AI at the Edge: Use Cases, Requirements, and Challenges.

Sayed Chhattan Shah

Sayed Chhattan Shah Beth Cohen Ildikó Vancsa Rajat Kandoi Julian Thomas Grigorios Chrysos 0001 Sotiris Ioannidis Rob Hirschfeld Mahadev Satyanarayanan Moshe Shadmon Nenad Gligoric David Solans Paula Delgado-Santos Flavio Esposito AI at the Edge: Use Cases, Requirements, and Challenges. 2026 March 49-56 9 IEEE Internet Things Mag. 2 https://doi.org/10.1109/MIOT.2025.3644133 db/journals/iotm/iotm9.html#ShahCVKTCIHSSGSDE26 streams/journals/iotm

Pandit Byomakesha Dash Janmenjoy Nayak S. Vimal 0001 Sayed Chhattan Shah Muhammad Bilal 0003 Enhancing IoMT Intrusion Detection Through Nature-Inspired Optimization-Based Gated Recurrent Unit Neural Network. 2026 4129-4146 7 IEEE Open J. Commun. Soc. https://doi.org/10.1109/OJCOMS.2026.3682492 db/journals/ojcs/ojcs7.html#DashNVSB26 streams/journals/ojcs

Sayed Chhattan Shah Andrea Townsend-Nicholson Spiros Denaxas Pablo Lamata Manish Chand A vision for a colorectal digital twin that enables proactive and personalized disease management. 2026 March abs/2603.18064 CoRR https://doi.org/10.48550/arXiv.2603.18064 db/journals/corr/corr2603.html#abs-2603-18064 streams/journals/corr

Sayed Chhattan Shah Taehong Kim Blesson Varghese Zhi Wang Special Issue on Intelligent Architectures and Platforms for Private Edge Cloud Systems. 107605 2025 164 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2024.107605 db/journals/fgcs/fgcs164.html#ShahKVW25 streams/journals/fgcs

Tapas Kumar Mishra 0002 Kshira Sagar Sahoo Muhammad Bilal 0003 Sayed Chhattan Shah Manas Kumar Mishra Adaptive Congestion Control Mechanism to Enhance TCP Performance in Cooperative IoV. 9000-9013 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3239302 db/journals/access/access11.html#MishraSBSM23

Ghawar Said Ata Ullah Anwar Ghani Muhammad Azeem 0003 Khalid Yahya Muhammad Bilal 0003 Sayed Chhattan Shah Hash Table Assisted Efficient File Level De-Duplication Scheme in SD-IoV Assisted Sensing Devices. 83-99 2023 38 Intell. Autom. Soft Comput. 1 https://doi.org/10.32604/iasc.2023.036079 db/journals/iasc/iasc38.html#SaidUGAYBS23 streams/journals/iasc

Muhammad Aslam Jarwar Sajjad Ali Inayatullah Sayed Chhattan Shah Taking IoT Security to the Next Level: Hyperledger Fabric Private Blockchain Enabled IoT Middleware. 1325-1330 2023 GLOBECOM (Workshops) https://doi.org/10.1109/GCWkshps58843.2023.10464627 conf/globecom/2023w db/conf/globecom/globecom2023w.html#JarwarAIS23

Hassam Mughal Muhammad Bilal 0003 Uttam Ghosh Gautam Srivastava 0001 Sayed Chhattan Shah Efficient Allocation of Resource-Intensive Mobile Cyber-Physical Social System Applications on a Heterogeneous Mobile Ad Hoc Cloud. 958-969 2022 9 IEEE Trans. Netw. Sci. Eng. 3 https://doi.org/10.1109/TNSE.2021.3130948 db/journals/tnse/tnse9.html#MughalBGSS22

Abd Ullah Khan Ghulam Abbas 0002 Ziaul Haq Abbas Muhammad Bilal 0003 Sayed Chhattan Shah Houbing Song Reliability Analysis of Cognitive Radio Networks With Reserved Spectrum for 6G-IoT. 2726-2737 2022 19 IEEE Trans. Netw. Serv. Manag. 3 https://doi.org/10.1109/TNSM.2022.3168669 db/journals/tnsm/tnsm19.html#KhanAABSS22

