activity
20182020
most citedADEPOS: Anomaly Detection based Power Saving for Predictive Maintenance using Edge Computing

14 citations · 24 across the 7 of their papers we have counts for

collaborators

7 papers

eess.SP2020★ 10 cited

ADIC: Anomaly Detection Integrated Circuit in 65nm CMOS utilizing Approximate Computing

Bapi Kar, Pradeep Kumar Gopalakrishnan, Sumon Kumar Bose +2

In this paper, we present a low-power anomaly detection integrated circuit (ADIC) based on a one-class classifier (OCC) neural network. The ADIC achieves low-power operation throug…

cs.LG2019

ADEPOS: A Novel Approximate Computing Framework for Anomaly Detection Systems and its Implementation in 65nm CMOS

Sumon Kumar Bose, Bapi Kar, Mohendra Roy +4

To overcome the energy and bandwidth limitations of traditional IoT systems, edge computing or information extraction at the sensor node has become popular. However, now it is impo…

cs.OH2018

Exploring the Scope of Unconstrained Via Minimization by Recursive Floorplan Bipartitioning

Bapi Kar, Susmita Sur-Kolay, Chittaranjan Mandal

Random via failure is a major concern for post-fabrication reliability and poor manufacturing yield. A demanding solution to this problem is redundant via insertion during post-rou…

eess.SP2018★ 14 cited

ADEPOS: Anomaly Detection based Power Saving for Predictive Maintenance using Edge Computing

Sumon Kumar Bose, Bapi Kar, Mohendra Roy +2

In industry 4.0, predictive maintenance(PM) is one of the most important applications pertaining to the Internet of Things(IoT). Machine learning is used to predict the possible fa…

cs.OH2018

Early Routability Assessment in VLSI Floorplans: A Generalized Routing Model

Bapi Kar, Susmita Sur-Kolay, Chittaranjan Mandal

Multiple design iterations are inevitable in nanometer Integrated Circuit (IC) design flow until desired printability and performance metrics are achieved. This starts with placeme…

cs.LG2018

A Stacked Autoencoder Neural Network based Automated Feature Extraction Method for Anomaly detection in On-line Condition Monitoring

Mohendra Roy, Sumon Kumar Bose, Bapi Kar +2

Condition monitoring is one of the routine tasks in all major process industries. The mechanical parts such as a motor, gear, bearings are the major components of a process industr…