Pavankumar Murali

Title: Innovations of Pavankumar Murali

Introduction

Pavankumar Murali is a notable inventor based in Elmsford, NY (US). He has made significant contributions to the field of technology, holding a total of 15 patents. His work primarily focuses on optimization and regression techniques, which have applications in various industries.

Latest Patents

One of his latest patents is titled "System-level control using tree-based regression with outlier removal." This invention involves training an optimal interpretable decision tree for regression using mixed-integer linear programming techniques. The method includes receiving input data, which consists of time-series data, and training an optimal decision tree for regression while filtering out outliers through a linear loss model. Another significant patent is "Automated generation of optimization model for system-wide plant optimization." This computer-implemented method automatically generates an optimization model for site-wide plant optimization by mapping a process flow diagram to a graph. The nodes represent processes, and the edges represent flows between these processes, allowing for predictive modeling based on historical data.

Career Highlights

Pavankumar Murali is currently employed at International Business Machines Corporation, commonly known as IBM. His role at IBM allows him to leverage his expertise in developing innovative solutions that enhance operational efficiency and decision-making processes.

Collaborations

He has collaborated with notable coworkers, including Nianjun Zhou and Lam Nguyen, contributing to various projects that push the boundaries of technology and innovation.

Conclusion

Pavankumar Murali's contributions to the field of technology through his patents and work at IBM highlight his role as a leading inventor. His innovative approaches to optimization and regression continue to influence the industry positively.