Predictive Models for Power Outage Management using Machine Learning Pipelines

Swetha Singiri

JNTU University, Hyderabad – India, singiriswetha2024@gmail.com

Abstract

Power outages can have significant social, economic, and operational impacts. Predictive models driven by machine learning (ML) can improve outage management by identifying risks and patterns from historical data and environmental factors. This manuscript explores a machine learning pipeline framework for predicting power outages, covering data ingestion, feature engineering, model development, evaluation, and deployment. Various ML algorithms such as Random Forest, Gradient Boosting, and Artificial Neural Networks are analyzed for their performance in outage prediction. The proposed system demonstrates the potential to enhance preventive maintenance, optimize resource allocation, and minimize outage impacts.

Keywords: Power Outage Prediction , Machine Learning Pipelines , Predictive Analytics , Random Forest , Gradient Boosting , Neural Networks , Data Engineering , Preventive Maintenance.

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• Gajbhiye, B., Aggarwal, A., & Goel, P. (Prof. Dr.). (2023). Security automation in application development using robotic process automation (RPA). Universal Research Reports, 10(3), 167. https://doi.org/10.36676/urr.v10.i3.1331
• Khatri, D. K., Goel, O., & Garg, M. “Data Migration Strategies in SAP S4 HANA: Key Insights.” International Journal of Novel Research and Development, 8(5), k97-k113. Link
• Khatri, Dignesh Kumar, Shakeb Khan, and Om Goel. “SAP FICO Across Industries: Telecom, Manufacturing, and Semiconductor.” International Journal of Computer Science and Engineering, 12(2), 21–36. Link
• Bhimanapati, V., Gupta, V., & Goel, P. “Best Practices for Testing Video on Demand (VOD) Systems.” International Journal of Novel Research and Development (IJNRD), 8(6), g813-g830. Link
• Bhimanapati, V., Chhapola, A., & Jain, S. “Automation Strategies for Web and Mobile Applications in Media Domains.” International Journal for Research Publication & Seminar, 14(5), 225. Link
• Bhimanapati, V., Jain, S., & Goel, O. “Cloud-Based Solutions for Video Streaming and Big Data Testing.” Universal Research Reports, 10(4), 329.
• Murthy, K. K. K., Renuka, A., & Pandian, P. K. G. (2023). “Harnessing Artificial Intelligence for Business Transformation in Traditional Industries.” International Journal of Novel Research and Development (IJNRD), 8(7), e746-e761. IJNRD
• Cheruku, S. R., Goel, P. (Prof. Dr.), & Jain, U. (2023). “Leveraging Salesforce Analytics for Enhanced Business Intelligence.” Innovative Research Thoughts, 9(5). DOI:10.36676/irt.v9.15.1462
• Murthy, K. K. K., Goel, O., & Jain, S. (2023). “Advancements in Digital Initiatives for Enhancing Passenger Experience in Railways.” Darpan International Research Analysis, 11(1), 40. DOI:10.36676/dira.v11.i1.71
• Cheruku, Saketh Reddy, Arpit Jain, and Om Goel. (2023). “Data Visualization Strategies with Tableau and Power BI.” International Journal of Computer Science and Engineering (IJCSE), 12(2), 55-72. View Paper
• Ayyagiri, A., Goel, O., & Agarwal, N. (2023). Optimizing Large-Scale Data Processing with Asynchronous Techniques. International Journal of Novel Research and Development, 8(9), e277–e294. Available at.
• Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). Innovations in Multi-Factor Authentication: Exploring OAuth for Enhanced Security. Innovative Research Thoughts, 9(4). Available at.
• Musunuri, A., Jain, S., & Aggarwal, A. (2023). Characterization and Validation of PAM4 Signaling in Modern Hardware Designs. Darpan International Research Analysis, 11(1), 60. Available at.
