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Maximizing Network Throughput in Heterogeneous UAV Networks | IEEE Journals & Magazine | IEEE Xplore

Maximizing Network Throughput in Heterogeneous UAV Networks


Abstract:

In this paper we study the deployment of an Unmanned Aerial Vehicle (UAV) network that consists of multiple UAVs to provide emergent communication service for people who ...Show More

Abstract:

In this paper we study the deployment of an Unmanned Aerial Vehicle (UAV) network that consists of multiple UAVs to provide emergent communication service for people who are trapped in a disaster area, where each UAV is equipped with a base station that has limited computing capacity and power supply, and thus can only serve a limited number of people. Unlike most existing studies that focused on homogeneous UAVs, we consider the deployment of heterogeneous UAVs where different UAVs have different computing capacities. We study a problem of deploying K heterogeneous UAVs in the air to form a temporarily connected UAV network such that the network throughput– the number of users served by the UAVs, is maximized, subject to the constraint that the number of people served by each UAV is no greater than its service capacity. We then propose a novel O\left({\sqrt {\frac {s}{K}}}\right) -approximation algorithm for the problem, where s is a given positive integer with 1 \le s\le K , e.g., s=3 . We also devise an improved heuristic, based on the approximation algorithm. We finally evaluate the performance of the proposed algorithms. Experimental results show that the numbers of users served by UAVs in the solutions delivered by the proposed algorithms are increased by 25% than state-of-the-arts.
Published in: IEEE/ACM Transactions on Networking ( Volume: 32, Issue: 3, June 2024)
Page(s): 2128 - 2142
Date of Publication: 01 January 2024

ISSN Information:

Funding Agency:

