Tata Consultancy Services Limited

Nishit Raj

Gautam Shroff

Lovekesh Vig

Venkataramana Runkana

Pankaj Malhotra

Aditya Pareek

Vishnu Swaroopji Masampally

Sivakumar Subramanian

Solomon Pushparaj Manuelraj

Vishnu Tankasala Veparala

Ankit Bansal

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 (f); processing, the external input parameters (e) to obtain a fixed-dimensional vector and passed as an input to obtain an vector (i); generating, a modified (i) from the output vector (i) based on a domain constraint value; computing, a reward (r) based on (i) the function (f), (ii) the modified (i), (iii) the external input parameters (e), and (iv) a reward function (R); and iteratively performing the steps of processing, generating, and computing reward (r) for a series of subsequent equipment instances after expiry of the predefined sequence of timestamps associated with a first equipment instance.

System and method for operation optimization of an equipment

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Pune, India

Nishit Raj