VIJAY BHASKER REDDY BHIMANAPATI
Southern University and A&M College, USA , vbrbhimanapati@gmail.com
Abstract
In today’s hyperconnected world, event-driven systems are widely adopted across multiple sectors for real-time processing. Efficient energy consumption is becoming a critical design concern for such systems, especially with the exponential growth in events and the need to maintain sustainable operations. This research proposes a framework that integrates artificial intelligence (AI) techniques to optimize resource allocation for event-driven systems, aiming to achieve energy efficiency without compromising performance. The AI-based solution leverages machine learning models to predict workloads dynamically and allocate resources accordingly, reducing power wastage. Simulation results demonstrate significant energy savings, improved response time, and optimized resource utilization, marking the effectiveness of the proposed approach. This study provides a pathway for designing sustainable event-driven architectures with AI-powered optimizations.
Keywords
AI-enhanced resource allocation, event-driven systems, energy efficiency, real-time processing, sustainable computing, workload prediction.
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- “Optimizing Modern Cloud Data Warehousing Solutions: Techniques and Strategies”, International Journal of Novel Research and Development, 8(3), e772-e783, March 2023. [View Paper](http://www.ijnrd papers/IJNRD2303501.pdf)
- Chopra, E. P., Goel, E. O., & Jain, R. (2023). Generative AI vs. Machine Learning in cloud environments: An analytical comparison. Journal of New Research in Development, 1(3), a1-a17. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2303001)
- Antara, E. F. N., Khan, S., & Goel, O. (2023). Workflow management automation: Ansible vs. Terraform. Journal of Emerging Technologies and Network Research, 1(8), a1-a11. [View Paper](rjpn jetnr/viewpaperforall.php?paper=JETNR2308001)
- Antara, E. F., Jain, E. A., & Goel, P. (2023). Cost-efficiency and performance in cloud migration strategies: An analytical study. Journal of Network and Research in Distributed Systems, 1(6), a1-a13. [View Paper](tijer jnrid/viewpaperforall.php?paper=JNRID2306001)
- Big-Data Tech Stacks in Financial Services Startups. International Journal of New Technologies and Innovations, Vol.2, Issue 5, pp.a284-a295, 2024. [Link](http://rjpn ijnti/viewpaperforall.php?paper=IJNTI2405030)
- AWS Full Stack Development for Financial Services. International Journal of Emerging Development and Research, Vol.12, Issue 3, pp.14-25, 2024. [Link](http://rjwave ijedr/papers/IJEDR2403002.pdf)
- Enhancing Web Application Performance: ASP.NET Core MVC and Azure Solutions. Journal of Emerging Trends in Network Research, Vol.2, Issue 5, pp.a309-a326, 2024. [Link](http://rjpn jetnr/viewpaperforall.php?paper=JETNR2405036)
- Integration of SAP PS with Legacy Systems in Medical Device Manufacturing: A Comparative Study. International Journal of Novel Research and Development, Vol.9, Issue 5, pp.I315-I329, May 2024. [Link](http://www.ijnrd papers/IJNRD2405838.pdf)
- Data Migration Strategies for SAP PS: Best Practices and Case Studies. International Research Journal of Modernization in Engineering, Technology, and Science, Vol.8, Issue 8, 2024. doi: 10.56726/IRJMETS60925
- Securing APIs with Azure API Management: Strategies and Implementation. International Research Journal of Modernization in Engineering, Technology, and Science, Vol.6, Issue 8, August 2024. doi: 10.56726/IRJMETS60918
- Pakanati, D., Goel, P. (Dr.), & Renuka, A. (2024). Building custom business processes in Oracle EBS using BPEL: A practical approach. International Journal of Research in Mechanical, Electronics, Electrical, and Technology, 12(6). [Link](raijmr ijrmeet/wp-content/uploads/2024/08/IJRMEET_2024_vol12_issue_01_01.pdf)
- Pakanati, D. (2024). Effective strategies for BI Publisher report design in Oracle Fusion. International Research Journal of Modernization in Engineering Technology and Science (IRJMETS), 6(8). doi:10.60800016624
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- “Comparative Analysis of Oracle Fusion Cloud’s Capabilities in Financial Integrations.” (2024). International Journal of Creative Research Thoughts (IJCRT), 12(6), k227-k237. [Link](http://www.ijcrt papers/IJCRT24A6142.pdf)
- “Best Practices and Challenges in Data Migration for Oracle Fusion Financials.” (2024). International Journal of Novel Research and Development (IJNRD), 9(5), l294-l314. [Link](http://www.ijnrd papers/IJNRD2405837.pdf)
- “Customer Satisfaction Improvement with Feedback Loops in Financial Services.” (2024). International Journal of Emerging Technologies and Innovative Research (JETIR), 11(5), q263-q275. [Link](http://www.jetir papers/JETIR2405H38.pdf)
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- BGP Configuration in High-Traffic Networks. Author: Raja Kumar Kolli, Vikhyat Gupta, Dr. Shakeb Khan. DOI: 10.56726/IRJMETS60919. [Link](doi 10.56726/IRJMETS60919)
- Kolli, R. K., Priyanshi, E., & Gupta, S. (2024). Palo Alto Firewalls: Security in Enterprise Networks. International Journal of Engineering Development and Research, 12(3), 1-13. Link
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- “Machine Learning in Wireless Communication: Network Performance”, International Journal of Novel Research and Development, Vol.9, Issue 8, pp.27-47, August 2024. Available at: 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: 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.
- 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.