We have studied the scenario of drone-assisted Internet of Things with a single relay, formulated suitable resource allocation strategies for various types of services ta...
Abstract:
Internet of Things (IoT) is a promising technology for realizing massive interconnection, especially when it is enabled by Unmanned Aerial Vehicles (UAVs) in terms of fle...Show MoreMetadata
Abstract:
Internet of Things (IoT) is a promising technology for realizing massive interconnection, especially when it is enabled by Unmanned Aerial Vehicles (UAVs) in terms of flexibility and operability. However, limited cache resources and channel resources limit the implementation of high throughput and low-loss communication systems. Furthermore, in order to better user experience and system resource utilization, it is imperative for different services to acquire individualized resource configurations. This paper proposes a Service-Oriented Resource Allocation (SoRA) algorithm based on a scenario involving multiple users, a relay, and sink. Firstly, SoRA uses a fuzzy complementary matrix to evaluate different types of service. Secondly, the storage and communication resources are allocated jointly to maximize system utility. Finally, the deep Q-learning strategy is adopted to allocate the resources dynamically according to the network conditions. The simulation results show that the proposed SoRA algorithm reduces the delay by 43.49%, reduces the average packet loss by 14.28%, and decreases the average power consumption by 25.36%.
We have studied the scenario of drone-assisted Internet of Things with a single relay, formulated suitable resource allocation strategies for various types of services ta...
Published in: IEEE Access ( Volume: 12)
Funding Agency:
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Li Wang received the B.E. degree in communications engineering from Shandong University, Jinan, China, in 2009, and the M.S. and Ph.D. degrees in communications engineering from Xidian University, Xi’an, China, in 2012 and 2018, respectively. She was a Visiting Student with the Department of Electrical and Computer Engineering, McMaster University, Hamilton, Canada. She is currently an Assistant Professor with the School ...Show More
Li Wang received the B.E. degree in communications engineering from Shandong University, Jinan, China, in 2009, and the M.S. and Ph.D. degrees in communications engineering from Xidian University, Xi’an, China, in 2012 and 2018, respectively. She was a Visiting Student with the Department of Electrical and Computer Engineering, McMaster University, Hamilton, Canada. She is currently an Assistant Professor with the School ...View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Jin Song is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on resource allocation in the IoT networks.
Jin Song is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on resource allocation in the IoT networks.View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Weijie Yu is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on IEEE 802.11 rate adaptation algorithms and machine learning algorithms.
Weijie Yu is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on IEEE 802.11 rate adaptation algorithms and machine learning algorithms.View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Yuqi Teng is currently pursuing the bachelor’s degree in software engineering with Northwestern Polytechnical University, China. He is a Technical Consultant with Flux Technology Company Ltd., Shanghai. He is dedicated to the research and development of warehouse management systems and the application of the Internet of Things. He focuses on industrial requirements and is committed to researching algorithms to better meet...Show More
Yuqi Teng is currently pursuing the bachelor’s degree in software engineering with Northwestern Polytechnical University, China. He is a Technical Consultant with Flux Technology Company Ltd., Shanghai. He is dedicated to the research and development of warehouse management systems and the application of the Internet of Things. He focuses on industrial requirements and is committed to researching algorithms to better meet...View more
Contents School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Li Wang received the B.E. degree in communications engineering from Shandong University, Jinan, China, in 2009, and the M.S. and Ph.D. degrees in communications engineering from Xidian University, Xi’an, China, in 2012 and 2018, respectively. She was a Visiting Student with the Department of Electrical and Computer Engineering, McMaster University, Hamilton, Canada. She is currently an Assistant Professor with the School of Software, Northwestern Polytechnical University, Xi’an. Her research interests include the IoT networks, resource allocation, and interference management.
Li Wang received the B.E. degree in communications engineering from Shandong University, Jinan, China, in 2009, and the M.S. and Ph.D. degrees in communications engineering from Xidian University, Xi’an, China, in 2012 and 2018, respectively. She was a Visiting Student with the Department of Electrical and Computer Engineering, McMaster University, Hamilton, Canada. She is currently an Assistant Professor with the School of Software, Northwestern Polytechnical University, Xi’an. Her research interests include the IoT networks, resource allocation, and interference management.View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Jin Song is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on resource allocation in the IoT networks.
Jin Song is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on resource allocation in the IoT networks.View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Weijie Yu is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on IEEE 802.11 rate adaptation algorithms and machine learning algorithms.
Weijie Yu is currently pursuing the degree in software engineering program with Northwestern Polytechnical University, Xi’an, China. He specializes in research on IEEE 802.11 rate adaptation algorithms and machine learning algorithms.View more
School of Software, Northwestern Polytechnical University, Xi’an, Shaanxi, China
Yuqi Teng is currently pursuing the bachelor’s degree in software engineering with Northwestern Polytechnical University, China. He is a Technical Consultant with Flux Technology Company Ltd., Shanghai. He is dedicated to the research and development of warehouse management systems and the application of the Internet of Things. He focuses on industrial requirements and is committed to researching algorithms to better meet the ever-changing needs of users. He is also studying different AI models and researching how to use AI algorithms to improve device propagation strategy selection, network efficiency, and service quality in the Internet of Things. His research combines technology with practical needs, aiming to better integrate the Internet of Things into the industrial field.
Yuqi Teng is currently pursuing the bachelor’s degree in software engineering with Northwestern Polytechnical University, China. He is a Technical Consultant with Flux Technology Company Ltd., Shanghai. He is dedicated to the research and development of warehouse management systems and the application of the Internet of Things. He focuses on industrial requirements and is committed to researching algorithms to better meet the ever-changing needs of users. He is also studying different AI models and researching how to use AI algorithms to improve device propagation strategy selection, network efficiency, and service quality in the Internet of Things. His research combines technology with practical needs, aiming to better integrate the Internet of Things into the industrial field.View more