Author image of Shuyue Li
College of Computer Science, Sichuan University, Chengdu, China
Shuyue Li received the B.E. degree in computer science and technology from Sichuan University, China, in 2021. She is currently pursuing the Ph.D. degree with the College of Computer Science, Sichuan University. Her current research interests include UAV networking.
Shuyue Li received the B.E. degree in computer science and technology from Sichuan University, China, in 2021. She is currently pursuing the Ph.D. degree with the College of Computer Science, Sichuan University. Her current research interests include UAV networking.View more
Author image of Jing Li
Department of Computing, The Hong Kong Polytechnic University, Hung Hom, Hong Kong
Jing Li received the B.Sc. and Ph.D. degrees (Hons.) from Australian National University in 2022 and 2018, respectively. He is currently a Post-Doctoral Fellow with The Hong Kong Polytechnic University. His research interests include edge computing, the Internet of Things, digital twins, network function virtualization, and combinatorial optimization.
Jing Li received the B.Sc. and Ph.D. degrees (Hons.) from Australian National University in 2022 and 2018, respectively. He is currently a Post-Doctoral Fellow with The Hong Kong Polytechnic University. His research interests include edge computing, the Internet of Things, digital twins, network function virtualization, and combinatorial optimization.View more
Author image of Chaocan Xiang
College of Computer Science, Chongqing University, Chongqing, China
Chaocan Xiang received the B.S. and Ph.D. degrees in computer science and engineering from the Nanjing Institute of Communication Engineering, China, in 2009 and 2014, respectively. He studied with the University of Michigan, Ann Arbor, MI, USA, in 2017. He is currently an Associate Professor with the College of Computer Science, Chongqing University, Chongqing, China. His current research interests include wireless senso...Show More
Chaocan Xiang received the B.S. and Ph.D. degrees in computer science and engineering from the Nanjing Institute of Communication Engineering, China, in 2009 and 2014, respectively. He studied with the University of Michigan, Ann Arbor, MI, USA, in 2017. He is currently an Associate Professor with the College of Computer Science, Chongqing University, Chongqing, China. His current research interests include wireless senso...View more
Author image of Wenzheng Xu
College of Computer Science, Sichuan University, Chengdu, China
Wenzheng Xu (Member, IEEE) received the B.Sc., M.E., and Ph.D. degrees in computer science from Sun Yat-sen University, Guangzhou, China, in 2008, 2010, and 2015, respectively. He was a Visitor with Australian National University and The Chinese University of Hong Kong. He is currently an Associate Professor with Sichuan University. His research interests include the Internet of Things, UAV networking, mobile computing, a...Show More
Wenzheng Xu (Member, IEEE) received the B.Sc., M.E., and Ph.D. degrees in computer science from Sun Yat-sen University, Guangzhou, China, in 2008, 2010, and 2015, respectively. He was a Visitor with Australian National University and The Chinese University of Hong Kong. He is currently an Associate Professor with Sichuan University. His research interests include the Internet of Things, UAV networking, mobile computing, a...View more
Author image of Jian Peng
College of Computer Science, Sichuan University, Chengdu, China
Jian Peng received the B.A. and Ph.D. degrees from the University of Electronic Science and Technology of China (UESTC) in 1992 and 2004, respectively. He is currently a Professor with the College of Computer Science, Sichuan University. His recent research interests include wireless sensor networks, big data, and cloud computing.
Jian Peng received the B.A. and Ph.D. degrees from the University of Electronic Science and Technology of China (UESTC) in 1992 and 2004, respectively. He is currently a Professor with the College of Computer Science, Sichuan University. His recent research interests include wireless sensor networks, big data, and cloud computing.View more
Author image of Ziming Wang
Key Laboratory of Birth Defects and Related Maternal and Child Diseases, theWest China Second Hospital, and the College of Computer Science, Sichuan University, Chengdu, Sichuan, China
Ziming Wang received the M.Eng. degree in computer science from Sichuan University in 2013, where he is currently pursuing the Ph.D. degree with the College of Computer Science. He is affiliated with the Information Management Department, West China Second Hospital, Sichuan University. His research interests include medical artificial intelligence, UAV networking, and hospital information management.
Ziming Wang received the M.Eng. degree in computer science from Sichuan University in 2013, where he is currently pursuing the Ph.D. degree with the College of Computer Science. He is affiliated with the Information Management Department, West China Second Hospital, Sichuan University. His research interests include medical artificial intelligence, UAV networking, and hospital information management.View more
Author image of Weifa Liang
Department of Computer Science, City University of Hong Kong, Hong Kong, China
Weifa Liang (Senior Member, IEEE) received the B.Sc. degree in computer science from Wuhan University, China, in 1984, the M.E. degree in computer science from the University of Science and Technology of China in 1989, and the Ph.D. degree in computer science from Australian National University in 1998. He is currently a Professor with the Department of Computer Science, City University of Hong Kong. Prior to the current ...Show More
Weifa Liang (Senior Member, IEEE) received the B.Sc. degree in computer science from Wuhan University, China, in 1984, the M.E. degree in computer science from the University of Science and Technology of China in 1989, and the Ph.D. degree in computer science from Australian National University in 1998. He is currently a Professor with the Department of Computer Science, City University of Hong Kong. Prior to the current ...View more
Author image of Xinwei Yao
College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China
Xinwei Yao (Member, IEEE) received the Ph.D. degree in information engineering from the Zhejiang University of Technology, Hangzhou, China, in 2013. From March 2012 to February 2013, he was a Visiting Scholar with Loughborough University, Leicestershire, U.K. From August 2015 to July 2016, he was a Visiting Professor with the University of Buffalo, The State University of New York, Buffalo, NY, USA. He is currently an Ass...Show More
Xinwei Yao (Member, IEEE) received the Ph.D. degree in information engineering from the Zhejiang University of Technology, Hangzhou, China, in 2013. From March 2012 to February 2013, he was a Visiting Scholar with Loughborough University, Leicestershire, U.K. From August 2015 to July 2016, he was a Visiting Professor with the University of Buffalo, The State University of New York, Buffalo, NY, USA. He is currently an Ass...View more
Author image of Xiaohua Jia
Department of Computer Science, City University of Hong Kong, Hong Kong, China
Xiaohua Jia (Fellow, IEEE) received the B.Sc. and M.Eng. degrees from the University of Science and Technology of China in 1984 and 1987, respectively, and the D.Sc. degree in information science from The University of Tokyo in 1991. He is currently a Chair Professor with the Department of Computer Science, City University of Hong Kong. His research interests include cloud computing and distributed systems, computer netwo...Show More
Xiaohua Jia (Fellow, IEEE) received the B.Sc. and M.Eng. degrees from the University of Science and Technology of China in 1984 and 1987, respectively, and the D.Sc. degree in information science from The University of Tokyo in 1991. He is currently a Chair Professor with the Department of Computer Science, City University of Hong Kong. His research interests include cloud computing and distributed systems, computer netwo...View more
Author image of Sajal K Das
Department of Computer Science, Missouri University of Science and Technology, Rolla, MO, USA
Sajal K. Das (Fellow, IEEE) is currently the Chair of the Computer Science Department and the Daniel St. Clair Endowed Chair of the Missouri University of Science and Technology. He directed numerous funded projects in these areas totaling more than U.S. $15 M and published extensively with more than 600 research articles in high-quality journals and refereed conference proceedings. His current research interests include ...Show More
Sajal K. Das (Fellow, IEEE) is currently the Chair of the Computer Science Department and the Daniel St. Clair Endowed Chair of the Missouri University of Science and Technology. He directed numerous funded projects in these areas totaling more than U.S. $15 M and published extensively with more than 600 research articles in high-quality journals and refereed conference proceedings. His current research interests include ...View more

