Aravindsundeep Musunuri
Manipal University, India , musunuri.sundeep@gmail.com
Abstract
In the era of big data, Event Stream Processing (ESP) has emerged as a critical component for real-time data analytics. However, the increasing energy consumption associated with ESP systems poses significant challenges, particularly in resource-constrained environments. This paper presents a comprehensive approach to optimizing ESP through energy-aware scheduling algorithms. We propose a novel scheduling framework that minimizes energy consumption while maximizing throughput and maintaining low latency. Our experimental results demonstrate that the proposed algorithms significantly reduce energy usage compared to traditional scheduling methods. The findings offer insights into sustainable computing practices in the context of real-time data processing, paving the way for more energy-efficient systems.
Keywords
Event Stream Processing, Energy-Aware Scheduling, Real-Time Analytics, Energy Efficiency, Resource Optimization.
References
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• Alahari, Jaswanth, Srikanthudu Avancha, Bipin Gajbhiye, Ujjawal Jain, and Punit Goel. 2021. “Designing Scalable and Secure Mobile Applications: Lessons from Enterprise-Level iOS Development.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1521. doi: https://www.doi.org/10.56726/IRJMETS16991.
• Vijayabaskar, Santhosh, Dignesh Kumar Khatri, Viharika Bhimanapati, Om Goel, and Arpit Jain. 2021. “Driving Efficiency and Cost Savings with Low-Code Platforms in Financial Services.” International Research Journal of Modernization in Engineering Technology and Science 3(11):1534. doi: https://www.doi.org/10.56726/IRJMETS16990.
• Voola, Pramod Kumar, Krishna Gangu, Pandi Kirupa Gopalakrishna, Punit Goel, and Arpit Jain. 2021. “AI-Driven Predictive Models in Healthcare: Reducing Time-to-Market for Clinical Applications.” International Journal of Progressive Research in Engineering Management and Science 1(2):118-129. doi:10.58257/IJPREMS11.
• Salunkhe, Vishwasrao, Dasaiah Pakanati, Harshita Cherukuri, Shakeb Khan, and Arpit Jain. 2021. “The Impact of Cloud Native Technologies on Healthcare Application Scalability and Compliance.” International Journal of Progressive Research in Engineering Management and Science 1(2):82-95. DOI: https://doi.org/10.58257/IJPREMS13.
• Kumar Kodyvaur Krishna Murthy, Saketh Reddy Cheruku, S P Singh, and Om Goel. 2021. “Conflict Management in Cross-Functional Tech Teams: Best Practices and Lessons Learned from the Healthcare Sector.” International Research Journal of Modernization in Engineering Technology and Science 3(11). doi: https://doi.org/10.56726/IRJMETS16992.
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
• “Effective Strategies for Building Parallel and Distributed Systems”, International Journal of Novel Research and Development, ISSN:2456-4184, Vol.5, Issue 1, page no.23-42, January-2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
• “Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions”, International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 9, page no.96-108, September-2020, https://www.jetir.org/papers/JETIR2009478.pdf
• Venkata Ramanaiah Chintha, Priyanshi, Prof.(Dr) Sangeet Vashishtha, “5G Networks: Optimization of Massive MIMO”, IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.389-406, February-2020. (http://www.ijrar.org/IJRAR19S1815.pdf )
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491 https://www.ijrar.org/papers/IJRAR19D5684.pdf
• Sumit Shekhar, SHALU JAIN, DR. POORNIMA TYAGI, “Advanced Strategies for Cloud Security and Compliance: A Comparative Study”, IJRAR – International Journal of Research and Analytical Reviews (IJRAR), E-ISSN 2348-1269, P- ISSN 2349-5138, Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf )
• “Comparative Analysis OF GRPC VS. ZeroMQ for Fast Communication”, International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February-2020. (http://www.jetir.org/papers/JETIR2002540.pdf )
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. https://rjpn.org/ijcspub/papers/IJCSP20B1006.pdf
• “Effective Strategies for Building Parallel and Distributed Systems”. International Journal of Novel Research and Development, Vol.5, Issue 1, page no.23-42, January 2020. http://www.ijnrd.org/papers/IJNRD2001005.pdf
• “Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions”. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, page no.96-108, September 2020. https://www.jetir.org/papers/JETIR2009478.pdf
