Abstract:
Edge computing aims to push services closer to endusers, greatly enhancing latency and scale. Yet, there’s untapped potential beyond the network’s last mile, on the extre...Show MoreMetadata
Abstract:
Edge computing aims to push services closer to endusers, greatly enhancing latency and scale. Yet, there’s untapped potential beyond the network’s last mile, on the extreme edge. Extreme edge computing (XEC) is a computing paradigm that exploits computational resources in the end-user’s immediate vicinity. Edge crowd computing (ECC) is an orchestrated sharing economy model within XEC that uses idle resources on userowned devices for service provision, compensating owners. We analyze an orchestrated ECC where devices rent resources in exchange for incentives. Our incentive-vacation queueing (IVQ) model associates performance with incentive payments using vacation queueing, considering the multitenancy of devices through a server vacation dependent on incentives received. In this article, we offer a framework for analyzing any sharing economy system that can be modeled using IVQ. We discuss the relationship between incentives and vacations on performance, namely, the incentive-vacation or IVQ function. We examine two families of IVQ functions that can be adjusted to benefit either the orchestrator or the worker and introduce a performance metric for such preference. We derive analytical expressions for system performance that consider the random nature of worker devices’ availability due to fluctuating incentives. The IVQ model explores commodifying user-owned resources in an ECC system, presenting a general approach for performance analysis in such environments.
Published in: IEEE Internet of Things Journal ( Volume: 11, Issue: 8, 15 April 2024)
Funding Agency:

Department of Electrical and Computer Engineering, Queen’s University, Kingston, Canada
Sherif B. Azmy (Graduate Student Member, IEEE) received the B.Sc. degree in electrical engineering from Qatar University, Doha, Qatar, in 2017, and the M.A.Sc. degree in electrical and computer engineering from Queen’s University, Kingston, ON, Canada, in 2020, where he is currently pursuing the Ph.D. degree in electrical and computer engineering.
His research interests include operations research, mobile crowdsensing, the...Show More
Sherif B. Azmy (Graduate Student Member, IEEE) received the B.Sc. degree in electrical engineering from Qatar University, Doha, Qatar, in 2017, and the M.A.Sc. degree in electrical and computer engineering from Queen’s University, Kingston, ON, Canada, in 2020, where he is currently pursuing the Ph.D. degree in electrical and computer engineering.
His research interests include operations research, mobile crowdsensing, the...View more

College of Engineering, Qatar University, Doha, Qatar
Nizar Zorba (Senior Member, IEEE) received the B.Sc. degree in electrical engineering from Jordan University of Science and Technology, Irbid, Jordan, in 2002, and the Ph.D. degree in signal processing for communications from UPC Barcelona, Barcelona, Spain, in 2007.
He is currently a Professor with the Electrical Engineering Department, Qatar University, Doha, Qatar. He has authored six international patents, two books, c...Show More
Nizar Zorba (Senior Member, IEEE) received the B.Sc. degree in electrical engineering from Jordan University of Science and Technology, Irbid, Jordan, in 2002, and the Ph.D. degree in signal processing for communications from UPC Barcelona, Barcelona, Spain, in 2007.
He is currently a Professor with the Electrical Engineering Department, Qatar University, Doha, Qatar. He has authored six international patents, two books, c...View more

School of Computing, Queen’s University, Kingston, Canada
Hossam S. Hassanein (Fellow, IEEE) received the B.Sc. degree in electrical engineering from Kuwait University, Kuwait City, Kuwait, in 1984, the M.Sc. degree in computer engineering from the University of Toronto, Toronto, ON, Canada, in 1986, and the Ph.D. degree in computing science from the University of Alberta, Edmonton, AB, Canada, in 1990.
He is a Leading Researcher in the areas of broadband, wireless and mobile net...Show More
Hossam S. Hassanein (Fellow, IEEE) received the B.Sc. degree in electrical engineering from Kuwait University, Kuwait City, Kuwait, in 1984, the M.Sc. degree in computer engineering from the University of Toronto, Toronto, ON, Canada, in 1986, and the Ph.D. degree in computing science from the University of Alberta, Edmonton, AB, Canada, in 1990.
He is a Leading Researcher in the areas of broadband, wireless and mobile net...View more

Department of Electrical and Computer Engineering, Queen’s University, Kingston, Canada
Sherif B. Azmy (Graduate Student Member, IEEE) received the B.Sc. degree in electrical engineering from Qatar University, Doha, Qatar, in 2017, and the M.A.Sc. degree in electrical and computer engineering from Queen’s University, Kingston, ON, Canada, in 2020, where he is currently pursuing the Ph.D. degree in electrical and computer engineering.
His research interests include operations research, mobile crowdsensing, the Internet of Things, and modeling of extreme edge computing and sharing economy systems.
Sherif B. Azmy (Graduate Student Member, IEEE) received the B.Sc. degree in electrical engineering from Qatar University, Doha, Qatar, in 2017, and the M.A.Sc. degree in electrical and computer engineering from Queen’s University, Kingston, ON, Canada, in 2020, where he is currently pursuing the Ph.D. degree in electrical and computer engineering.
His research interests include operations research, mobile crowdsensing, the Internet of Things, and modeling of extreme edge computing and sharing economy systems.View more

