Publications

2026

1. C

   ARKV: Adaptive and Resource-Efficient KV Cache Management under Limited Memory Budget for Long-Context Inference in LLMs

   Jianlong Lei, Shashikant Ilager

   Proceedings of the 26th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 2026

   PDFHTMLCodeBibTeX

   @inproceedings{JianlongLei2026ARKV,
     author = {Lei, Jianlong and Ilager, Shashikant},
     title = {ARKV: Adaptive and Resource-Efficient KV Cache Management under Limited Memory Budget for Long-Context Inference in LLMs},
     booktitle = {Proceedings of the 26th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID)},
     year = {2026},
   }

2. C

   Characterizing LLM Inference Energy-Performance Tradeoffs across Workloads and GPU Scaling

   Paul Joe Maliakel, Shashikant Ilager, Ivona Brandic

   🏆 Nominated for Best Student Paper Award

   Proceedings of the 26th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 2026

   PDFHTMLBibTeX

   @inproceedings{maliakel2026ccgrid,
     author = {Maliakel, Paul Joe and Ilager, Shashikant and Brandic, Ivona},
     title = {Characterizing LLM Inference Energy-Performance Tradeoffs across Workloads and GPU Scaling},
     booktitle = {Proceedings of the 26th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID)},
     year = {2026},
     eprint = {2501.08219},
   }

3. J

   GreenServ: Energy-Efficient Context-Aware Dynamic Routing for Multi-Model LLM Inference

   Thomas Ziller, Shashikant Ilager, Alessandro Tundo, Ezio Bartocci, Leonardo Mariani, Ivona Brandic

   arXiv preprint arXiv:2601.17551, 2026

   PDFHTMLCodeBibTeX

   @article{ziller2026greenserv,
     author = {Ziller, Thomas and Ilager, Shashikant and Tundo, Alessandro and Bartocci, Ezio and Mariani, Leonardo and Brandic, Ivona},
     title = {GreenServ: Energy-Efficient Context-Aware Dynamic Routing for Multi-Model LLM Inference},
     journal = {arXiv preprint arXiv:2601.17551},
     year = {2026},
     eprint = {2601.17551},
   }

4. W

   EcoKube: Simulating Carbon-Aware Scheduling Policies in Heterogeneous Edge–Cloud Environments

   Gonçalo Ferreira, Shashikant Ilager

   Proceedings of the 4th International Workshop on Testing Distributed Internet of Things Systems (TDIS ’26), co-located with EuroSys 2026, Edinburgh, Scotland, UK, 2026

   PDFHTMLCodeBibTeX

   @inproceedings{ferreira2026ecokube,
     author = {Ferreira, Gonçalo and Ilager, Shashikant},
     title = {EcoKube: Simulating Carbon-Aware Scheduling Policies in Heterogeneous Edge–Cloud Environments},
     booktitle = {Proceedings of the 4th International Workshop on Testing Distributed Internet of Things Systems (TDIS '26), co-located with EuroSys 2026, Edinburgh, Scotland, UK},
     year = {2026},
     publisher = {ACM},
     doi = {10.1145/3802513.3803486},
   }

5. C

   Leveraging LLMs for Structured Information Extraction and Analysis from Cloud Incident Reports

   Xiaoyu Chu, Shashikant Ilager, Yuheng Zang, Sacheendra Talluri, Alexandru Iosup

   Companion of the 17th ACM/SPEC International Conference on Performance Engineering (ICPE 2026), 2026

   BibTeX

   @inproceedings{chu2026llmincidents,
     author = {Chu, Xiaoyu and Ilager, Shashikant and Zang, Yuheng and Talluri, Sacheendra and Iosup, Alexandru},
     title = {Leveraging LLMs for Structured Information Extraction and Analysis from Cloud Incident Reports},
     booktitle = {Companion of the 17th ACM/SPEC International Conference on Performance Engineering (ICPE 2026)},
     year = {2026}
   }

