公开(公告)号：US12039434B2

公开(公告)日：2024-07-16

申请号：US17309432

申请日：2019-11-28

申请人： Tata Consultancy Services Limited

发明人： Vishnu Tankasala Veparala ,  Solomon Pushparaj Manuelraj ,  Ankit Bansal ,  Pankaj Malhotra ,  Lovekesh Vig ,  Gautam Shroff ,  Venkataramana Runkana ,  Sivakumar Subramanian ,  Aditya Pareek ,  Vishnu Swaroopji Masampally ,  Nishit Raj

IPC分类号： G06N3/063 ,  G06N3/10

CPC分类号： G06N3/063 ,  G06N3/10

摘要： 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.