• Musunuri, A. S., Goel, P., & Renuka, A. (2023). Evaluating Power Delivery and Thermal Management in High-Density PCB Designs. International Journal for Research Publication & Seminar, 14(5), 240. Available at.
• Musunuri, A., Agarwal, Y. K., & Goel, P. (2023). Advanced Techniques for Signal Integrity Analysis in High-Bandwidth Hardware Systems. International Journal of Novel Research and Development, 8(10), e136–e153. Available at.
• Musunuri, A., Goel, P., & Renuka, A. (2023). Innovations in Multicore Network Processor Design for Enhanced Performance. Innovative Research Thoughts, 9(3), Article 1460. Available at.
• Mokkapati, Chandrasekhara, Punit Goel, and Ujjawal Jain. (2023). Optimizing Multi-Cloud Deployments: Lessons from Large-Scale Retail Implementation. International Journal of Novel Research and Development, 8(12). Retrieved from https://ijnrd.org/viewpaperforall.php?paper=IJNRD2312447
• Tangudu, Abhishek, Akshun Chhapola, and Shalu Jain. (2023). Enhancing Salesforce Development Productivity through Accelerator Packages. International Journal of Computer Science and Engineering, 12(2), 73–88. Retrieved from https://drive.google.com/file/d/1i9wxoxoda_pdI1Op0yVa_6uQ2Agmn3Xz/view
• Mokkapati, C., Goel, P., & Aggarwal, A. (2023). Scalable microservices architecture: Leadership approaches for high-performance retail systems. Darpan International Research Analysis, 11(1), 92. https://doi.org/10.36676/dira.v11.i1.84
• Mokkapati, C., Jain, S., & Pandian, P. K. G. (2023). Implementing CI/CD in retail enterprises: Leadership insights for managing multi-billion dollar projects. Shodh Sagar: Innovative Research Thoughts, 9(1), Article 1458. https://doi.org/10.36676/irt.v9.11.1458
• Tangudu, A., Chhapola, A., & Jain, S. (2023). Integrating Salesforce with third-party platforms: Challenges and best practices. International Journal for Research Publication & Seminar, 14(4), 229. https://doi.org/10.36676/jrps.v14.i4.1478
• Tangudu, A., Jain, S., & Pandian, P. K. G. (2023). Developing scalable APIs for data synchronization in Salesforce environments. Darpan International Research Analysis, 11(1), 75. https://doi.org/10.36676/dira.v11.i1.83
• Tangudu, A., Chhapola, A., & Jain, S. (2023). Leveraging lightning web components for modern Salesforce UI development. Innovative Research Thoughts: Refereed & Peer Reviewed International Journal, 9(2), 1-10. https://doi.org/10.36676/irt.v9.12.1459
• 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.
• Alahari, Jaswanth, Dasaiah Pakanati, Harshita Cherukuri, Om Goel, and Prof. (Dr.) Arpit Jain. 2023. “Best Practices for Integrating OAuth in Mobile Applications for Secure Authentication.” SHODH SAGAR® Universal Research Reports 10(4):385. https://doi.org/10.36676/urr.v10.i4.
• 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. https://doi.org/10.36676/irt.v9.i5.1484.
• Vijayabaskar, Santhosh, Pattabi Rama Rao Thumati, Pavan Kanchi, Shalu Jain, and Raghav Agarwal. 2023. “Integrating Cloud-Native Solutions in Financial Services for Enhanced Operational Efficiency.” SHODH SAGAR® Universal Research Reports 10(4):402. https://doi.org/10.36676/urr.v10.i4.1355.
• Voola, Pramod Kumar, Sowmith Daram, Aditya Mehra, Om Goel, and Shubham Jain. 2023. “Data Streaming Pipelines in Life Sciences: Improving Data Integrity and Compliance in Clinical Trials.” Innovative Research Thoughts 9(5):231. DOI: https://doi.org/10.36676/irt.v9.i5.1485.
• Voola, Pramod Kumar, Srikanthudu Avancha, Bipin Gajbhiye, Om Goel, and Ujjawal Jain. 2023. “Automation in Mobile Testing: Techniques and Strategies for Faster, More Accurate Testing in Healthcare Applications.” Shodh Sagar® Universal Research Reports 10(4):420. https://doi.org/10.36676/urr.v10.i4.1356.
• 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.