6. J

   A Decentralized and Self-Adaptive Approach for Monitoring Volatile Edge Environments

   Shashikant Ilager, Jakob Fahringer, Alessandro Tundo, Ivona Brandić

   ACM Transactions on Autonomous and Adaptive Systems (TAAS), 2026

   PDFHTMLCodeBibTeX

   @article{ilager2026decentralized,
     author = {Ilager, Shashikant and Fahringer, Jakob and Tundo, Alessandro and Brandić, Ivona},
     title = {A Decentralized and Self-Adaptive Approach for Monitoring Volatile Edge Environments},
     journal = {ACM Transactions on Autonomous and Adaptive Systems (TAAS)},
     volume = {21},
     number = {2},
     pages = {1--30},
     year = {2026},
     doi = {10.1145/3736726},
   }

2025

1. C

   GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation

   Shashikant Ilager, Lukas Florian Briem, Ivona Brandic

   Proceedings of the 25th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), 2025

   PDFHTMLCodeBibTeX

   @inproceedings{ilager2025greencode,
     author = {Ilager, Shashikant and Briem, Lukas Florian and Brandic, Ivona},
     title = {GREEN-CODE: Learning to Optimize Energy Efficiency in LLM-based Code Generation},
     booktitle = {Proceedings of the 25th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID)},
     year = {2025},
     eprint = {2501.11006},
   }

2. C

   Aging-Aware CPU Core Management for Embodied Carbon Amortization in Cloud LLM Inference

   Tharindu B. Hewage, Shashikant Ilager, Maria Rodriguez Read, Rajkumar Buyya

   Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems (e-Energy), 2025

   PDFHTMLCodeBibTeX

   @inproceedings{hewage2025agingaware,
     author = {Hewage, Tharindu B. and Ilager, Shashikant and Rodriguez Read, Maria and Buyya, Rajkumar},
     title = {Aging-Aware CPU Core Management for Embodied Carbon Amortization in Cloud LLM Inference},
     booktitle = {Proceedings of the 16th ACM International Conference on Future and Sustainable Energy Systems (e-Energy)},
     year = {2025},
   }

3. W

   Investigating Efficient Edge Offloading Architectures for Serverless Systems

   Paul Daniëlse, Han Liang Tai, Shashikant Ilager, Zhiming Zhao

   Intel4EC Workshop, co-located with IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2025

   BibTeX

   @inproceedings{danielse2025serverless,
     author = {Daniëlse, Paul and Tai, Han Liang and Ilager, Shashikant and Zhao, Zhiming},
     title = {Investigating Efficient Edge Offloading Architectures for Serverless Systems},
     booktitle = {Intel4EC Workshop, co-located with IEEE International Parallel and Distributed Processing Symposium (IPDPS)},
     year = {2025}
   }

4. C

   Towards Knowledge Retrieval for Agentic Systems in Cloud: Learning, Analysis and Control

   Paul Daniëlse, Shashikant Ilager, Zhiming Zhao

   International Joint Conference on Knowledge Graphs (IJCKG 2025), 2025

   BibTeX

   @inproceedings{danielse2025knowledge,
     author = {Daniëlse, Paul and Ilager, Shashikant and Zhao, Zhiming},
     title = {Towards Knowledge Retrieval for Agentic Systems in Cloud: Learning, Analysis and Control},
     booktitle = {International Joint Conference on Knowledge Graphs (IJCKG 2025)},
     year = {2025},
     pages = {453--460}
   }

5. J

   A Framework for Carbon-Aware Real-Time Workload Management in Clouds Using Renewables-Driven Cores

