Search Results for author: Lalit Ghule

Found 3 papers, 1 papers with code

NLP Inspired Training Mechanics For Modeling Transient Dynamics

no code implementations4 Nov 2022 Lalit Ghule, Rishikesh Ranade, Jay Pathak

In recent years, Machine learning (ML) techniques developed for Natural Language Processing (NLP) have permeated into developing better computer vision algorithms.

A composable machine-learning approach for steady-state simulations on high-resolution grids

no code implementations11 Oct 2022 Rishikesh Ranade, Chris Hill, Lalit Ghule, Jay Pathak

The numerical experiments show that our approach outperforms ML baselines in terms of 1) accuracy across quantitative metrics and 2) generalization to out-of-distribution conditions as well as domain sizes.

FaultNet: A Deep Convolutional Neural Network for bearing fault classification

1 code implementation5 Oct 2020 Rishikesh Magar, Lalit Ghule, Junhan Li, Yang Zhao, Amir Barati Farimani

In this work, we analyze vibration signal data of mechanical systems with bearings by combining different signal processing methods and coupling them with machine learning techniques to classify different types of bearing faults.

BIG-bench Machine Learning Classification +2

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