Holistic view of proposed Data-Driven-Intelligent Framework.
Abstract:
Internet of Vehicles (IoV) is the evolution of vehicular ad-hoc networks and intelligent transportation systems focused on reaping the benefits of data generated by vario...Show MoreMetadata
Abstract:
Internet of Vehicles (IoV) is the evolution of vehicular ad-hoc networks and intelligent transportation systems focused on reaping the benefits of data generated by various sensors within these networks. The IoV is further empowered by a centralized cloud and distributed fog-based infrastructure. The myriad amounts of data generated by the vehicles and the environment have the potential to enable diverse services. These services can benefit from both variety and velocity of the generated data. This paper focuses on the data at the edge nodes to enable fog-based services that can be consumed by various IoV safety and non-safety applications. This paper emphasizes the challenges involved in offering the context-aware services in an IoV environment. In order to overcome these challenges, this paper proposes a data analytics framework for fog infrastructures at the fog layer of traditional IoV architecture that offers context-aware real time, near real-time and batch services at the edge of a network. Finally, the appropriateness of the proposed framework is verified through different use cases in the IoV environment.
Holistic view of proposed Data-Driven-Intelligent Framework.
Published in: IEEE Access ( Volume: 6)
Funding Agency:
College of Computer Information Technology, American University in the Emirates, Dubai, United Arab Emirates
Razi Iqbal (M’12–SM’18) received the master’s and Ph.D. degrees in computer science and engineering from Akita University, Akita, Japan. He is currently an Associate Professor with the College of Computer Information Technology, American University in the Emirates.
He served as the Chairman of the Department of Computer Science and IT, Lahore Leads University, Lahore, Pakistan, where he has also served as the Director Offi...Show More
Razi Iqbal (M’12–SM’18) received the master’s and Ph.D. degrees in computer science and engineering from Akita University, Akita, Japan. He is currently an Associate Professor with the College of Computer Information Technology, American University in the Emirates.
He served as the Chairman of the Department of Computer Science and IT, Lahore Leads University, Lahore, Pakistan, where he has also served as the Director Offi...View more
College of Computer Information Technology, American University in the Emirates, Dubai, United Arab Emirates
Talal Ashraf Butt received the Ph.D. degree in domain of Internet of Things from Loughborough University, U.K. He is currently an Assistant Professor with the American University in the Emirates. He was a part of 5G Innovation Centre (5GIC), the U.K. Government funded initiative at the University of Surrey to develop 5G technologies. At 5GIC, he gained experience of working in a test bed team that owned the state-of-the-a...Show More
Talal Ashraf Butt received the Ph.D. degree in domain of Internet of Things from Loughborough University, U.K. He is currently an Assistant Professor with the American University in the Emirates. He was a part of 5G Innovation Centre (5GIC), the U.K. Government funded initiative at the University of Surrey to develop 5G technologies. At 5GIC, he gained experience of working in a test bed team that owned the state-of-the-a...View more
Carleton School of Information Technology, Carleton University, Ottawa, ON, Canada
M. Omair Shafiq is currently an Assistant Professor with Carleton University, Canada. His research interests include data modeling, big data analytics, services computing, machine learning, and cloud computing. He received several awards, such as the NSERC Postdoctoral Fellowship Award and the Mitacs Elevate Postdoctoral Fellowship Award in 2015–2016 competition, the NSERC Vanier CGS in 2012, the Alberta-Innovates Technol...Show More
M. Omair Shafiq is currently an Assistant Professor with Carleton University, Canada. His research interests include data modeling, big data analytics, services computing, machine learning, and cloud computing. He received several awards, such as the NSERC Postdoctoral Fellowship Award and the Mitacs Elevate Postdoctoral Fellowship Award in 2015–2016 competition, the NSERC Vanier CGS in 2012, the Alberta-Innovates Technol...View more
Department of Computer Science, University of Sharjah, Sharjah, United Arab Emirates
Manar Wasif Abu Talib is currently the Assistant Dean of the College of Sciences, University of Sharjah, United Arab Emirates. Her research interests include software engineering with substantial experience and knowledge in conducting research in software measurement, software quality, software testing, ISO 27001 for Information Security, blockchain, Internet of Things, and open-source software. She published over 40 refe...Show More