   Tharindu B. Hewage, Shashikant Ilager, Maria A. Rodriguez, Rajkumar Buyya

   IEEE Transactions on Computers (ToC), 2025

   PDFHTMLBibTeX

   @article{hewage_carbon_toc25,
     author = {Hewage, Tharindu B. and Ilager, Shashikant and Rodriguez, Maria A. and Buyya, Rajkumar},
     title = {A Framework for Carbon-Aware Real-Time Workload Management in Clouds Using Renewables-Driven Cores},
     journal = {IEEE Transactions on Computers (ToC)},
     volume = {74},
     number = {8},
     pages = {2757--2771},
     year = {2025},
     doi = {10.1109/TC.2025.3571495},
   }

6. J

   FRESCO: Fast and Reliable Edge Offloading With Reputation-Based Hybrid Smart Contracts

   Josip Zilic, Vincenzo De Maio, Shashikant Ilager, Ivona Brandic

   IEEE Transactions on Services Computing (TSC), 2025

   PDFHTMLCodeBibTeX

   @article{zilic2025fresco,
     author = {Zilic, Josip and De Maio, Vincenzo and Ilager, Shashikant and Brandic, Ivona},
     journal = {IEEE Transactions on Services Computing (TSC)},
     title = {FRESCO: Fast and Reliable Edge Offloading With Reputation-Based Hybrid Smart Contracts},
     year = {2025},
     volume = {18},
     number = {6},
     pages = {3810--3823},
     doi = {10.1109/TSC.2025.3609833},
   }

2024

1. J

   DynaSplit: A Hardware-Software Co-Design Framework for Energy-Aware Inference on Edge

   Daniel May, Alessandro Tundo, Shashikant Ilager, Ivona Brandic

   arXiv preprint arXiv:2410.23881, 2024

   PDFHTMLBibTeX

   @article{dynasplit2025,
     author = {May, Daniel and Tundo, Alessandro and Ilager, Shashikant and Brandic, Ivona},
     title = {DynaSplit: A Hardware-Software Co-Design Framework for Energy-Aware Inference on Edge},
     journal = {arXiv preprint arXiv:2410.23881},
     year = {2024},
   }

2. C

   ABBA-VSM: Time Series Classification Using Symbolic Representation on the Edge

   Meerzhan Kanatbekova, Shashikant Ilager, Ivona Brandic

   International Conference on Service-Oriented Computing (ICSOC 2024), Tunis, Tunisia, 2024

   PDFBibTeX

   @inproceedings{meerzhan_abbvsm_icsoc24,
     author = {Kanatbekova, Meerzhan and Ilager, Shashikant and Brandic, Ivona},
     title = {ABBA-VSM: Time Series Classification Using Symbolic Representation on the Edge},
     booktitle = {International Conference on Service-Oriented Computing (ICSOC 2024), Tunis, Tunisia},
     year = {2024},
     pages = {38--53},
   }

3. C

   Generic and ML Workloads in an HPC Datacenter: Node Energy, Job Failures, and Node-Job Analysis

   Xiaoyu Chu, Daniel Hofstätter, Shashikant Ilager, Sacheendra Talluri, Duncan Kampert, Damian Podareanu, and 3 more authors

   30th IEEE International Conference on Parallel and Distributed Systems (ICPADS 2024), 2024

   HTMLBibTeX

   @inproceedings{chu2024genericmlworkloadshpc,
     author = {Chu, Xiaoyu and Hofstätter, Daniel and Ilager, Shashikant and Talluri, Sacheendra and Kampert, Duncan and Podareanu, Damian and Duplyakin, Dmitry and Brandic, Ivona and Iosup, Alexandru},
     title = {Generic and ML Workloads in an HPC Datacenter: Node Energy, Job Failures, and Node-Job Analysis},
     booktitle = {30th IEEE International Conference on Parallel and Distributed Systems (ICPADS 2024)},
     year = {2024},
     eprint = {2409.08949},
   }

4. W

   FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN

   Paul Joe Maliakel, Shashikant Ilager, Ivona Brandic

   ACM 7th International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2024), co-located with EuroSys, 2024