I. Introduction

Terrestrial LTE base stations usually are statically deployed. However, this static deployment limits their usage in key 5G and 5G Beyond applications with surging traffic demands at some hotspot locations (e.g., battlefields and concerts). In addition, the deployed base stations may have been destroyed in natural disasters, e.g., earthquakes, tsunamis, flooding, etc. Emergent communication service are definitely needed for rescue teams to rescue people trapped in disaster areas [9], [19].

Author image of Shuyue Li
College of Computer Science, Sichuan University, Chengdu, China
Shuyue Li received the B.E. degree in computer science and technology from Sichuan University, China, in 2021. She is currently pursuing the Ph.D. degree with the College of Computer Science, Sichuan University. Her current research interests include UAV networking.
Shuyue Li received the B.E. degree in computer science and technology from Sichuan University, China, in 2021. She is currently pursuing the Ph.D. degree with the College of Computer Science, Sichuan University. Her current research interests include UAV networking.View more
Author image of Jing Li
Department of Computing, The Hong Kong Polytechnic University, Hung Hom, Hong Kong
Jing Li received the B.Sc. and Ph.D. degrees (Hons.) from Australian National University in 2022 and 2018, respectively. He is currently a Post-Doctoral Fellow with The Hong Kong Polytechnic University. His research interests include edge computing, the Internet of Things, digital twins, network function virtualization, and combinatorial optimization.
Jing Li received the B.Sc. and Ph.D. degrees (Hons.) from Australian National University in 2022 and 2018, respectively. He is currently a Post-Doctoral Fellow with The Hong Kong Polytechnic University. His research interests include edge computing, the Internet of Things, digital twins, network function virtualization, and combinatorial optimization.View more
Author image of Chaocan Xiang
College of Computer Science, Chongqing University, Chongqing, China
Chaocan Xiang received the B.S. and Ph.D. degrees in computer science and engineering from the Nanjing Institute of Communication Engineering, China, in 2009 and 2014, respectively. He studied with the University of Michigan, Ann Arbor, MI, USA, in 2017. He is currently an Associate Professor with the College of Computer Science, Chongqing University, Chongqing, China. His current research interests include wireless sensor networks, crowd-sensing networks, and the IoT.
Chaocan Xiang received the B.S. and Ph.D. degrees in computer science and engineering from the Nanjing Institute of Communication Engineering, China, in 2009 and 2014, respectively. He studied with the University of Michigan, Ann Arbor, MI, USA, in 2017. He is currently an Associate Professor with the College of Computer Science, Chongqing University, Chongqing, China. His current research interests include wireless sensor networks, crowd-sensing networks, and the IoT.View more
Author image of Wenzheng Xu
College of Computer Science, Sichuan University, Chengdu, China
Wenzheng Xu (Member, IEEE) received the B.Sc., M.E., and Ph.D. degrees in computer science from Sun Yat-sen University, Guangzhou, China, in 2008, 2010, and 2015, respectively. He was a Visitor with Australian National University and The Chinese University of Hong Kong. He is currently an Associate Professor with Sichuan University. His research interests include the Internet of Things, UAV networking, mobile computing, approximation algorithms, combinatorial optimization, online social networks, and graph theory.
Wenzheng Xu (Member, IEEE) received the B.Sc., M.E., and Ph.D. degrees in computer science from Sun Yat-sen University, Guangzhou, China, in 2008, 2010, and 2015, respectively. He was a Visitor with Australian National University and The Chinese University of Hong Kong. He is currently an Associate Professor with Sichuan University. His research interests include the Internet of Things, UAV networking, mobile computing, approximation algorithms, combinatorial optimization, online social networks, and graph theory.View more
Author image of Jian Peng
College of Computer Science, Sichuan University, Chengdu, China
Jian Peng received the B.A. and Ph.D. degrees from the University of Electronic Science and Technology of China (UESTC) in 1992 and 2004, respectively. He is currently a Professor with the College of Computer Science, Sichuan University. His recent research interests include wireless sensor networks, big data, and cloud computing.