Sayed Chhattan Shah Design of a Machine Learning-Based Intelligent Middleware Platform for a Heterogeneous Private Edge Cloud System. 7701 2021 21 Sensors 22 https://doi.org/10.3390/s21227701 db/journals/sensors/sensors21.html#Shah21

Abdul Wahid 0003 Humera Yasmeen Munam Ali Shah Masoom Alam Sayed Chhattan Shah Holistic approach for coupling privacy with safety in VANETs. 214-230 2019 148 Comput. Networks https://doi.org/10.1016/j.comnet.2018.08.017 https://www.wikidata.org/entity/Q129251193 db/journals/cn/cn148.html#WahidYSAS19

Yongfeng Huang 0002 Haixu Xi Sayed Chhattan Shah Feiyue Ye The evaluation and application of node influence in dynamic networks based on evolving communities. 2019 30 Trans. Emerg. Telecommun. Technol. 9 https://doi.org/10.1002/ett.3556 https://www.wikidata.org/entity/Q128506368 db/journals/ett/ett30.html#HuangXSY19

Shalli Rani Syed Hassan Ahmed Sayed Chhattan Shah Smart Health: A Novel Paradigm to Control the Chickungunya Virus. 1306-1311 2019 6 IEEE Internet Things J. 2 https://doi.org/10.1109/JIOT.2018.2802898 db/journals/iotj/iotj6.html#RaniAS19

Sayed Chhattan Shah Private mobile edge cloud for 5G network applications. 2019 2 Internet Technol. Lett. 5 https://doi.org/10.1002/itl2.124 db/journals/itl/itl2.html#Shah19

Xuan Liu 0006 Peng Yang 0014 Yongqiang Dong Sayed Chhattan Shah Dual-structural edge networking paradigm: an analysis study in terms of multimedia content delivery. 24555-24572 2019 78 Multim. Tools Appl. 17 https://doi.org/10.1007/s11042-018-6649-2 db/journals/mta/mta78.html#LiuYDS19

Supu Xiu Yuanqiao Wen Haiwen Yuan Changshi Xiao Wenqiang Zhan Xiong Zou Chunhui Zhou Sayed Chhattan Shah A Multi-Feature and Multi-Level Matching Algorithm Using Aerial Image and AIS for Vessel Identification. 1317 2019 19 Sensors 6 https://doi.org/10.3390/s19061317 https://www.wikidata.org/entity/Q64091250 db/journals/sensors/sensors19.html#XiuWYXZZZS19

Sayed Chhattan Shah An Energy-Efficient Resource Management System for a Mobile Ad Hoc Cloud. 2019 abs/1903.08969 CoRR http://arxiv.org/abs/1903.08969 db/journals/corr/corr1903.html#abs-1903-08969

Mukhtar M. E. Mahmoud Joel J. P. C. Rodrigues Syed Hassan Ahmed Sayed Chhattan Shah Jalal Al-Muhtadi Valery Korotaev Victor Hugo C. de Albuquerque Enabling Technologies on Cloud of Things for Smart Healthcare. 31950-31967 2018 6 IEEE Access https://doi.org/10.1109/ACCESS.2018.2845399 https://www.wikidata.org/entity/Q60536831 db/journals/access/access6.html#MahmoudRASAKA18

Sayed Chhattan Shah An Energy-Efficient Resource Management System for a Mobile Ad Hoc Cloud. 62898-62914 2018 6 IEEE Access https://doi.org/10.1109/ACCESS.2018.2876600 db/journals/access/access6.html#Shah18

Talal Ashraf Butt Razi Iqbal Sayed Chhattan Shah Tariq Umar Social Internet of Vehicles: Architecture and enabling technologies. 68-84 2018 69 Comput. Electr. Eng. https://doi.org/10.1016/j.compeleceng.2018.05.023 https://www.wikidata.org/entity/Q129743723 db/journals/cee/cee69.html#ButtISU18

Hakima Khelifi Senlin Luo Boubakr Nour Sayed Chhattan Shah Security and Privacy Issues in Vehicular Named Data Networks: An Overview. 5672154:1-5672154:11 2018 2018 Mob. Inf. Syst. https://doi.org/10.1155/2018/5672154 https://www.wikidata.org/entity/Q114975748 db/journals/mis/mis2018.html#KhelifiLNS18