   PDFHTMLBibTeX

   @inproceedings{maliakel2024fligan,
     author = {Maliakel, Paul Joe and Ilager, Shashikant and Brandic, Ivona},
     title = {FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN},
     booktitle = {ACM 7th International Workshop on Edge Systems, Analytics and Networking (EdgeSys 2024), co-located with EuroSys},
     year = {2024},
     eprint = {2403.16930},
   }

5. W

   Proteus: Towards Intent-Driven Automated Resource Management Framework for Edge Sensor Nodes

   Shashikant Ilager, Daniel Balouek, Sidi Mohammed Kaddour, Ivona Brandic

   14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures (FlexScience 2024), in conjunction with HPDC 2024, Pisa, Italy, 2024

   BibTeX

   @inproceedings{ilager2024proteus,
     author = {Ilager, Shashikant and Balouek, Daniel and Kaddour, Sidi Mohammed and Brandic, Ivona},
     title = {Proteus: Towards Intent-Driven Automated Resource Management Framework for Edge Sensor Nodes},
     booktitle = {14th Workshop on AI and Scientific Computing at Scale using Flexible Computing Infrastructures (FlexScience 2024), in conjunction with HPDC 2024, Pisa, Italy},
     year = {2024}
   }

6. J

   Energy-efficiency and Sustainability in New Generation Cloud Computing: A Vision and Directions for Integrated Management of Data Centre Resources and Workloads

   Rajkumar Buyya, Shashikant Ilager, Patricia Arroba

   Software: Practice and Experience (SPE), 2024

   HTMLBibTeX

   @article{buyya2024energyefficiency,
     author = {Buyya, Rajkumar and Ilager, Shashikant and Arroba, Patricia},
     title = {Energy-efficiency and Sustainability in New Generation Cloud Computing: A Vision and Directions for Integrated Management of Data Centre Resources and Workloads},
     journal = {Software: Practice and Experience (SPE)},
     year = {2024},
     doi = {10.1002/spe.3305},
   }

7. J

   CloudSim Express: A Novel Framework for Rapid Low Code Simulation of Cloud Computing Environments

   Tharindu B. Hewage, Shashikant Ilager, Maria A. Rodriguez, Rajkumar Buyya

   Software: Practice and Experience (SPE), 2024

   HTMLBibTeX

   @article{hewage2024cloudsimexpress,
     author = {Hewage, Tharindu B. and Ilager, Shashikant and Rodriguez, Maria A. and Buyya, Rajkumar},
     title = {CloudSim Express: A Novel Framework for Rapid Low Code Simulation of Cloud Computing Environments},
     journal = {Software: Practice and Experience (SPE)},
     year = {2024},
     doi = {10.1002/spe.3348},
   }

8. C

   iContinuum: An Emulation Toolkit for Intent-based Computing across the Edge-to-Cloud Continuum

   Nima Akbari, Adel N. Toosi, John Grundy, Hourieh Khalajzadeh, Mohammad Sadegh Aslanpour, Shashikant Ilager

   2024 IEEE International Conference on Cloud Computing (CLOUD), 2024

   HTMLBibTeX

   @inproceedings{akbari2024icontinuum,
     author = {Akbari, Nima and Toosi, Adel N. and Grundy, John and Khalajzadeh, Hourieh and Aslanpour, Mohammad Sadegh and Ilager, Shashikant},
     title = {iContinuum: An Emulation Toolkit for Intent-based Computing across the Edge-to-Cloud Continuum},
     booktitle = {2024 IEEE International Conference on Cloud Computing (CLOUD)},
     year = {2024},
   }

9. C

   Machine Learning in Energy and Thermal-Aware Resource Management of Cloud Data Centers: A Taxonomy and Future Directions

   Shashikant Ilager, Rajkumar Buyya

   2024 19th Conference on Computer Science and Intelligence Systems (FedCSIS), 2024

   BibTeX

   @inproceedings{ilager2024taxonomy_fedcsis,
     author = {Ilager, Shashikant and Buyya, Rajkumar},
     title = {Machine Learning in Energy and Thermal-Aware Resource Management of Cloud Data Centers: A Taxonomy and Future Directions},
     booktitle = {2024 19th Conference on Computer Science and Intelligence Systems (FedCSIS)},
     year = {2024}
   }

2023

1. C

   A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature

   Shashikant Ilager, Adel N. Toosi, Mayak Raj Jha, Ivona Brandic, Rajkumar Buyya

   🏆 Best Paper Award, UCC 2023

   IEEE/ACM 16th International Conference on Utility and Cloud Computing (UCC 2023), Messina, Italy, 2023

   PDFCodeBibTeX

   @inproceedings{ilager_dc_analysis_UCC23,
     author = {Ilager, Shashikant and Toosi, Adel N. and Jha, Mayak Raj and Brandic, Ivona and Buyya, Rajkumar},
     title = {A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature},
     booktitle = {IEEE/ACM 16th International Conference on Utility and Cloud Computing (UCC 2023), Messina, Italy},
     year = {2023},
     doi = {10.1145/3603166.3632137},
   }

2. C

   An Energy-Aware Approach to Design Self-Adaptive AI-based Applications on the Edge

   Alessandro Tundo, Marco Mobilio, Shashikant Ilager, Ivona Brandic, Ezio Bartocci, Leonardo Mariani

   Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering (ASE 2023), Kirchberg, Luxembourg, 2023

   PDFHTMLCodeBibTeX

   @inproceedings{allesandro_ase23,
     author = {Tundo, Alessandro and Mobilio, Marco and Ilager, Shashikant and Brandic, Ivona and Bartocci, Ezio and Mariani, Leonardo},
     title = {An Energy-Aware Approach to Design Self-Adaptive AI-based Applications on the Edge},
     booktitle = {Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering (ASE 2023), Kirchberg, Luxembourg},
     year = {2023},
     publisher = {Association for Computing Machinery},
     doi = {10.1109/ASE56229.2023.00039},
   }

3. C

   SymED: Adaptive and Online Symbolic Representation of Data on the Edge

   Daniel Hofstätter, Shashikant Ilager, Ivan Lujic, Ivona Brandic

   🏆 Young Researcher Award to Daniel, Euro-Par 2023

   Proceedings of the 29th International European Conference on Parallel and Distributed Computing (Euro-Par 2023), Limassol, Cyprus, 2023

   PDFHTMLCodeBibTeX

   @inproceedings{daniel_europar23,
     author = {Hofstätter, Daniel and Ilager, Shashikant and Lujic, Ivan and Brandic, Ivona},
     title = {SymED: Adaptive and Online Symbolic Representation of Data on the Edge},
     booktitle = {Proceedings of the 29th International European Conference on Parallel and Distributed Computing (Euro-Par 2023), Limassol, Cyprus},
     year = {2023},
     organization = {Springer},
     eprint = {2309.03014},
   }

4. C

   DEMOTS: A Decentralized Task Scheduling Algorithm for Micro-Clouds with Dynamic Power-Budgets

   Tharindu B. Hewage, Shashikant Ilager, Maria A. Rodriguez, Patricia Arroba, Rajkumar Buyya

   2023 IEEE 16th International Conference on Cloud Computing (CLOUD), 2023

   PDFHTMLBibTeX

   @inproceedings{tharindu_cloud_23,
     author = {Hewage, Tharindu B. and Ilager, Shashikant and Rodriguez, Maria A. and Arroba, Patricia and Buyya, Rajkumar},
     title = {DEMOTS: A Decentralized Task Scheduling Algorithm for Micro-Clouds with Dynamic Power-Budgets},
     booktitle = {2023 IEEE 16th International Conference on Cloud Computing (CLOUD)},
     year = {2023},
     pages = {418--427},
     doi = {10.1109/CLOUD60044.2023.00057},
   }

5. C

   Data-Centric Edge-AI: A Symbolic Representation Use Case

   Shashikant Ilager, Vincenzo De Maio, Ivan Lujic, Ivona Brandic

   2023 IEEE International Conference on Edge Computing and Communications (EDGE), 2023

   PDFHTMLBibTeX

   @inproceedings{ilager_iedge_23,
     author = {Ilager, Shashikant and De Maio, Vincenzo and Lujic, Ivan and Brandic, Ivona},
     title = {Data-Centric Edge-AI: A Symbolic Representation Use Case},
     booktitle = {2023 IEEE International Conference on Edge Computing and Communications (EDGE)},
     year = {2023},
     pages = {301--308},
     doi = {10.1109/EDGE60047.2023.00052},
   }

2022

1. J

   Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments Using A3C Learning and Residual Recurrent Neural Networks

   Shreshth Tuli, Shashikant Ilager, Kotagiri Ramamohanarao, Rajkumar Buyya

   IEEE Transactions on Mobile Computing (TMC), 2022

   PDFHTMLCodeBibTeX

   @article{DBLP:journals/tmc/Tuli_ilager_TMC22,
     author = {Tuli, Shreshth and Ilager, Shashikant and Ramamohanarao, Kotagiri and Buyya, Rajkumar},
     title = {Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments Using {A3C} Learning and Residual Recurrent Neural Networks},
     journal = {{IEEE} Transactions on Mobile Computing (TMC)},
     volume = {21},
     number = {3},
     pages = {940--954},
     year = {2022},
     doi = {10.1109/TMC.2020.3017079},
     eprint = {2009.02186},
   }

2. J

   Workload Forecasting and Energy State Estimation in Cloud Data Centres: ML-Centric Approach

   Tahseen Khan, Wenhong Tian, Shashikant Ilager, Rajkumar Buyya

   Future Generation Computer Systems (FGCS), 2022

   PDFHTMLBibTeX

   @article{khan_ilager_FGCS22,
     author = {Khan, Tahseen and Tian, Wenhong and Ilager, Shashikant and Buyya, Rajkumar},
     title = {Workload Forecasting and Energy State Estimation in Cloud Data Centres: ML-Centric Approach},
     journal = {Future Generation Computer Systems (FGCS)},
     volume = {128},
     pages = {320--332},
     year = {2022},
     doi = {10.1016/j.future.2021.10.019},
   }

3. J

   Machine Learning (ML)-Centric Resource Management in Cloud Computing: A Review and Future Directions

   Tahseen Khan, Wenhong Tian, Guangyao Zhou, Shashikant Ilager, Mingming Gong, Rajkumar Buyya

   Journal of Network and Computer Applications (JNCA), 2022

   PDFHTMLBibTeX

   @article{khan_ilager_jnca22,
     author = {Khan, Tahseen and Tian, Wenhong and Zhou, Guangyao and Ilager, Shashikant and Gong, Mingming and Buyya, Rajkumar},
     title = {Machine Learning (ML)-Centric Resource Management in Cloud Computing: A Review and Future Directions},
     journal = {Journal of Network and Computer Applications (JNCA)},
     volume = {204},
     pages = {103405},
     year = {2022},
     doi = {10.1016/j.jnca.2022.103405},
   }

4. J

   CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning

   Minxian Xu, Chenghao Song, Shashikant Ilager, Sukhpal Singh Gill, Juanjuan Zhao, Kejiang Ye, and 1 more author

   IEEE Transactions on Network and Service Management (TNSM), 2022

   PDFHTMLBibTeX

   @article{XU_ilager_TNSM22,
     author = {Xu, Minxian and Song, Chenghao and Ilager, Shashikant and Gill, Sukhpal Singh and Zhao, Juanjuan and Ye, Kejiang and Xu, Chengzhong},
     title = {CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning},
     journal = {IEEE Transactions on Network and Service Management (TNSM)},
     year = {2022},
     volume = {19},
     number = {4},
     pages = {3995--4009},
     doi = {10.1109/TNSM.2022.3210211},
   }

5. C

   DEMon: Decentralized Monitoring for Highly Volatile Edge Environments

   Shashikant Ilager, Jakob Fahringer, Samuel Carlos de Lima Dias, Ivona Brandic

   2022 IEEE/ACM 15th International Conference on Utility and Cloud Computing (UCC), Vancouver, Washington, USA, 2022

   PDFHTMLCodeBibTeX

   @inproceedings{ilagerdemon_UCC22,
     author = {Ilager, Shashikant and Fahringer, Jakob and Dias, Samuel Carlos de Lima and Brandic, Ivona},
     title = {DEMon: Decentralized Monitoring for Highly Volatile Edge Environments},
     booktitle = {2022 IEEE/ACM 15th International Conference on Utility and Cloud Computing (UCC), Vancouver, Washington, USA},
     year = {2022},
     pages = {145--150},
     doi = {10.1109/UCC56403.2022.00026},
   }

2021

1. J

   Thermal Prediction for Efficient Energy Management of Clouds Using Machine Learning

   Shashikant Ilager, Kotagiri Ramamohanarao, Rajkumar Buyya

   IEEE Transactions on Parallel and Distributed Systems (TPDS), 2021

   PDFHTMLBibTeX

   @article{DBLP:journals/tpds/Ilager_TPDS21,
     author = {Ilager, Shashikant and Ramamohanarao, Kotagiri and Buyya, Rajkumar},
     title = {Thermal Prediction for Efficient Energy Management of Clouds Using Machine Learning},
     journal = {{IEEE} Transactions on Parallel and Distributed Systems (TPDS)},
     volume = {32},
     number = {5},
     pages = {1044--1056},
     year = {2021},
     doi = {10.1109/TPDS.2020.3040800},
   }

2020

1. C

   A Data-Driven Frequency Scaling Approach for Deadline-Aware Energy Efficient Scheduling on Graphics Processing Units (GPUs)

   Shashikant Ilager, Rajeev Muralidhar, Kotagiri Ramamohanarao, Rajkumar Buyya

   🏆 Best Paper Award, CCGRID 2020

   20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID 2020), Melbourne, Australia, 2020

   PDFHTMLCodeBibTeX

   @inproceedings{DBLP:conf/ccgrid/Ilager_CCGRID20,
     author = {Ilager, Shashikant and Muralidhar, Rajeev and Ramamohanarao, Kotagiri and Buyya, Rajkumar},
     title = {A Data-Driven Frequency Scaling Approach for Deadline-Aware Energy Efficient Scheduling on Graphics Processing Units ({GPUs})},
     booktitle = {20th {IEEE/ACM} International Symposium on Cluster, Cloud and Internet Computing (CCGRID 2020), Melbourne, Australia},
     pages = {579--588},
     year = {2020},
     doi = {10.1109/CCGrid49817.2020.00-35},
   }

2. C

   Artificial Intelligence (AI)-Centric Management of Resources in Modern Distributed Computing Systems

   Shashikant Ilager, Rajeev Muralidhar, Rajkumar Buyya

   2020 IEEE Cloud Summit, 2020

   PDFHTMLBibTeX

   @inproceedings{DBLP:journals/corr/ilager_CloudSummit2020,
     author = {Ilager, Shashikant and Muralidhar, Rajeev and Buyya, Rajkumar},
     title = {Artificial Intelligence ({AI})-Centric Management of Resources in Modern Distributed Computing Systems},
     booktitle = {2020 IEEE Cloud Summit},
     year = {2020},
     pages = {1--10},
     doi = {10.1109/IEEECloudSummit48914.2020.00007},
   }

2019

1. J

   ETAS: Energy and Thermal-Aware Dynamic Virtual Machine Consolidation in Cloud Data Center with Proactive Hotspot Mitigation

   Shashikant Ilager, Kotagiri Ramamohanarao, Rajkumar Buyya

   Concurrency and Computation: Practice and Experience (CCPE), 2019

   PDFHTMLBibTeX

   @article{DBLP:journals/concurrency/Ilager_CCPE_19,
     author = {Ilager, Shashikant and Ramamohanarao, Kotagiri and Buyya, Rajkumar},
     title = {{ETAS:} Energy and Thermal-Aware Dynamic Virtual Machine Consolidation in Cloud Data Center with Proactive Hotspot Mitigation},
     journal = {Concurrency and Computation: Practice and Experience (CCPE)},
     volume = {31},
     number = {17},
     year = {2019},
     doi = {10.1002/cpe.5221},
   }

2017

1. C

   Scalable MapReduce-based Fuzzy Min-Max Neural Network for Pattern Classification

   Shashikant Ilager, P. S. V. S. Sai Prasad

   Proceedings of the 18th International Conference on Distributed Computing and Networking (ICDCN), Hyderabad, India, 2017

   PDFHTMLCodeBibTeX

   @inproceedings{DBLP:conf/icdcn/Ilager_ICDCN17,
     author = {Ilager, Shashikant and Sai Prasad, P. S. V. S.},
     title = {Scalable {MapReduce}-based Fuzzy Min-Max Neural Network for Pattern Classification},
     booktitle = {Proceedings of the 18th International Conference on Distributed Computing and Networking (ICDCN), Hyderabad, India},
     pages = {15},
     year = {2017},
     doi = {10.1145/3007748.3007776},
   }

1. O

   Cloud Computing and Internet of Things: Recent Trends and Directions

   Mohammad Goudarzi, Shashikant Ilager, Rajkumar Buyya

   New Frontiers in Cloud Computing and Internet of Things, 2022

   BibTeX

   @incollection{goudarzi2022cloudiot,
     author = {Goudarzi, Mohammad and Ilager, Shashikant and Buyya, Rajkumar},
     title = {Cloud Computing and Internet of Things: Recent Trends and Directions},
     booktitle = {New Frontiers in Cloud Computing and Internet of Things},
     editor = {Buyya, Rajkumar and Garg, Lalit and Fortino, Giancarlo and Misra, Sudip},
     pages = {3--29},
     publisher = {Springer},
     address = {Switzerland},
     year = {2022},
     isbn = {978-3-031-05527-0}
   }

2. O

   Green-aware Mobile Edge Computing for IoT: Challenges, Solutions and Future Directions

   Minxian Xu, Chengxi Gao, Shashikant Ilager, Huaming Wu, Chengzhong Xu, Rajkumar Buyya

   Mobile Edge Computing (MEC), 2020

   BibTeX

   @incollection{xu2020greenaware,
     author = {Xu, Minxian and Gao, Chengxi and Ilager, Shashikant and Wu, Huaming and Xu, Chengzhong and Buyya, Rajkumar},
     title = {Green-aware Mobile Edge Computing for {IoT}: Challenges, Solutions and Future Directions},
     booktitle = {Mobile Edge Computing ({MEC})},
     editor = {Mukherjee, Amrit and others},
     publisher = {Springer},
     address = {USA},
     year = {2020}
   }

3. O

   GPU PaaS Computation Model in Aneka Cloud Computing Environments

   Shashikant Ilager, Rajeev Wankar, Raghavendra Kune, Rajkumar Buyya

   Smart Data: State-of-the-Art Perspectives in Computing and Applications, 2019

   BibTeX

   @incollection{ilager2019gpupaas,
     author = {Ilager, Shashikant and Wankar, Rajeev and Kune, Raghavendra and Buyya, Rajkumar},
     title = {{GPU} {PaaS} Computation Model in Aneka Cloud Computing Environments},
     booktitle = {Smart Data: State-of-the-Art Perspectives in Computing and Applications},
     editor = {Li, Kuan-Ching and others},
     publisher = {Chapman \& Hall/{CRC} Press},
     address = {USA},
     year = {2019},
     isbn = {978-1138545588}
   }