Company Filing History:
Years Active: 2025
Title: Richa Choudhary: Innovator in Machine Learning for Equipment Failure Prediction
Introduction
Richa Choudhary is a prominent inventor based in Samastipur, India. She has made significant contributions to the field of machine learning, particularly in the area of equipment failure prediction. Her innovative approach combines data analysis with predictive modeling to enhance operational efficiency.
Latest Patents
Richa holds a patent for a method titled "Machine learning based equipment failure prediction." This invention involves receiving a time series of data values for various operational parameters of equipment. It calculates a time derivative feature that reflects changes in the data values of a specific operational parameter over a designated time window. Using a machine learning model, the method classifies the operational mode of the equipment into different failure categories based on the derived features. This patent showcases her expertise in applying machine learning techniques to real-world problems.
Career Highlights
Richa Choudhary is currently employed at Halliburton Energy Services, Inc., where she continues to develop innovative solutions in the energy sector. Her work focuses on leveraging advanced technologies to improve equipment reliability and performance.
Collaborations
Richa collaborates with talented professionals in her field, including Gurunath Venkatarama Subrahmanya Gandikota and Shashwat Verma. These collaborations enhance her research and development efforts, leading to impactful innovations.
Conclusion
Richa Choudhary is a trailblazer in the application of machine learning for equipment failure prediction. Her contributions are paving the way for advancements in operational efficiency within the energy sector.