Abdul Hannan Sobia Arshad Muhammad Awais Azam Jonathan Loo Syed Hassan Ahmed Muhammad Faran Majeed Sayed Chhattan Shah Disaster Management System Aided by Named Data Network of Things: Architecture, Design, and Analysis. 2431 2018 18 Sensors 8 https://doi.org/10.3390/s18082431 https://www.wikidata.org/entity/Q56889387 db/journals/sensors/sensors18.html#HannanAALAMS18

Sayed Chhattan Shah Sunil Kumar A Markov Chain Based Link Lifetime Prediction in Mobile Ad Hoc Networks. 28-33 2018 FiCloud Workshops https://doi.org/10.1109/W-FiCloud.2018.00011 conf/ficloud/2018w db/conf/ficloud/ficloud2018w.html#ShahK18 Mudassar Ahmad 0001 Awais Ahmad 0001 Sohail Jabbar Muhammad Asif 0002 Muhammad Asif Habib Syed Hassan Ahmed Sayed Chhattan Shah TCP CUBIC: A Transport Protocol for Improving the Performance of TCP in Long Distance High Bandwidth Cyber-Physical Systems. 1-6 2018 ICC Workshops https://doi.org/10.1109/ICCW.2018.8403545 conf/icc/2018w db/conf/icc/icc2018w.html#AhmadAJAHAS18 Dhananjay Singh 0001 Gaurav Tripathi Sayed Chhattan Shah Rodrigo da Rosa Righi Cyber physical surveillance system for Internet of Vehicles. 546-551 2018 WF-IoT https://doi.org/10.1109/WF-IoT.2018.8355218 conf/wf-iot/2018 db/conf/wf-iot/wf-iot2018.html#SinghTSR18

Muhammad Bilal 0003 Moonsoo Kang Sayed Chhattan Shah Shin-Gak Kang Time-Slotted Scheduling Schemes for Multi-hop Concurrent Transmission in WPANs with Directional Antenna. 2018 abs/1801.06018 CoRR http://arxiv.org/abs/1801.06018 db/journals/corr/corr1801.html#abs-1801-06018

Jae Hyeck Lee Myong-Soon Park Sayed Chhattan Shah Wi-Fi Direct Based Mobile Ad hoc Network. 2018 abs/1810.06964 CoRR http://arxiv.org/abs/1810.06964 db/journals/corr/corr1810.html#abs-1810-06964

Sayed Chhattan Shah Recent Advances in Mobile Grid and Cloud Computing. 2018 abs/1810.07042 CoRR http://arxiv.org/abs/1810.07042 db/journals/corr/corr1810.html#abs-1810-07042

Sayed Chhattan Shah A Mobile Ad hoc Cloud Computing and Networking Infrastructure for Automated Video Surveillance System. 2018 abs/1810.07338 CoRR http://arxiv.org/abs/1810.07338 db/journals/corr/corr1810.html#abs-1810-07338

Sayed Chhattan Shah Mobile Edge Cloud: Opportunities and Challenges. 2018 abs/1811.01929 CoRR http://arxiv.org/abs/1811.01929 db/journals/corr/corr1811.html#abs-1811-01929

Fida Hussain Chandio Zahir Irani Akram M. Zeki Asadullah Shah Sayed Chhattan Shah Online Banking Information Systems Acceptance: An Empirical Examination of System Characteristics and Web Security. 50-64 2017 34 Inf. Syst. Manag. 1 https://doi.org/10.1080/10580530.2017.1254450 db/journals/ism/ism34.html#ChandioIZSS17

Sayed Chhattan Shah A Mobile Ad hoc Cloud Computing and Networking Infrastructure for Automated Video Surveillance System. 767-780 2017 13 J. Comput. Sci. 12 https://doi.org/10.3844/jcssp.2017.767.780 https://www.wikidata.org/entity/Q130109200 db/journals/jcsci/jcsci13.html#Shah17

