Enhancing 5G network slicing for IoT traffic with a novel clustering framework.

Shashank Shekhar 0001 Siemens Corporate Technology, Princeton, NJ, USA Vanderbilt University, Nashville, TN, USA https://orcid.org/0000-0003-0363-5362 Shashank Shekhar Shashank Shekhar 0002 Université de Caen Normandie, France LAAS-CNRS, Toulouse, France Ben Gurion University of the Negev, Israel https://il.linkedin.com/in/shashank-shekhar-82407122 https://orcid.org/0009-0009-4093-5656 Shashank Shekhar 0003 VMware Inc., Palo Alto, CA, USA https://orcid.org/0000-0003-3661-666X Shashank Shekhar 0004 Indian Institute of Technology, Madras, Chennai, India https://orcid.org/0000-0001-5216-7310 https://ieeexplore.ieee.org/author/37089240669 Shashank Shekhar 0005 University of Guelph Shashank Shekhar 0006 Indian Institute of Science, Bengaluru, India https://orcid.org/0000-0003-0845-6312

Ziran Min Swapna S. Gokhale Shashank Shekhar 0001 Charif Mahmoudi Zhuangwei Kang Yogesh D. Barve Aniruddha Gokhale Enhancing 5G network slicing for IoT traffic with a novel clustering framework. 101974 2024 104 Pervasive Mob. Comput. https://doi.org/10.1016/j.pmcj.2024.101974 db/journals/percom/percom104.html#MinGSMKBG24 streams/journals/percom

Shuang Zhou Shashank Shekhar 0001 Ajay Chhokra Abhishek Dubey Aniruddha Gokhale Drift Detection and Adaptation for Federated Learning in IoT with Adaptive Device Management. 8088-8097 2024 IEEE Big Data https://doi.org/10.1109/BigData62323.2024.10826139 conf/bigdataconf/2024 db/conf/bigdataconf/bigdataconf2024.html#Zhou0CDG24 Ziran Min Ziteng Liu Zhuangwei Kang Shuang Zhou Swapna S. Gokhale Shashank Shekhar 0001 Charif Mahmoudi Aniruddha Gokhale A Novel 5G Digital Twin Approach for Traffic Prediction and Elastic Network Slice Management. 497-505 2024 COMSNETS https://doi.org/10.1109/COMSNETS59351.2024.10427071 conf/comsnets/2024 db/conf/comsnets/comsnets2024.html#MinLKZG0MG24 Siddharth Bhela Abhishek Banerjee Shashank Shekhar 0001 Elliott Fix Vaibhav Pawaskar Ulrich Münz Joachim Bamberger Robust Decentralized Secondary Control Validation in Inverter-based Microgrid Testbed. 1-5 2024 ISGT https://doi.org/10.1109/ISGT59692.2024.10454161 conf/isgt/2024 db/conf/isgt/isgt2024.html#BhelaBSFPMB24 Ziran Min Shuang Zhou Zhuangwei Kang Shashank Shekhar 0001 Charif Mahmoudi Aniruddha S. Gokhale Aniruddha Gokhale Managing and Optimizing 5G & Beyond Network Resources for Multi-Task Digital Twin Applications in Industry 4.0. 220-223 2023 ISORC https://doi.org/10.1109/ISORC58943.2023.00039 conf/isorc/2023 db/conf/isorc/isorc2023.html#MinZKSMGG23 Ziran Min Swapna S. Gokhale Shashank Shekhar 0001 Charif Mahmoudi Zhuangwei Kang Yogesh D. Barve Aniruddha Gokhale A Classification Framework for IoT Network Traffic Data for Provisioning 5G Network Slices in Smart Computing Applications. 133-140 2023 SMARTCOMP https://doi.org/10.1109/SMARTCOMP58114.2023.00034 conf/smartcomp/2023 db/conf/smartcomp/smartcomp2023.html#MinGSMKBG23 Yifan Wang Weijia Song Yuting Yang Charif Mahmoudi Shashank Shekhar 0001 Kenneth P. Birman Dash: A Low Code Development Platform for AI Applications in Industry. 72-81 2023 UEMCON https://doi.org/10.1109/UEMCON59035.2023.10316092 conf/uemcom/2023 db/conf/uemcom/uemcom2023.html#WangSYMSB23 Bruno P. Leao Jagannadh Vempati Ulrich Münz Shashank Shekhar 0001 Amit Pandey David Hingos Siddharth Bhela Jing Wang 0183 Chris Bilby Machine Learning-based False Data Injection Attack Detection and Localization in Power Grids. 1-8 2022 CNS https://doi.org/10.1109/CNS56114.2022.9947256 conf/cns/2022 db/conf/cns/cns2022.html#LeaoVMSPHBWB22 Purboday Ghosh Shashank Shekhar 0001 Yashen Lin Ulrich Münz Gabor Karsai Peer-to-Peer Communication Trade-Offs for Smart Grid Applications. 1-10 2022 ICCCN https://doi.org/10.1109/ICCCN54977.2022.9868911 conf/icccn/2022 db/conf/icccn/icccn2022.html#GhoshSLMK22 Akram Hakiri Aniruddha S. Gokhale Yogesh D. Barve Valerio Formicola Shashank Shekhar 0001 Charif Mahmoudi Mohammad Ashiqur Rahman Uttam Ghosh Syed Rafay Hasan Terry N. Guo Techniques for Realizing Secure, Resilient and Differentiated 5G Operations. 113-117 2022 WMNC https://doi.org/10.23919/WMNC56391.2022.9954310 conf/mwcn/2022 db/conf/mwcn/wmnc2022.html#HakiriGBFSMRGHG22 Ziran Min Shashank Shekhar 0001 Charif Mahmoudi Valerio Formicola Swapna S. Gokhale Aniruddha Gokhale Software-defined Dynamic 5G Network Slice Management for Industrial Internet of Things. 251-259 2022 NCA https://doi.org/10.1109/NCA57778.2022.10013530 conf/nca/2022 db/conf/nca/nca2022.html#MinSMFGG22

