoto, A. Li, et al., IEEE ACCESS, 2022.

[J1] T. Onishi, A. Li, et al., IEICE Commun. Express, 2021.

[C10] M. Fujisawa, A. Li et al., IEICE NOLTA, 2023.

[C9] T. Osada, A. Li, et al., IEEE ICAIIC, 2023.

[C8] I. Urabe, A. Li, et al., JKCCS, 2023.

[C7] A. Li et al., IEICE NOLTA, 2022.

[C6] I. Urabe, A. Li, et al., AICON, 2022.

[C5] A. Li., IEEE VTC Fall, 2022.

[C4] A. Li et al., IEEE DySPAN, 2021.

[C3] R. Kitagawa, A. Li, et al., MITA, 2021.

[C2] H. Furukawa, A. Li, et al., IEEE CCNC, 2020.

[C1] H. Furukawa, A. Li, et al., IEICE ICETC, 2020.

Topic 4

Applications of AI

① Machine Learning for Bioinformatics

Collaborative Research with BioAI-Lab@Hainan University, Haikou China

Topic 2

Development of Novel Wireless Techniques for IoT Systems

Collaborative Research with HaseLab@Tokyo University of Science, Japan.

In this research, we work on the development of novel wireless techniques such as modulation/coding/multiplexing techniques, etc.

References:

[J2] F. Peper, K. Leibnitz, C. Tanaka, K. Honda, M. Hasegawa, K. Theofilis, A. Li, and N. Wakamiya, IEEE TGCN, 2021.

[J1] C. Tanaka, A. Li, et al., IEICE NOLTA, 2021.

[C3] K. Honda, F. Peper, A. Nakamura, A. Li, et al., IEEE ISCIT, 2021.

[C2] F. Peper, A. Li, et al., IEEE GLOBECOM, 2020.

[C1] C. Tanaka, A. Li, et al., IEICE NOLTA, 2020.

Topic 5

Implementation of AI Algorithms

Topic 3

Optical Machines for Ultra-Fast Optimization of Resource Allocation in Wireless Communications

Collaborative Research with HaseLab@Tokyo University of Science, Japan, NTT Basic Research Laboratories, Japan and NaruseLab@The University of Tokyo, Japan

In this research, we work on quantum annealing/laser chaos for ultra-fast optimization of resource allocation in wireless communications (NOMA systems, UAV systems, WLAN systems, RIS, etc.)

References: