Abstract:
Recently, federated learning (FL) has been a hotspot for its capacity of data privacy protection and excellent performance under few-shot conditions for Internet of Thing...Show MoreMetadata
Abstract:
Recently, federated learning (FL) has been a hotspot for its capacity of data privacy protection and excellent performance under few-shot conditions for Internet of Things (IoT) services. Meanwhile, 6G non-terrestrial network (NTN) provides an effective and affordable option for enhancing IoT device connectivity. When FL meets NTN, various challenges and opportunities will emerge to promote technological evolution in the field of IoT services. Motivated by this, this paper investigates the present situations of FL in NTN from the perspective of perceptive mobile network (PMN), and discusses the open challenges for FL-assisted PMN. Additionally, current opportunities are concluded from three aspects, including sensing and communication (S&C) aided learning, S&C as a task, and edge intelligence. Finally, the future directions are exploited and analyzed. This paper overviews NTN from the perspective of PMN and proposes the framework of sensing assisted FL in NTN. We hope that this article will provide some inspirations for FL and wireless communication researchers.
Published in: IEEE Network ( Volume: 38, Issue: 4, July 2024)
Funding Agency:
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Junsheng Mu (mujs@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications in 2019. He was a Post-Doctoral Fellow of computer science and technology with the Beijing University of Posts and Telecommunications from 2019 to 2022. He is currently an Associate Professor with the School of Information and Communications, Beijing University of Posts and Telecommunications. His research ...Show More
Junsheng Mu (mujs@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications in 2019. He was a Post-Doctoral Fellow of computer science and technology with the Beijing University of Posts and Telecommunications from 2019 to 2022. He is currently an Associate Professor with the School of Information and Communications, Beijing University of Posts and Telecommunications. His research ...View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Yuanhao Cui (cuiyuanhao@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications, China. He is currently a Research Assistant Professor with the Southern University of Science and Technology, Shenzhen, China. He is the CTO and the Co-Founder of two startup companies. His research interests are precoding and protocol designs for ISAC. He serves as the Co-Chair for WCNC/VTC fall/ICC...Show More
Yuanhao Cui (cuiyuanhao@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications, China. He is currently a Research Assistant Professor with the Southern University of Science and Technology, Shenzhen, China. He is the CTO and the Co-Founder of two startup companies. His research interests are precoding and protocol designs for ISAC. He serves as the Co-Chair for WCNC/VTC fall/ICC...View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Wenjiang Ouyang (ouywenjiang@bupt.edu.cn) received the master’s degree in information and communication engineering from the Beijing University of Posts and Telecommunications in 2022, where he is currently pursuing the Ph.D. degree. His research interests include ISAC, wireless communication, and artificial intelligence.
Wenjiang Ouyang (ouywenjiang@bupt.edu.cn) received the master’s degree in information and communication engineering from the Beijing University of Posts and Telecommunications in 2022, where he is currently pursuing the Ph.D. degree. His research interests include ISAC, wireless communication, and artificial intelligence.View more
College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China
Zhaohui Yang (Member, IEEE) (yang_zhaohui@zju.edu.cn) received the Ph.D. degree from Southeast University, Nanjing, China, in 2018. From 2018 to 2020, he was a Post-Doctoral Research Associate with the Center for Telecommunications Research, Department of Informatics, King’s College London, London, U.K. From 2020 to 2022, he was a Research Fellow with the Department of Electronic and Electrical Engineering, University Col...Show More
Zhaohui Yang (Member, IEEE) (yang_zhaohui@zju.edu.cn) received the Ph.D. degree from Southeast University, Nanjing, China, in 2018. From 2018 to 2020, he was a Post-Doctoral Research Associate with the Center for Telecommunications Research, Department of Informatics, King’s College London, London, U.K. From 2020 to 2022, he was a Research Fellow with the Department of Electronic and Electrical Engineering, University Col...View more
Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China
Weijie Yuan (yuanwj@sustech.edu.cn) received the B.E. degree from the Beijing Institute of Technology, China, in 2013, and the Ph.D. degree from the University of Technology Sydney, Australia, in 2019. In 2016, he was a Visiting Ph.D. Student with the Institute of Telecommunications, Vienna University of Technology, Austria. From 2017 to 2019, he was a Research Assistant with The University of Sydney, a Visiting Associate...Show More
Weijie Yuan (yuanwj@sustech.edu.cn) received the B.E. degree from the Beijing Institute of Technology, China, in 2013, and the Ph.D. degree from the University of Technology Sydney, Australia, in 2019. In 2016, he was a Visiting Ph.D. Student with the Institute of Telecommunications, Vienna University of Technology, Austria. From 2017 to 2019, he was a Research Assistant with The University of Sydney, a Visiting Associate...View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Xiaojun Jing (jxiaojun@bupt.edu.cn) received the M.S. and Ph.D. degrees from the National University of Defense Technology, Changsha, China, in 1995 and 1999, respectively. He is currently a Professor with the Beijing University of Posts and Telecommunications. His research interests include wireless communication, information security, and image processing.
Xiaojun Jing (jxiaojun@bupt.edu.cn) received the M.S. and Ph.D. degrees from the National University of Defense Technology, Changsha, China, in 1995 and 1999, respectively. He is currently a Professor with the Beijing University of Posts and Telecommunications. His research interests include wireless communication, information security, and image processing.View more
Contents School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Junsheng Mu (mujs@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications in 2019. He was a Post-Doctoral Fellow of computer science and technology with the Beijing University of Posts and Telecommunications from 2019 to 2022. He is currently an Associate Professor with the School of Information and Communications, Beijing University of Posts and Telecommunications. His research interests include wireless communication, ISAC, and artificial intelligence.