Ziran Min Shashank Shekhar 0001 Charif Mahmoudi Valerio Formicola Swapna S. Gokhale Aniruddha Gokhale Dynamic 5G Network Slice Management Middleware for Industrial Internet of Things: Industry Paper. 2022 abs/2207.07219 CoRR https://doi.org/10.48550/arXiv.2207.07219 db/journals/corr/corr2207.html#abs-2207-07219

Purboday Ghosh Shashank Shekhar 0001 Ulrich Münz Gabor Karsai Peer-to-Peer Communication Trade-Offs for Smart Grid Applications. 2021 abs/2112.06848 CoRR https://arxiv.org/abs/2112.06848 db/journals/corr/corr2112.html#abs-2112-06848

Shashank Shekhar 0001 Ajay Chhokra Hongyang Sun 0001 Aniruddha Gokhale Abhishek Dubey Xenofon D. Koutsoukos Gabor Karsai URMILA: Dynamically trading-off fog and edge resources for performance and mobility-aware IoT services. 101710 2020 107 J. Syst. Archit. https://doi.org/10.1016/j.sysarc.2020.101710 https://www.wikidata.org/entity/Q126343452 db/journals/jsa/jsa107.html#ShekharCSGDKK20

Anirban Bhattacharjee Ajay Dev Chhokra Hongyang Sun 0001 Shashank Shekhar 0001 Aniruddha Gokhale Gabor Karsai Abhishek Dubey Deep-Edge: An Efficient Framework for Deep Learning Model Update on Heterogeneous Edge. 75-84 2020 ICFEC https://doi.org/10.1109/ICFEC50348.2020.00016 conf/icfec/2020 db/conf/icfec/icfec2020.html#BhattacharjeeCS20

Anirban Bhattacharjee Ajay Dev Chhokra Hongyang Sun 0001 Shashank Shekhar 0001 Aniruddha Gokhale Gabor Karsai Abhishek Dubey Deep-Edge: An Efficient Framework for Deep Learning Model Update on Heterogeneous Edge. 2020 abs/2004.05740 CoRR https://arxiv.org/abs/2004.05740 db/journals/corr/corr2004.html#abs-2004-05740