Jian Peng received the B.A. and Ph.D. degrees from the University of Electronic Science and Technology of China (UESTC) in 1992 and 2004, respectively. He is currently a Professor with the College of Computer Science, Sichuan University. His recent research interests include wireless sensor networks, big data, and cloud computing.View more
Author image of Ziming Wang
Key Laboratory of Birth Defects and Related Maternal and Child Diseases, theWest China Second Hospital, and the College of Computer Science, Sichuan University, Chengdu, Sichuan, China
Ziming Wang received the M.Eng. degree in computer science from Sichuan University in 2013, where he is currently pursuing the Ph.D. degree with the College of Computer Science. He is affiliated with the Information Management Department, West China Second Hospital, Sichuan University. His research interests include medical artificial intelligence, UAV networking, and hospital information management.
Ziming Wang received the M.Eng. degree in computer science from Sichuan University in 2013, where he is currently pursuing the Ph.D. degree with the College of Computer Science. He is affiliated with the Information Management Department, West China Second Hospital, Sichuan University. His research interests include medical artificial intelligence, UAV networking, and hospital information management.View more
Author image of Weifa Liang
Department of Computer Science, City University of Hong Kong, Hong Kong, China
Weifa Liang (Senior Member, IEEE) received the B.Sc. degree in computer science from Wuhan University, China, in 1984, the M.E. degree in computer science from the University of Science and Technology of China in 1989, and the Ph.D. degree in computer science from Australian National University in 1998. He is currently a Professor with the Department of Computer Science, City University of Hong Kong. Prior to the current position, he was a Professor with Australian National University. His research interests include the design and analysis of energy-efficient routing protocols for wireless ad hoc and sensor networks, the Internet of Things, edge and cloud computing, network function virtualization and software-defined networking, design and analysis of parallel and distributed algorithms, approximation algorithms, combinatorial optimization, and graph theory. He serves as an Associate Editor for IEEE Transactions on Communications.
Weifa Liang (Senior Member, IEEE) received the B.Sc. degree in computer science from Wuhan University, China, in 1984, the M.E. degree in computer science from the University of Science and Technology of China in 1989, and the Ph.D. degree in computer science from Australian National University in 1998. He is currently a Professor with the Department of Computer Science, City University of Hong Kong. Prior to the current position, he was a Professor with Australian National University. His research interests include the design and analysis of energy-efficient routing protocols for wireless ad hoc and sensor networks, the Internet of Things, edge and cloud computing, network function virtualization and software-defined networking, design and analysis of parallel and distributed algorithms, approximation algorithms, combinatorial optimization, and graph theory. He serves as an Associate Editor for IEEE Transactions on Communications.View more
Author image of Xinwei Yao
College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China
Xinwei Yao (Member, IEEE) received the Ph.D. degree in information engineering from the Zhejiang University of Technology, Hangzhou, China, in 2013. From March 2012 to February 2013, he was a Visiting Scholar with Loughborough University, Leicestershire, U.K. From August 2015 to July 2016, he was a Visiting Professor with the University of Buffalo, The State University of New York, Buffalo, NY, USA. He is currently an Associate Professor with the College of Computer Science and Technology, Zhejiang University of Technology. His current research interests include the area of terahertz-band communication networks, electromagnetic nanonetworks, wireless ad hoc and sensor networks, wireless power transfer, and the Internet of Things. He is a member of ACM. He was a recipient of the Distinguished Associate Professor Award and the Outstanding Doctoral Thesis Award from the Zhejiang University of Technology. He has served on technical program committees of many IEEE/ACM conferences.
