Search Results for author: Paritosh Ramanan

Found 4 papers, 0 papers with code

Federated Battery Diagnosis and Prognosis

no code implementations14 Oct 2023 Nur Banu Altinpulluk, Deniz Altinpulluk, Paritosh Ramanan, Noah Paulson, Feng Qiu, Susan Babinec, Murat Yildirim

Battery diagnosis, prognosis and health management models play a critical role in the integration of battery systems in energy and mobility fields.

Battery diagnosis Management +1

A Variational Autoencoder Framework for Robust, Physics-Informed Cyberattack Recognition in Industrial Cyber-Physical Systems

no code implementations10 Oct 2023 Navid Aftabi, Dan Li, Paritosh Ramanan

This data-driven framework considers the temporal behavior of a generic physical system that extracts features from the time series of the sensor measurements that can be used for detecting covert attacks, distinguishing them from equipment faults, as well as localize the attack/fault.

Time Series

Deep Learning based Covert Attack Identification for Industrial Control Systems

no code implementations25 Sep 2020 Dan Li, Paritosh Ramanan, Nagi Gebraeel, Kamran Paynabar

This data-driven framework considers the temporal behavior of a generic physical system that extracts features from the time series of the sensor measurements that can be used for detecting covert attacks, distinguishing them from equipment faults, as well as localize the attack/fault.

Time Series Time Series Analysis

BAFFLE : Blockchain Based Aggregator Free Federated Learning

no code implementations16 Sep 2019 Paritosh Ramanan, Kiyoshi Nakayama

In order to characterize the performance of BAFFLE, we conduct experiments on a private Ethereum network and use the centralized and aggregator driven methods as our benchmark.

Computational Efficiency Federated Learning

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