Yogesh D. Barve Shashank Shekhar 0001 Ajay Chhokra Shweta Khare Anirban Bhattacharjee Zhuangwei Kang Hongyang Sun 0001 Aniruddha Gokhale FECBench: A Holistic Interference-aware Approach for Application Performance Modeling. 211-221 2019 IC2E https://doi.org/10.1109/IC2E.2019.00035 conf/ic2e/2019 db/conf/ic2e/ic2e2019.html#BarveSCKBKSG19 Shashank Shekhar 0001 Ajay Chhokra Hongyang Sun 0001 Aniruddha Gokhale Abhishek Dubey Xenofon D. Koutsoukos Supporting fog/edge-based cognitive assistance IoT services for the visually impaired: poster abstract. 275-276 2019 IoTDI https://doi.org/10.1145/3302505.3312592 conf/iotdi/2019 db/conf/iotdi/iotdi2019.html#ShekharCSGDK19 Shashank Shekhar 0001 Ajay Chhokra Hongyang Sun 0001 Aniruddha Gokhale Abhishek Dubey Xenofon D. Koutsoukos URMILA: A Performance and Mobility-Aware Fog/Edge Resource Management Middleware. 118-125 2019 ISORC https://doi.org/10.1109/ISORC.2019.00033 conf/isorc/2019 db/conf/isorc/isorc2019.html#ShekharCSGDK19

Yogesh D. Barve Shashank Shekhar 0001 Ajay Dev Chhokra Shweta Khare Anirban Bhattacharjee Zhuangwei Kang Hongyang Sun 0001 Aniruddha Gokhale FECBench: A Holistic Interference-aware Approach for Application Performance Modeling. 2019 abs/1904.05833 CoRR http://arxiv.org/abs/1904.05833 db/journals/corr/corr1904.html#abs-1904-05833

Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale iTune: Engineering the Performance of Xen Hypervisor via Autonomous and Dynamic Scheduler Reconfiguration. 103-116 2018 11 IEEE Trans. Serv. Comput. 1 https://doi.org/10.1109/TSC.2016.2538234 http://doi.ieeecomputersociety.org/10.1109/TSC.2016.2538234 db/journals/tsc/tsc11.html#CaglarSG18