• Venkata Ramanaiah Chintha, Priyanshi, & Prof.(Dr) Sangeet Vashishtha (2020). “5G Networks: Optimization of Massive MIMO”. International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.389-406, February 2020. (http://www.ijrar.org/IJRAR19S1815.pdf)
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. https://www.ijrar.org/papers/IJRAR19D5684.pdf
• Sumit Shekhar, Shalu Jain, & Dr. Poornima Tyagi. “Advanced Strategies for Cloud Security and Compliance: A Comparative Study”. International Journal of Research and Analytical Reviews (IJRAR), Volume.7, Issue 1, Page No pp.396-407, January 2020. (http://www.ijrar.org/IJRAR19S1816.pdf)
• “Comparative Analysis of GRPC vs. ZeroMQ for Fast Communication”. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 2, page no.937-951, February 2020. (http://www.jetir.org/papers/JETIR2002540.pdf)
• Eeti, E. S., Jain, E. A., & Goel, P. (2020). Implementing data quality checks in ETL pipelines: Best practices and tools. International Journal of Computer Science and Information Technology, 10(1), 31-42. Available at: http://www.ijcspub/papers/IJCSP20B1006.pdf
• Enhancements in SAP Project Systems (PS) for the Healthcare Industry: Challenges and Solutions. International Journal of Emerging Technologies and Innovative Research, Vol.7, Issue 9, pp.96-108, September 2020. [Link](http://www.jetir papers/JETIR2009478.pdf)
• Strategies for Product Roadmap Execution in Financial Services Data Analytics, International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 1, page no.d750-d758, January-2023, Available :http://www.ijnrd papers/IJNRD2301389.pdf
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. http://www.ijrar viewfull.php?&p_id=IJRAR19D5684
• Cherukuri, H., Singh, S. P., & Vashishtha, S. (2020). Proactive issue resolution with advanced analytics in financial services. The International Journal of Engineering Research, 7(8), a1-a13. tijer tijer/viewpaperforall.php?paper=TIJER2008001
• Optimizing Data Processing for Financial Services Platforms, Harshita Cherukuri1, Villa 188, My Home Ankura, Sector B, Radial Road-7, Exit No 2, Tellapur, Cyberabad-sangareddy, 502032, Telangana, India , Dr. Bhawna Goel , Dr. Poornima Tyagi DOI LINK : 10.56726/IRJMETS60903 doi 10.56726/IRJMETS60903
• Cherukuri, H., Goel, E. L., & Kushwaha, G. S. (2021). Monetizing financial data analytics: Best practice. International Journal of Computer Science and Publication (IJCSPub), 11(1), 76-87. rjpn ijcspub/viewpaperforall.php?paper=IJCSP21A1011
• Swetha, S., Goel, O., & Khan, S. (2023). Integrating data for strategic business intelligence to enhance data analytics. Journal of Emerging Trends and Novel Research, 1(3), a23-a34. https://rjpn.org/jetnr/viewpaperforall.php?paper=JETNR2303003
• “Singiri, S., Goel, P., & Jain, A. (2023). Building distributed tools for multi-parametric data analysis in health. Journal of Emerging Trends in Networking and Research, 1(4), a1-a15 Published URL: rjpnjetnr/viewpaperforall.php?paper=JETNR2304001”
• Singiri, E. S., Gupta, E. V., & Khan, S. (2023). Comparing AWS Redshift and Snowflake for data analytics: Performance and usability. International Journal of New Technologies and Innovations, 1(4), a1-a14. rjpn ijnti/viewpaperforall.php?paper=IJNTI2304001
• Alahari, Jaswanth, Amit Mangal, Swetha Singiri, Om Goel, and Punit Goel. 2023. “The Impact of Augmented Reality (AR) on User Engagement in Automotive Mobile Applications.” Innovative Research Thoughts 9(5):202–12. doi:10.36676/irt.v9.i5.1483.
• Vijayabaskar, Santhosh, Amit Mangal, Swetha Singiri, A. Renuka, and Akshun Chhapola. 2023. “Leveraging Blue Prism for Scalable Process Automation in Stock Plan Services.” Innovative Research Thoughts 9(5):216. doi: https://doi.org/10.36676/irt.v9.i5.1484.
• Mahadik, Siddhey, Amit Mangal, Swetha Singiri, Akshun Chhapola, and Shalu Jain. 2022. “Risk Mitigation Strategies in Product Management.” International Journal of Creative Research Thoughts (IJCRT) 10(12):665.
• Synchronizing Project and Sales Orders in SAP: Issues and Solutions. IJRAR – International Journal of Research and Analytical Reviews, Vol.7, Issue 3, pp.466-480, August 2020. [Link](http://www.ijrar IJRAR19D5683.pdf)
• Cherukuri, H., Pandey, P., & Siddharth, E. (2020). Containerized data analytics solutions in on-premise financial services. International Journal of Research and Analytical Reviews (IJRAR), 7(3), 481-491. [Link](http://www.ijrar viewfull.php?&p_id=IJRAR19D5684)
