Shashwat Verma

Title: Shashwat Verma: Innovator in Machine Learning and Equipment Failure Prediction

Introduction

Shashwat Verma is a prominent inventor based in Bengaluru, India. He has made significant contributions to the field of machine learning and equipment failure prediction, holding a total of 4 patents. His innovative work focuses on improving the reliability and efficiency of equipment in various industries.

Latest Patents

One of Shashwat's latest patents is titled "Hybrid ESP failure prediction using fuzzy logic for data improvement and augmentation." This patent describes systems and methods that utilize a trained machine learning model to monitor and detect failures in electrical submersible pumps (ESPs) within wells. The process involves collecting ESP status data from sensors, cleaning the data using fuzzy logic, and generating labels that represent different ESP conditions. The trained machine learning model then uses these features to predict ESP failures and schedule remediation procedures before catastrophic failures occur.

Another notable patent is "Machine learning based equipment failure prediction." This method involves receiving a time series of data values for various operational parameters of equipment. It calculates a time derivative feature to assess changes in the data values over time. Using a machine learning model, the operational mode of the equipment is classified into different failure categories, enhancing predictive maintenance capabilities.

Career Highlights

Shashwat has worked with notable companies such as Landmark Graphics Corporation and Halliburton Energy Services, Inc. His experience in these organizations has allowed him to apply his innovative ideas in real-world applications, contributing to advancements in the energy sector.

Collaborations

Shashwat has collaborated with talented individuals in his field, including Samiran Roy and Sridharan Vallabhaneni. These collaborations have fostered a creative environment that encourages the development of cutting-edge technologies.

Conclusion

Shashwat Verma is a distinguished inventor whose work in machine learning and equipment failure prediction is paving the way for advancements in various industries. His patents reflect a commitment to innovation and improving operational efficiency.