College of Engineering, Qatar University, Doha, Qatar
Nizar Zorba (Senior Member, IEEE) received the B.Sc. degree in electrical engineering from Jordan University of Science and Technology, Irbid, Jordan, in 2002, and the Ph.D. degree in signal processing for communications from UPC Barcelona, Barcelona, Spain, in 2007.
He is currently a Professor with the Electrical Engineering Department, Qatar University, Doha, Qatar. He has authored six international patents, two books, contributed to seven book chapters, and coauthored over 160 papers in peer-reviewed journals and international conferences.
Dr. Zorba is an Area Editor of the IEEE Communications Letters and an Associate Editor of IEEE Internet of Things Magazine and IEEE Transactions on Cognitive Communications and Networking. He is also the Symposium Chair of IEEE Globecom 2023 and IEEE ICC 2023. He is a Former Chair of the IEEE Communication Society Technical Committee on Communications Systems Integration and Modeling.
Nizar Zorba (Senior Member, IEEE) received the B.Sc. degree in electrical engineering from Jordan University of Science and Technology, Irbid, Jordan, in 2002, and the Ph.D. degree in signal processing for communications from UPC Barcelona, Barcelona, Spain, in 2007.
He is currently a Professor with the Electrical Engineering Department, Qatar University, Doha, Qatar. He has authored six international patents, two books, contributed to seven book chapters, and coauthored over 160 papers in peer-reviewed journals and international conferences.
Dr. Zorba is an Area Editor of the IEEE Communications Letters and an Associate Editor of IEEE Internet of Things Magazine and IEEE Transactions on Cognitive Communications and Networking. He is also the Symposium Chair of IEEE Globecom 2023 and IEEE ICC 2023. He is a Former Chair of the IEEE Communication Society Technical Committee on Communications Systems Integration and Modeling.View more

School of Computing, Queen’s University, Kingston, Canada
Hossam S. Hassanein (Fellow, IEEE) received the B.Sc. degree in electrical engineering from Kuwait University, Kuwait City, Kuwait, in 1984, the M.Sc. degree in computer engineering from the University of Toronto, Toronto, ON, Canada, in 1986, and the Ph.D. degree in computing science from the University of Alberta, Edmonton, AB, Canada, in 1990.
He is a Leading Researcher in the areas of broadband, wireless and mobile networks architecture, protocols, control and performance evaluation. His record spans more than 600 publications in journals, conferences, and book chapters, in addition to numerous keynotes and plenary talks in flagship venues.
Dr. Hassanein has received several awards, including the 2003 Ontario Champions of Innovations Award, the 2016 IEEE Communications Society Communications Software Committee Technical Achievement Award, and the 2020 IEEE IoT, Ad Hoc, and Sensor Networks Committee Technical Achievement and Recognition Award, in recognition of his significant contributions. He is also the recipient of the 2015 Excellence in Graduate Students Supervision at Queen’s University. He is the Former Chair of the IEEE Communication Society Technical Committee on IoT, AdHoc, and Sensor Networks. He is an IEEE Communications Society Distinguished Speaker.
Hossam S. Hassanein (Fellow, IEEE) received the B.Sc. degree in electrical engineering from Kuwait University, Kuwait City, Kuwait, in 1984, the M.Sc. degree in computer engineering from the University of Toronto, Toronto, ON, Canada, in 1986, and the Ph.D. degree in computing science from the University of Alberta, Edmonton, AB, Canada, in 1990.
He is a Leading Researcher in the areas of broadband, wireless and mobile networks architecture, protocols, control and performance evaluation. His record spans more than 600 publications in journals, conferences, and book chapters, in addition to numerous keynotes and plenary talks in flagship venues.
Dr. Hassanein has received several awards, including the 2003 Ontario Champions of Innovations Award, the 2016 IEEE Communications Society Communications Software Committee Technical Achievement Award, and the 2020 IEEE IoT, Ad Hoc, and Sensor Networks Committee Technical Achievement and Recognition Award, in recognition of his significant contributions. He is also the recipient of the 2015 Excellence in Graduate Students Supervision at Queen’s University. He is the Former Chair of the IEEE Communication Society Technical Committee on IoT, AdHoc, and Sensor Networks. He is an IEEE Communications Society Distinguished Speaker.View more