Energy-Aware Load Balancing Algorithms for Low-Latency Data Processing in Serverless Systems

Aravind Ayyagari

Wichita State University, Dr, Dublin, CA, 94568, USA, aayyagarieb1@gmail.com

Abstract

The rapid adoption of serverless computing paradigms necessitates efficient resource management to optimize energy consumption while ensuring low-latency data processing. This paper explores energy-aware load balancing algorithms tailored for serverless architectures. We present a comprehensive review of existing load balancing techniques, highlighting their energy efficiency and latency implications. Through statistical analysis, we evaluate the performance of these algorithms under various workloads, demonstrating the trade-offs between energy consumption and processing speed. Our proposed methodology introduces a hybrid energy-aware load balancing algorithm that significantly enhances performance. Results indicate a notable reduction in energy usage without compromising latency. This work contributes to the evolving landscape of serverless computing, offering insights for future research.

Keywords: Serverless Computing, Load Balancing, Energy Efficiency, Low Latency, Data Processing

References

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• Agarwal, Nishit, Dheerender Thakur, Kodamasimham Krishna, Punit Goel, and S. P. Singh. (2021). “LLMS for Data Analysis and Client Interaction in MedTech.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 1(2):33-52. DOI: https://www.doi.org/10.58257/IJPREMS17. 
• Agarwal, Nishit, Umababu Chinta, Vijay Bhasker Reddy Bhimanapati, Shubham Jain, and Shalu Jain. (2021). “EEG Based Focus Estimation Model for Wearable Devices.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1436. doi: https://doi.org/10.56726/IRJMETS16996. 
• Dandu, Murali Mohana Krishna, Swetha Singiri, Sivaprasad Nadukuru, Shalu Jain, Raghav Agarwal, and S. P. Singh. (2021). “Unsupervised Information Extraction with BERT.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 9(12): 1. 
• Dandu, Murali Mohana Krishna, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Er. Aman Shrivastav. (2021). “Scalable Recommender Systems with Generative AI.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1557. https://doi.org/10.56726/IRJMETS17269. 
• Sivasankaran, Vanitha, Balasubramaniam, Dasaiah Pakanati, Harshita Cherukuri, Om Goel, Shakeb Khan, and Aman Shrivastav. 2021. “Enhancing Customer Experience Through Digital Transformation Projects.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 9(12):20. Retrieved September 27, 2024 (https://www.ijrmeet.org). 
• Balasubramaniam, Vanitha Sivasankaran, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and Aman Shrivastav. 2021. “Using Data Analytics for Improved Sales and Revenue Tracking in Cloud Services.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1608. doi:10.56726/IRJMETS17274. 
• Joshi, Archit, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Dr. Alok Gupta. 2021. “Building Scalable Android Frameworks for Interactive Messaging.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 9(12):49. Retrieved from www.ijrmeet.org. 
• Joshi, Archit, Shreyas Mahimkar, Sumit Shekhar, Om Goel, Arpit Jain, and Aman Shrivastav. 2021. “Deep Linking and User Engagement Enhancing Mobile App Features.” International Research Journal of Modernization in Engineering, Technology, and Science 3(11): Article 1624. https://doi.org/10.56726/IRJMETS17273. 
• Tirupati, Krishna Kishor, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and S. P. Singh. 2021. “Enhancing System Efficiency Through PowerShell and Bash Scripting in Azure Environments.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 9(12):77. Retrieved from https://www.ijrmeet.org. 
• Tirupati, Krishna Kishor, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Prof. Dr. Punit Goel, Vikhyat Gupta, and Er. Aman Shrivastav. 2021. “Cloud Based Predictive Modeling for Business Applications Using Azure.” International Research Journal of Modernization in Engineering, Technology and Science 3(11):1575. https://www.doi.org/10.56726/IRJMETS17271. 
• Nadukuru, Sivaprasad, Fnu Antara, Pronoy Chopra, A. Renuka, Om Goel, and Er. Aman Shrivastav. 2021. “Agile Methodologies in Global SAP Implementations: A Case Study Approach.” International Research Journal of Modernization in Engineering Technology and Science 3(11). DOI: https://www.doi.org/10.56726/IRJMETS17272. 
• Nadukuru, Sivaprasad, Shreyas Mahimkar, Sumit Shekhar, Om Goel, Prof. (Dr) Arpit Jain, and Prof. (Dr) Punit Goel. 2021. “Integration of SAP Modules for Efficient Logistics and Materials Management.” International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET) 9(12):96. Retrieved from https://www.ijrmeet.org. 
• Rajas Paresh Kshirsagar, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. (2021). Wireframing Best Practices for Product Managers in Ad Tech. Universal Research Reports, 8(4), 210–229. https://doi.org/10.36676/urr.v8.i4.1387 Phanindra Kumar Kankanampati, Rahul Arulkumaran, Shreyas Mahimkar, Aayush Jain, Dr. Shakeb Khan, & Prof.(Dr.) Arpit Jain. (2021). Effective Data Migration Strategies for Procurement Systems in SAP Ariba. Universal Research Reports, 8(4), 250–267. https://doi.org/10.36676/urr.v8.i4.1389 
• Nanda Kishore Gannamneni, Jaswanth Alahari, Aravind Ayyagari, Prof.(Dr) Punit Goel, Prof.(Dr.) Arpit Jain, & Aman Shrivastav. (2021). Integrating SAP SD with Third-Party Applications for Enhanced EDI and IDOC Communication. Universal Research Reports, 8(4), 156–168. https://doi.org/10.36676/urr.v8.i4.1384 
• Satish Vadlamani, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, & Raghav Agarwal. (2021). Database Performance Optimization Techniques for Large-Scale Teradata Systems. Universal Research Reports, 8(4), 192–209. https://doi.org/10.36676/urr.v8.i4.1386 
• Nanda Kishore Gannamneni, Jaswanth Alahari, Aravind Ayyagari, Prof. (Dr.) Punit Goel, Prof. (Dr.) Arpit Jain, & Aman Shrivastav. (2021). “Integrating SAP SD with Third-Party Applications for Enhanced EDI and IDOC Communication.” Universal Research Reports, 8(4), 156–168. https://doi.org/10.36676/urr.v8.i4.1384 
• 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) 
• 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) 

• 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: rjpn jetnr/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.