Ravikumar Karumanchi

Title: Innovations by Ravikumar Karumanchi

Introduction

Ravikumar Karumanchi is an accomplished inventor based in Whitefield, India. He has made significant contributions to the field of enterprise systems through his innovative patent. His work focuses on enhancing the efficiency and accuracy of response time predictions in enterprise systems.

Latest Patents

Ravikumar holds a patent titled "System and method for predicting response time of an enterprise system." This invention discloses a system that pre-processes causal variables of historical output time series data to select a subset of significant causal variables using regression techniques. The historical output time series data reflects the response time of the enterprise system. The system derives dummy variables from this data using a threshold-based method, which is specific to peak and trough detection in historical output time series data. Furthermore, the system trains a predictive model using the historical output time series data, significant causal variables, and dummy variables. This model is designed using a machine learning technique selected based on the forecasting methodology used for input time series data. Ultimately, the system predicts the enterprise system's response time by utilizing the trained predictive model and input time series data.

Career Highlights

Ravikumar is currently employed at Tata Consultancy Services Limited, a leading global IT services and consulting company. His role involves leveraging his expertise in predictive modeling and machine learning to enhance enterprise system performance.

Collaborations

Ravikumar collaborates with talented professionals such as Kriti Kumar and Naveen Kumar Thokala, contributing to innovative projects within his organization.

Conclusion

Ravikumar Karumanchi's innovative work in predicting enterprise system response times showcases his expertise and commitment to advancing technology in the field. His contributions are valuable assets to the industry and reflect his dedication to innovation.