Junsheng Mu (mujs@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications in 2019. He was a Post-Doctoral Fellow of computer science and technology with the Beijing University of Posts and Telecommunications from 2019 to 2022. He is currently an Associate Professor with the School of Information and Communications, Beijing University of Posts and Telecommunications. His research interests include wireless communication, ISAC, and artificial intelligence.View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Yuanhao Cui (cuiyuanhao@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications, China. He is currently a Research Assistant Professor with the Southern University of Science and Technology, Shenzhen, China. He is the CTO and the Co-Founder of two startup companies. His research interests are precoding and protocol designs for ISAC. He serves as the Co-Chair for WCNC/VTC fall/ICCC/IWCMC/ICCT 2021 Workshop. He is also the Secretary of IEEE ComSoc ISAC-ETI and the CCF Science Communication Working Committee.
Yuanhao Cui (cuiyuanhao@bupt.edu.cn) received the Ph.D. degree from the Beijing University of Posts and Telecommunications, China. He is currently a Research Assistant Professor with the Southern University of Science and Technology, Shenzhen, China. He is the CTO and the Co-Founder of two startup companies. His research interests are precoding and protocol designs for ISAC. He serves as the Co-Chair for WCNC/VTC fall/ICCC/IWCMC/ICCT 2021 Workshop. He is also the Secretary of IEEE ComSoc ISAC-ETI and the CCF Science Communication Working Committee.View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Wenjiang Ouyang (ouywenjiang@bupt.edu.cn) received the master’s degree in information and communication engineering from the Beijing University of Posts and Telecommunications in 2022, where he is currently pursuing the Ph.D. degree. His research interests include ISAC, wireless communication, and artificial intelligence.
Wenjiang Ouyang (ouywenjiang@bupt.edu.cn) received the master’s degree in information and communication engineering from the Beijing University of Posts and Telecommunications in 2022, where he is currently pursuing the Ph.D. degree. His research interests include ISAC, wireless communication, and artificial intelligence.View more
College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China
Zhaohui Yang (Member, IEEE) (yang_zhaohui@zju.edu.cn) received the Ph.D. degree from Southeast University, Nanjing, China, in 2018. From 2018 to 2020, he was a Post-Doctoral Research Associate with the Center for Telecommunications Research, Department of Informatics, King’s College London, London, U.K. From 2020 to 2022, he was a Research Fellow with the Department of Electronic and Electrical Engineering, University College London, London. He is currently a ZJU Young Professor with the Zhejiang Key Laboratory of Information Processing Communication and Networking, College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China, and also a Research Scientist with the Zhejiang Laboratory. His research interests include joint communication, sensing, computation, federated learning, and semantic communication.
Zhaohui Yang (Member, IEEE) (yang_zhaohui@zju.edu.cn) received the Ph.D. degree from Southeast University, Nanjing, China, in 2018. From 2018 to 2020, he was a Post-Doctoral Research Associate with the Center for Telecommunications Research, Department of Informatics, King’s College London, London, U.K. From 2020 to 2022, he was a Research Fellow with the Department of Electronic and Electrical Engineering, University College London, London. He is currently a ZJU Young Professor with the Zhejiang Key Laboratory of Information Processing Communication and Networking, College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China, and also a Research Scientist with the Zhejiang Laboratory. His research interests include joint communication, sensing, computation, federated learning, and semantic communication.View more
Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China
Weijie Yuan (yuanwj@sustech.edu.cn) received the B.E. degree from the Beijing Institute of Technology, China, in 2013, and the Ph.D. degree from the University of Technology Sydney, Australia, in 2019. In 2016, he was a Visiting Ph.D. Student with the Institute of Telecommunications, Vienna University of Technology, Austria. From 2017 to 2019, he was a Research Assistant with The University of Sydney, a Visiting Associate Fellow with the University of Wollongong, and a Visiting Fellow with the University of Southampton. From 2019 to 2021, he was a Research Associate with the University of New South Wales. He is currently an Assistant Professor with the Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China.
Weijie Yuan (yuanwj@sustech.edu.cn) received the B.E. degree from the Beijing Institute of Technology, China, in 2013, and the Ph.D. degree from the University of Technology Sydney, Australia, in 2019. In 2016, he was a Visiting Ph.D. Student with the Institute of Telecommunications, Vienna University of Technology, Austria. From 2017 to 2019, he was a Research Assistant with The University of Sydney, a Visiting Associate Fellow with the University of Wollongong, and a Visiting Fellow with the University of Southampton. From 2019 to 2021, he was a Research Associate with the University of New South Wales. He is currently an Assistant Professor with the Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China.View more
School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China
Xiaojun Jing (jxiaojun@bupt.edu.cn) received the M.S. and Ph.D. degrees from the National University of Defense Technology, Changsha, China, in 1995 and 1999, respectively. He is currently a Professor with the Beijing University of Posts and Telecommunications. His research interests include wireless communication, information security, and image processing.
Xiaojun Jing (jxiaojun@bupt.edu.cn) received the M.S. and Ph.D. degrees from the National University of Defense Technology, Changsha, China, in 1995 and 1999, respectively. He is currently a Professor with the Beijing University of Posts and Telecommunications. His research interests include wireless communication, information security, and image processing.View more