Manar Wasif Abu Talib is currently the Assistant Dean of the College of Sciences, University of Sharjah, United Arab Emirates. Her research interests include software engineering with substantial experience and knowledge in conducting research in software measurement, software quality, software testing, ISO 27001 for Information Security, blockchain, Internet of Things, and open-source software. She published over 40 refe...View more
Department of Computer Science, COMSATS Institute of Information Technology, Islamabad, Pakistan
Tariq Umar (M’16–SM’16) received the master’s degree in computer science from Bahauudin Zakariya University, Multan, Pakistan, in 1997, and the Ph.D. degree in communication systems from the School of Computing & Communication, Lancaster University, U.K., in 2012. He served for the IT Education Sector in Pakistan for over 13 years. Since 2007, he has been an Assistant Professor with the CS Department, COMSATS Institute of...Show More
Tariq Umar (M’16–SM’16) received the master’s degree in computer science from Bahauudin Zakariya University, Multan, Pakistan, in 1997, and the Ph.D. degree in communication systems from the School of Computing & Communication, Lancaster University, U.K., in 2012. He served for the IT Education Sector in Pakistan for over 13 years. Since 2007, he has been an Assistant Professor with the CS Department, COMSATS Institute of...View more
Contents College of Computer Information Technology, American University in the Emirates, Dubai, United Arab Emirates
Razi Iqbal (M’12–SM’18) received the master’s and Ph.D. degrees in computer science and engineering from Akita University, Akita, Japan. He is currently an Associate Professor with the College of Computer Information Technology, American University in the Emirates.
He served as the Chairman of the Department of Computer Science and IT, Lahore Leads University, Lahore, Pakistan, where he has also served as the Director Office of Research, Innovation and Commercialization. He was a Research Scientist with the Al-Khawarizmi Institute of Computer Science, University of Engineering and Technology, Lahore.
He has published several research articles in the areas of computer science and engineering, specifically in computer networks, wireless technologies, and wearable computing. His current research areas are short-range wireless technologies, Internet of Things, and fog computing. He is serving as an Editor and a Reviewer for several reputed journals for renowned publishers, such as IEEE, Elsevier, Springer, Wiley, Taylor and Francis, Sage, and Hindawi. He is currently participating in various research groups, including, Smart Cities, Internet of Things, Green Computing, Blockchain, and AI.
Razi Iqbal (M’12–SM’18) received the master’s and Ph.D. degrees in computer science and engineering from Akita University, Akita, Japan. He is currently an Associate Professor with the College of Computer Information Technology, American University in the Emirates.
He served as the Chairman of the Department of Computer Science and IT, Lahore Leads University, Lahore, Pakistan, where he has also served as the Director Office of Research, Innovation and Commercialization. He was a Research Scientist with the Al-Khawarizmi Institute of Computer Science, University of Engineering and Technology, Lahore.
He has published several research articles in the areas of computer science and engineering, specifically in computer networks, wireless technologies, and wearable computing. His current research areas are short-range wireless technologies, Internet of Things, and fog computing. He is serving as an Editor and a Reviewer for several reputed journals for renowned publishers, such as IEEE, Elsevier, Springer, Wiley, Taylor and Francis, Sage, and Hindawi. He is currently participating in various research groups, including, Smart Cities, Internet of Things, Green Computing, Blockchain, and AI.View more
College of Computer Information Technology, American University in the Emirates, Dubai, United Arab Emirates
Talal Ashraf Butt received the Ph.D. degree in domain of Internet of Things from Loughborough University, U.K. He is currently an Assistant Professor with the American University in the Emirates. He was a part of 5G Innovation Centre (5GIC), the U.K. Government funded initiative at the University of Surrey to develop 5G technologies. At 5GIC, he gained experience of working in a test bed team that owned the state-of-the-art mobile test bed and successfully developed and demonstrated novel research ideas. He is a published author and is passionate about next-generation networks and protocols.