Shashank Shekhar 0001 Hamzah Abdel-Aziz Anirban Bhattacharjee Aniruddha S. Gokhale Xenofon D. Koutsoukos Performance Interference-Aware Vertical Elasticity for Cloud-Hosted Latency-Sensitive Applications. 82-89 2018 IEEE CLOUD https://doi.org/10.1109/CLOUD.2018.00018 https://doi.ieeecomputersociety.org/10.1109/CLOUD.2018.00018 conf/IEEEcloud/2018 db/conf/IEEEcloud/IEEEcloud2018.html#ShekharABGK18 Yogesh D. Barve Shashank Shekhar 0001 Ajay Dev Chhokra Shweta Khare Anirban Bhattacharjee Aniruddha S. Gokhale FECBench: An Extensible Framework for Pinpointing Sources of Performance Interference in the Cloud-Edge Resource Spectrum. 331-333 2018 SEC https://doi.org/10.1109/SEC.2018.00034 https://doi.ieeecomputersociety.org/10.1109/SEC.2018.00034 conf/edge/2018sec db/conf/edge/sec2018.html#BarveSCKBG18 Yogesh D. Barve Shashank Shekhar 0001 Shweta Khare Anirban Bhattacharjee Aniruddha S. Gokhale UPSARA: A Model-Driven Approach for Performance Analysis of Cloud-Hosted Applications. 1-10 2018 UCC https://doi.org/10.1109/UCC.2018.00009 https://doi.ieeecomputersociety.org/10.1109/UCC.2018.00009 conf/ucc/2018 db/conf/ucc/ucc2018.html#BarveSKBG18 Yi Li Shashank Shekhar 0001 Yevgeniy Vorobeychik Xenofon D. Koutsoukos Aniruddha S. Gokhale Simulation-Based Optimization as a Service for Dynamic Data-Driven Applications Systems. 589-614 2018 Handbook of Dynamic Data Driven Applications Systems https://doi.org/10.1007/978-3-319-95504-9_26 reference/sp/2018dddas db/reference/sp/dddas2018.html#LiSVKG18 Shashank Shekhar 0001 Aniruddha S. Gokhale Dynamic Resource Management Across Cloud-Edge Resources for Performance-Sensitive Applications. 707-710 2017 CCGrid https://doi.org/10.1109/CCGRID.2017.120 https://doi.ieeecomputersociety.org/10.1109/CCGRID.2017.120 http://dl.acm.org/citation.cfm?id=3101214 conf/ccgrid/2017 db/conf/ccgrid/ccgrid2017.html#ShekharG17 Shashank Shekhar 0001 Ajay Dev Chhokra Anirban Bhattacharjee Guillaume Aupy Aniruddha S. Gokhale INDICES: Exploiting Edge Resources for Performance-Aware Cloud-Hosted Services. 75-80 2017 ICFEC https://doi.org/10.1109/ICFEC.2017.16 https://doi.ieeecomputersociety.org/10.1109/ICFEC.2017.16 conf/icfec/2017 db/conf/icfec/icfec2017.html#ShekharCBAG17 Shashank Shekhar 0001 Aniruddha S. Gokhale Enabling IoT Applications via Dynamic Cloud-Edge Resource Management: Poster Abstract. 331-332 2017 IoTDI https://doi.org/10.1145/3054977.3057307 https://ieeexplore.ieee.org/document/7946912 conf/iotdi/2017 db/conf/iotdi/iotdi2017.html#ShekharG17 Prithviraj Patil Akram Hakiri Shashank Shekhar 0001 Aniruddha S. Gokhale Scalable and Adaptive Software Defined Network Management for Cloud-hosted Group Communication Applications. 111-120 2017 UCC https://doi.org/10.1145/3147213.3147220 conf/ucc/2017 db/conf/ucc/ucc2017.html#PatilHSG17 Shashank Shekhar 0001 Yogesh D. Barve Aniruddha S. Gokhale Understanding Performance Interference Benchmarking and Application Profiling Techniques for Cloud-hosted Latency-Sensitive Applications. 187-188 2017 UCC https://doi.org/10.1145/3147213.3149453 conf/ucc/2017 db/conf/ucc/ucc2017.html#ShekharBG17

Shashank Shekhar 0001 Hamzah Abdel-Aziz Michael Walker 0003 Faruk Caglar Aniruddha S. Gokhale Xenofon D. Koutsoukos A simulation as a service cloud middleware. 93-108 2016 71 Ann. des Télécommunications 3-4 https://doi.org/10.1007/s12243-015-0475-6 db/journals/adt/adt71.html#ShekharAWCGK16

Shashank Shekhar 0001 Dynamic Data Driven Cloud Systems for Cloud-Hosted CPS. 195-197 2016 IC2E Workshops https://doi.org/10.1109/IC2EW.2016.38 https://doi.ieeecomputersociety.org/10.1109/IC2EW.2016.38 conf/ic2e/2016w db/conf/ic2e/ic2e2016w.html#Shekhar16 Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale Xenofon D. Koutsoukos Intelligent, Performance Interference-Aware Resource Management for IoT Cloud Backends. 95-105 2016 IoTDI https://doi.org/10.1109/IoTDI.2015.36 https://doi.ieeecomputersociety.org/10.1109/IoTDI.2015.36 conf/iotdi/2016 db/conf/iotdi/iotdi2016.html#CaglarSGK16

Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale Satabdi Basu Tazrian Rafi John S. Kinnebrew Gautam Biswas Cloud-hosted simulation-as-a-service for high school STEM education. 255-273 2015 58 Simul. Model. Pract. Theory https://doi.org/10.1016/j.simpat.2015.06.006 db/journals/simpra/simpra58.html#CaglarSGBRKB15

Kyoungho An Shashank Shekhar 0001 Faruk Caglar Aniruddha S. Gokhale Shivakumar Sastry A cloud middleware for assuring performance and high availability of soft real-time applications. 757-769 2014 60 J. Syst. Archit. 9 https://doi.org/10.1016/j.sysarc.2014.01.009 db/journals/jsa/jsa60.html#AnSCGS14

Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale iPlace: An Intelligent and Tunable Power- and Performance-Aware Virtual Machine Placement Technique for Cloud-Based Real-Time Applications. 48-55 2014 ISORC https://doi.org/10.1109/ISORC.2014.35 https://doi.ieeecomputersociety.org/10.1109/ISORC.2014.35 conf/isorc/2014 db/conf/isorc/isorc2014.html#CaglarSG14 Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale Towards a performance interference-aware virtual machine placement strategy for supporting soft real-time applications in the cloud. 2014 REACTION https://hdl.handle.net/10016/19687 conf/rtss/2014reaction db/conf/rtss/reaction2014.html#CaglarSG14 Faruk Caglar Shashank Shekhar 0001 Kyoungho An Aniruddha S. Gokhale Intelligent power- and performance-aware tradeoffs for multicore servers in cloud data centers. 241 2013 ICCPS https://doi.org/10.1145/2502524.2502559 conf/iccps/2013 db/conf/iccps/iccps2013.html#CaglarSAG13 Shashank Shekhar 0001 Faruk Caglar Kyoungho An Takayuki Kuroda Aniruddha S. Gokhale Swapna S. Gokhale A Model-driven Approach for Price/Performance Tradeoffs in Cloud-based MapReduce Application Deployment. 37-42 2013 MDHPCL@MoDELS https://ceur-ws.org/Vol-1118/05-paper.pdf conf/models/2013mdhpcl db/conf/models/mdhpcl2013.html#ShekharCAKGG13 Faruk Caglar Kyoungho An Shashank Shekhar 0001 Aniruddha S. Gokhale Model-driven performance estimation, deployment, and resource management for cloud-hosted services. 21-26 2013 DSM@SPLASH https://doi.org/10.1145/2541928.2541933 conf/oopsla/2013dsm db/conf/oopsla/dsm2013.html#CaglarASG13 Anton Dukeman Faruk Caglar Shashank Shekhar 0001 John S. Kinnebrew Gautam Biswas Douglas H. Fisher Aniruddha S. Gokhale Teaching Computational Thinking Skills in C3STEM with Traffic Simulation. 350-357 2013 CHI-KDD https://doi.org/10.1007/978-3-642-39146-0_33 conf/southchi/2013chikdd db/conf/southchi/chikdd2013.html#DukemanCSKBFG13 Kyoungho An Faruk Caglar Shashank Shekhar 0001 Aniruddha S. Gokhale A Framework for Effective Placement of Virtual Machine Replicas for Highly Available Performance-sensitive Cloud-based Applications. 2012 conf/rtss/2012reaction REACTION https://hdl.handle.net/10016/17930 db/conf/rtss/reaction2012.html#AnCSG12 Hamzah Abdel-Aziz Kyoungho An Joachim Bamberger Abhishek Banerjee Yogesh D. Barve Satabdi Basu Anirban Bhattacharjee Siddharth Bhela Chris Bilby Kenneth P. Birman Gautam Biswas Faruk Caglar Ajay Dev ChhokraAjay Chhokra Abhishek Dubey Anton Dukeman Douglas H. Fisher Elliott Fix Valerio Formicola Purboday Ghosh Uttam Ghosh Aniruddha S. GokhaleAniruddha Gokhale Swapna S. Gokhale Nan Guo 0001Terry N. Guo Akram Hakiri Syed Rafay Hasan David Hingos Zhuangwei Kang Gabor Karsai Shweta Khare John S. Kinnebrew Xenofon KoutsoukosXenofon D. Koutsoukos Takayuki Kuroda Bruno P. Leao Yi Li Yashen Lin Ziteng Liu Charif Mahmoudi Ziran Min Ulrich Münz Guillaume PallezGuillaume Aupy Amit Pandey Prithviraj Patil Vaibhav Pawaskar Tazrian Rafi Mohammad Ashiqur Rahman Shivakumar Sastry Weijia Song Hongyang Sun 0001 Jagannadh Vempati Yevgeniy Vorobeychik Michael Walker 0003 Jing Wang 0183 Yifan Wang Yuting Yang Shuang Zhou