Jae Hyeck Lee Myong-Soon Park Sayed Chhattan Shah Wi-Fi direct based mobile ad hoc network. 116-120 2017 ICCCS https://doi.org/10.1109/CCOMS.2017.8075279 conf/ccoms/2017 db/conf/ccoms/icccs2017.html#LeePS17 Minseok Jang Myong-Soon Park Sayed Chhattan Shah A mobile ad hoc cloud for automated video surveillance system. 1001-1005 2017 ICNC https://doi.org/10.1109/ICCNC.2017.7876271 conf/iccnc/2017 db/conf/iccnc/iccnc2017.html#JangPS17

Sayed Chhattan Shah Energy efficient and robust allocation of interdependent tasks on mobile ad hoc computational grid. 1226-1254 2015 27 Concurr. Comput. Pract. Exp. 5 https://doi.org/10.1002/cpe.3297 db/journals/concurrency/concurrency27.html#Shah15

Sayed Chhattan Shah Sajjad Hussain Chauhdary Muhammad Bilal 0003 Myong-Soon Park Network Aware and Power-Based Resource Allocation in Mobile Ad Hoc Computational Grid. 428-435 2014 HPCC/CSS/ICESS https://doi.org/10.1109/HPCC.2014.73 conf/hpcc/2014 db/conf/hpcc/hpcc2014.html#ShahCBP14

Sajjad Hussain Chauhdary Myong-Soon Park Ali Kashif Bashir Sayed Chhattan Shah Jeongjoon Lee A collaborative scheme for boundary detection and tracking of continuous objects in WSNs. 439-456 2013 19 Intell. Autom. Soft Comput. 3 https://doi.org/10.1080/10798587.2013.794613 db/journals/iasc/iasc19.html#ChauhdaryPBSL13

Sayed Chhattan Shah Myong-Soon Park Wan Sik Choi Sajjad Hussain Chauhdary Ali Kashif Bashir Network Aware Resource Allocation Scheme for Mobile Ad Hoc Computational Grid. 105-116 2013 ICIRA (1) https://doi.org/10.1007/978-3-642-40852-6_13 conf/icira/2013-1 db/conf/icira/icira2013-1.html#ShahPCCB13 Ali Kashif Bashir Myong-Soon Park Sang-Il Lee Jinseop Park Wongryol Lee Sayed Chhattan Shah In-network RFID Data Filtering Scheme in RFID-WSN for RFID Applications. 454-465 2013 ICIRA (2) https://doi.org/10.1007/978-3-642-40849-6_46 conf/icira/2013-2 db/conf/icira/icira2013-2.html#BashirPLPLS13 Sayed Chhattan Shah Mobile Ad Hoc Computational Grid: Opportunities and Challenges. 848-857 2013 MILCOM https://doi.org/10.1109/MILCOM.2013.149 conf/milcom/2013 db/conf/milcom/milcom2013.html#Shah13

Sayed Chhattan Shah Myong-Soon Park Wan Sik Choi Zeeshan Hameed Mir Sajjad Hussain Chauhdary Ali Kashif Bashir Fida Hussain Chandio An Adaptive Distance-based Resource Allocation Scheme for Interdependent Tasks in Mobile Ad Hoc Computational Grids. 307-317 2012 41 Inf. Technol. Control. 4 https://doi.org/10.5755/j01.itc.41.4.877 db/journals/itc/itc41.html#ShahPCMCBC12

Sajjad Hussain Chauhdary Jeongjoon Lee Sayed Chhattan Shah Myong-Soon Park EBCO - Efficient Boundary Detection and Tracking Continuous Objects in WSNs. 2901-2919 2012 6 KSII Trans. Internet Inf. Syst. 11 https://doi.org/10.3837/tiis.2012.11.009 db/journals/itiis/itiis6.html#ChauhdaryLSP12

Sayed Chhattan Shah Qurat ul Ain Nizamani Sajjad Hussain Chauhdary Myong-Soon Park An effective and robust two-phase resource allocation scheme for interdependent tasks in mobile ad hoc computational Grids. 1664-1679 2012 72 J. Parallel Distributed Comput. 12 https://doi.org/10.1016/j.jpdc.2012.07.012 db/journals/jpdc/jpdc72.html#ShahNCP12

