This inventor holds 2 USPTO granted patents and 1 published patent application. Top assignee: Robert Bosch. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Parameswaran Krishnan: Innovator in Battery Anomaly Detection
Introduction
Parameswaran Krishnan is a notable inventor based in Ayalur, India. He has made significant contributions to the field of battery technology, particularly in the detection of anomalies in device batteries. His innovative approach utilizes machine learning methods to enhance battery monitoring systems.
Latest Patents
Krishnan holds a patent for a method and device for detecting a critical anomaly in a device battery based on machine learning methods. This patent outlines a method for monitoring a device battery for the presence of an anomaly in its operation. The process includes providing temporal operational variable profiles of operational variables for the device battery. It also involves determining an input dataset of operational characteristics for a historical evaluation period based on these profiles. An anomaly detection model, utilizing an encoder/decoder framework, is employed to assess the reconstruction error for the input dataset. The model is trained with datasets from normally functioning device batteries to ensure accurate reconstruction. When a reconstruction error is detected, a rule-based criticality value is established, which is influenced by one or more characteristic-based criticality values. Additionally, the system signals the type of error detected.
Career Highlights
Parameswaran Krishnan is currently associated with Robert Bosch, a leading global engineering and technology company. His work focuses on advancing battery technology and improving the reliability of battery-operated devices. His innovative contributions have positioned him as a key figure in the field.
Collaborations
Throughout his career, Krishnan has collaborated with talented professionals, including Alexandr Savinov and Calvin Pfob. These collaborations have fostered a creative environment that encourages innovation and the development of cutting-edge technologies.
Conclusion
Parameswaran Krishnan's work in battery anomaly detection exemplifies the intersection of technology and innovation. His contributions are paving the way for more reliable and efficient battery systems in various applications.