Talal Ashraf Butt received the Ph.D. degree in domain of Internet of Things from Loughborough University, U.K. He is currently an Assistant Professor with the American University in the Emirates. He was a part of 5G Innovation Centre (5GIC), the U.K. Government funded initiative at the University of Surrey to develop 5G technologies. At 5GIC, he gained experience of working in a test bed team that owned the state-of-the-art mobile test bed and successfully developed and demonstrated novel research ideas. He is a published author and is passionate about next-generation networks and protocols.View more
Carleton School of Information Technology, Carleton University, Ottawa, ON, Canada
M. Omair Shafiq is currently an Assistant Professor with Carleton University, Canada. His research interests include data modeling, big data analytics, services computing, machine learning, and cloud computing. He received several awards, such as the NSERC Postdoctoral Fellowship Award and the Mitacs Elevate Postdoctoral Fellowship Award in 2015–2016 competition, the NSERC Vanier CGS in 2012, the Alberta-Innovates Technology Futures Scholarships in 2011 and 2010, the J. B. Hyne Research Innovation Award from the University of Calgary in 2012, the Departmental Research Award from University of Calgary in 2009 and 2010, and the Teaching Excellence Award from University of Calgary in 2011. He has published several peer-reviewed publications in journals, book chapters, conferences, and workshops, served in technical program committee of several conferences and workshops, and co-organized conference and workshops.
M. Omair Shafiq is currently an Assistant Professor with Carleton University, Canada. His research interests include data modeling, big data analytics, services computing, machine learning, and cloud computing. He received several awards, such as the NSERC Postdoctoral Fellowship Award and the Mitacs Elevate Postdoctoral Fellowship Award in 2015–2016 competition, the NSERC Vanier CGS in 2012, the Alberta-Innovates Technology Futures Scholarships in 2011 and 2010, the J. B. Hyne Research Innovation Award from the University of Calgary in 2012, the Departmental Research Award from University of Calgary in 2009 and 2010, and the Teaching Excellence Award from University of Calgary in 2011. He has published several peer-reviewed publications in journals, book chapters, conferences, and workshops, served in technical program committee of several conferences and workshops, and co-organized conference and workshops.View more
Department of Computer Science, University of Sharjah, Sharjah, United Arab Emirates
Manar Wasif Abu Talib is currently the Assistant Dean of the College of Sciences, University of Sharjah, United Arab Emirates. Her research interests include software engineering with substantial experience and knowledge in conducting research in software measurement, software quality, software testing, ISO 27001 for Information Security, blockchain, Internet of Things, and open-source software. She published over 40 refereed conferences, journals, manuals, and technical reports, involved in over 200 professional activities and sponsored research activities and supervised 30 capstone projects. She is also working on ISO standards for measuring the functional size of software and has been involved in developing the Arabic version of ISO 19761 (COSMIC-FFP measurement method). She received the Best Teacher Award two times, the Exemplary Faculty Award in 2008 and 2010, the Google CS4HS Award in 2014, the QCRI ArabWIC and Anita Borg Institute Faculty scholarships in 2015, the Outstanding University & Community Service Award in 2016, and the Exemplary Leader Award in WiSTEM 2016. She was the Counselor of the IEEE Student Branch at Zayed University from 2012 to 2013 and the Founder and the Former CEO of Emirates Digital Association for Women (EDAW111). She is the ArabWIC VP of Chapters in Arab Women in Computing Association (ArabWIC), the Google Women Tech Maker Lead, an executive member in UAE IEEE Section & Women in Engineering, the Sharjah Google Developer Group Advisor, the UAE representative for the COSMIC-FPP Education Committee, the Co-coordinator of OpenUAE Research & Development Group, and the International Collaborator to Software Engineering Research Laboratory in Montreal, Canada.