Sayed Chhattan Shah Myong-Soon Park An Energy-Efficient Resource Allocation Scheme for Mobile Ad Hoc Computational Grids. 303-323 2011 9 J. Grid Comput. 3 https://doi.org/10.1007/s10723-011-9188-x db/journals/grid/grid9.html#ShahP11

Sayed Chhattan Shah Myong-Soon Park Fida Hussain Chandio Resource allocation scheme to reduce communication cost in mobile ad hoc computational grids. 270-280 2011 1 Int. J. Space Based Situated Comput. 4 https://doi.org/10.1504/IJSSC.2011.043510 db/journals/ijssc/ijssc1.html#ShahPC11

Sayed Chhattan Shah Myong-Soon Park Energy efficient resource allocation in mobile ad hoc computational grids. 1-10 2011 COMSNETS https://doi.org/10.1109/COMSNETS.2011.5716409 conf/comsnets/2011 db/conf/comsnets/comsnets2011.html#ShahP11 Sayed Chhattan Shah Myong-Soon Park Resource Allocation Scheme to Minimize Communication Cost in Mobile Ad Hoc Computational Grids. 169-176 2010 INCoS https://doi.org/10.1109/INCOS.2010.26 https://doi.ieeecomputersociety.org/10.1109/INCOS.2010.26 conf/incos/2010 db/conf/incos/incos2010.html#ShahP10 Sayed Chhattan Shah Mohammad Umar Memon Virtual Gateway For Non-Disruptive Recovery in MANET and Fixed Networks. 51-59 2007 conf/icwn/2007 ICWN db/conf/icwn/icwn2007.html#ShahM07 Ghulam Abbas 0002 Ziaul Haq Abbas Awais Ahmad 0001 Mudassar Ahmad 0001 Syed Hassan Ahmed Jalal Al-Muhtadi Masoom Alam Victor Hugo C. de Albuquerque Sajjad Ali Sobia Arshad Muhammad Asif 0002 Muhammad Awais Azam Muhammad Azeem 0003 Ali Kashif Bashir Muhammad Bilal 0003 Talal Ashraf Butt Manish Chand Fida Hussain Chandio Sajjad Hussain Chauhdary Wan Sik Choi Grigorios Chrysos 0001 Beth Cohen Pandit Byomakesha Dash Paula Delgado-Santos Spiros Denaxas Yongqiang Dong Flavio Esposito Anwer GhaniAnwar Ghani Uttam Ghosh Nenad Gligoric Muhammad Asif Habib Abdul Hannan Rob Hirschfeld Yongfeng Huang 0002 Inayatullah Sotiris Ioannidis Razi Iqbal Zahir Irani Sohail Jabbar Minseok Jang Muhammad Aslam Jarwar Rajat Kandoi Moonsoo Kang Shin-Gak Kang Abd Ullah Khan Hakima Khelifi Taehong Kim Valery Korotaev Sunil Kumar Pablo Lamata Jae Hyeck Lee Jeongjoon Lee Sang-Il Lee Wongryol Lee Xuan Liu 0006 Jonathan Loo Senlin Luo Mukhtar M. E. Mahmoud Muhammad Faran Majeed Mohammad Umar Memon Zeeshan Hameed Mir Manas Kumar Mishra Tapas Kumar Mishra 0002 Hassam Mughal Janmenjoy Nayak Qurat ul Ain Nizamani Boubakr Nour Jinseop Park Myong-Soon Park Shalli Rani Rodrigo da Rosa Righi Joel J. P. C. Rodrigues Kshira Sagar Sahoo Ghawar Said Mahadev Satyanarayanan Moshe Shadmon Asadullah Shah Munam Ali Shah Dhananjay Singh 0001 David Solans Houbing Song Gautam Srivastava 0001 Julian Thomas Andrea Townsend-Nicholson Gaurav Tripathi Ata Ullah Tariq Umar Ildikó Vancsa Blesson Varghese S. Vimal 0001 Abdul Wahid 0003 Zhi Wang Yuanqiao Wen Haixu Xi Changshi Xiao Supu Xiu Khalid Yahya Peng Yang 0014 Humera Yasmeen Feiyue Ye Haiwen Yuan Akram M. Zeki Wenqiang Zhan Chunhui Zhou Xiong Zou