Xinwei Yao (Member, IEEE) received the Ph.D. degree in information engineering from the Zhejiang University of Technology, Hangzhou, China, in 2013. From March 2012 to February 2013, he was a Visiting Scholar with Loughborough University, Leicestershire, U.K. From August 2015 to July 2016, he was a Visiting Professor with the University of Buffalo, The State University of New York, Buffalo, NY, USA. He is currently an Associate Professor with the College of Computer Science and Technology, Zhejiang University of Technology. His current research interests include the area of terahertz-band communication networks, electromagnetic nanonetworks, wireless ad hoc and sensor networks, wireless power transfer, and the Internet of Things. He is a member of ACM. He was a recipient of the Distinguished Associate Professor Award and the Outstanding Doctoral Thesis Award from the Zhejiang University of Technology. He has served on technical program committees of many IEEE/ACM conferences.View more
Author image of Xiaohua Jia
Department of Computer Science, City University of Hong Kong, Hong Kong, China
Xiaohua Jia (Fellow, IEEE) received the B.Sc. and M.Eng. degrees from the University of Science and Technology of China in 1984 and 1987, respectively, and the D.Sc. degree in information science from The University of Tokyo in 1991. He is currently a Chair Professor with the Department of Computer Science, City University of Hong Kong. His research interests include cloud computing and distributed systems, computer networks, wireless sensor networks, and mobile wireless networks. He is the General Chair of ACM MobiHoc 2008, the TPC Co-Chair of IEEE MASS 2009, the Area Chair of IEEE INFOCOM 2010, the TPC Co-Chair of IEEE GLOBECOM 2010 and the Ad-Hoc and Sensor Networking Symposium, and the Panel Co-Chair of IEEE INFOCOM 2011. He was an Editor of IEEE Transactions on Parallel and Distributed Systems from 2006 to 2009. He is an Editor of World Wide Web, Wireless Networks, and Journal of Combinatorial Optimization.
Xiaohua Jia (Fellow, IEEE) received the B.Sc. and M.Eng. degrees from the University of Science and Technology of China in 1984 and 1987, respectively, and the D.Sc. degree in information science from The University of Tokyo in 1991. He is currently a Chair Professor with the Department of Computer Science, City University of Hong Kong. His research interests include cloud computing and distributed systems, computer networks, wireless sensor networks, and mobile wireless networks. He is the General Chair of ACM MobiHoc 2008, the TPC Co-Chair of IEEE MASS 2009, the Area Chair of IEEE INFOCOM 2010, the TPC Co-Chair of IEEE GLOBECOM 2010 and the Ad-Hoc and Sensor Networking Symposium, and the Panel Co-Chair of IEEE INFOCOM 2011. He was an Editor of IEEE Transactions on Parallel and Distributed Systems from 2006 to 2009. He is an Editor of World Wide Web, Wireless Networks, and Journal of Combinatorial Optimization.View more
Author image of Sajal K Das
Department of Computer Science, Missouri University of Science and Technology, Rolla, MO, USA
Sajal K. Das (Fellow, IEEE) is currently the Chair of the Computer Science Department and the Daniel St. Clair Endowed Chair of the Missouri University of Science and Technology. He directed numerous funded projects in these areas totaling more than U.S. $15 M and published extensively with more than 600 research articles in high-quality journals and refereed conference proceedings. His current research interests include the theory and practice of wireless sensor networks, big data, cyber-physical systems, smart healthcare, distributed and cloud computing, security and privacy, biological and social networks, applied graph theory, and game theory. He served on numerous conference committees as the general chair, the program chair, or the program committee member. He serves as the Founding Editor-in-Chief for Pervasive and Mobile Computing and an Associate Editor for IEEE Transactions on Mobile Computing and ACM Transactions on Sensor Networks. He is the Co-Founder of IEEE PerCom, IEEE WoWMoM, and ICDCN conferences.
Sajal K. Das (Fellow, IEEE) is currently the Chair of the Computer Science Department and the Daniel St. Clair Endowed Chair of the Missouri University of Science and Technology. He directed numerous funded projects in these areas totaling more than U.S. $15 M and published extensively with more than 600 research articles in high-quality journals and refereed conference proceedings. His current research interests include the theory and practice of wireless sensor networks, big data, cyber-physical systems, smart healthcare, distributed and cloud computing, security and privacy, biological and social networks, applied graph theory, and game theory. He served on numerous conference committees as the general chair, the program chair, or the program committee member. He serves as the Founding Editor-in-Chief for Pervasive and Mobile Computing and an Associate Editor for IEEE Transactions on Mobile Computing and ACM Transactions on Sensor Networks. He is the Co-Founder of IEEE PerCom, IEEE WoWMoM, and ICDCN conferences.View more
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