System and method for operation optimization of an equipment

US12039434B2 · kind B2 · utility

Assignee

• Tata Consultancy Services Limited · IN

Inventors

• Vishnu Tankasala Veparala · Hyderabad, IN
• Solomon Pushparaj MANUELRAJ · Kanchinakote, IN
• Ankit Bansal · San Jose, US
• Pankaj Malhotra · Noida, IN
• Lovekesh Vig · Bhangrola, IN
• Gautam Shroff · Manesar, IN
• Venkataramana Runkana · Pune, IN
• Sivakumar Subramanian · Pune, IN
• Aditya Pareek · Pune, IN
• Vishnu Swaroopji MASAMPALLY · Pune, IN
• Nishit Raj · Pune, IN

Key dates

• Filing date: Nov 28, 2019
• Grant date: Jul 16, 2024
• Expiry date: Nov 17, 2041

Classification

• Technology area (CPC G): Physics
• CPC primary: G06N7/01
• WIPO field: Computer technology
• WIPO sector: Electrical engineering

Abstract

This disclosure relates to optimizing an operation of an equipment by a neural network based optimizer is provided. The method include receiving, information associated with at least one equipment instance (j) as an input at a predefined sequence of timestamps; training, a plurality of simulation models for each equipment instance to obtain a function (fj); processing, the external input parameters (et) to obtain a fixed-dimensional vector and passed as an input to obtain an vector (it); generating, a modified (it) from the output vector (it) based on a domain constraint value; computing, a reward (rt) based on (i) the function (fj), (ii) the modified (it), (iii) the external input parameters (et), and (iv) a reward function (Rj); and iteratively performing the steps of processing, generating, and computing reward (rt) for a series of subsequent equipment instances after expiry of the predefined sequence of timestamps associated with a first equipment instance.