Manar Wasif Abu Talib is currently the Assistant Dean of the College of Sciences, University of Sharjah, United Arab Emirates. Her research interests include software engineering with substantial experience and knowledge in conducting research in software measurement, software quality, software testing, ISO 27001 for Information Security, blockchain, Internet of Things, and open-source software. She published over 40 refereed conferences, journals, manuals, and technical reports, involved in over 200 professional activities and sponsored research activities and supervised 30 capstone projects. She is also working on ISO standards for measuring the functional size of software and has been involved in developing the Arabic version of ISO 19761 (COSMIC-FFP measurement method). She received the Best Teacher Award two times, the Exemplary Faculty Award in 2008 and 2010, the Google CS4HS Award in 2014, the QCRI ArabWIC and Anita Borg Institute Faculty scholarships in 2015, the Outstanding University & Community Service Award in 2016, and the Exemplary Leader Award in WiSTEM 2016. She was the Counselor of the IEEE Student Branch at Zayed University from 2012 to 2013 and the Founder and the Former CEO of Emirates Digital Association for Women (EDAW111). She is the ArabWIC VP of Chapters in Arab Women in Computing Association (ArabWIC), the Google Women Tech Maker Lead, an executive member in UAE IEEE Section & Women in Engineering, the Sharjah Google Developer Group Advisor, the UAE representative for the COSMIC-FPP Education Committee, the Co-coordinator of OpenUAE Research & Development Group, and the International Collaborator to Software Engineering Research Laboratory in Montreal, Canada.View more
Department of Computer Science, COMSATS Institute of Information Technology, Islamabad, Pakistan
Tariq Umar (M’16–SM’16) received the master’s degree in computer science from Bahauudin Zakariya University, Multan, Pakistan, in 1997, and the Ph.D. degree in communication systems from the School of Computing & Communication, Lancaster University, U.K., in 2012. He served for the IT Education Sector in Pakistan for over 13 years. Since 2007, he has been an Assistant Professor with the CS Department, COMSATS Institute of Information Technology. His research interests include vehicular ad-hoc networks, cognitive radio sensor networks, wireless sensor networks, Internet of Things, and telecommunication network design. He is an Active Member of the Pakistan Computer Society and the Internet Society Pakistan. He served in the TPC for the IEEE FIT 15, 16, the IEEE PGnet 2011 and 2012, the IEEE FMEC 2016 conferences. He is currently serving as an Associate Editor for the IEEE Access and Future Generation Computer Systems and a Reviewer for IEEE Communications Magazine, the IEEE Access, Computers and Electrical Engineering (Elsevier), the Journal of Network and Computer Applications (Elsevier), Ad Hoc Sensor Wireless Networks, Wireless Networks (Springer), and the Journal of Communications and Networks.
Tariq Umar (M’16–SM’16) received the master’s degree in computer science from Bahauudin Zakariya University, Multan, Pakistan, in 1997, and the Ph.D. degree in communication systems from the School of Computing & Communication, Lancaster University, U.K., in 2012. He served for the IT Education Sector in Pakistan for over 13 years. Since 2007, he has been an Assistant Professor with the CS Department, COMSATS Institute of Information Technology. His research interests include vehicular ad-hoc networks, cognitive radio sensor networks, wireless sensor networks, Internet of Things, and telecommunication network design. He is an Active Member of the Pakistan Computer Society and the Internet Society Pakistan. He served in the TPC for the IEEE FIT 15, 16, the IEEE PGnet 2011 and 2012, the IEEE FMEC 2016 conferences. He is currently serving as an Associate Editor for the IEEE Access and Future Generation Computer Systems and a Reviewer for IEEE Communications Magazine, the IEEE Access, Computers and Electrical Engineering (Elsevier), the Journal of Network and Computer Applications (Elsevier), Ad Hoc Sensor Wireless Networks, Wireless Networks (Springer), and the Journal of Communications and Networks.View more