Sorry, you need to enable JavaScript to visit this website.

Other ITT Topics

Machine Load Estimation via Stacked Autoencoder Regression


The problem of load estimation from sensor signals holds significance in the field of intelligent manufacturing. The goal of this work is to estimate the axial and spindle load values in a Computer Numerical Control machine from input sensor readings like spindle speed, feed rate, tool positions, etc. This can be viewed as a standard regression problem. Here, we propose a novel deep learning based regression technique that incorporates regression within the stacked autoencoder framework.

Paper Details

Authors:
Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay
Submitted On:
13 April 2018 - 4:20am
Short Link:
Type:
Event:
Presenter's Name:
Paper Code:
Document Year:
Cite

Document Files

Poster_Machine_Load_Est

(21 downloads)

Keywords

Additional Categories

Subscribe

[1] Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay, "Machine Load Estimation via Stacked Autoencoder Regression", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2650. Accessed: May. 25, 2018.
@article{2650-18,
url = {http://sigport.org/2650},
author = {Tulika Bose; Angshul Majumdar; Tanushyam Chattopadhyay },
publisher = {IEEE SigPort},
title = {Machine Load Estimation via Stacked Autoencoder Regression},
year = {2018} }
TY - EJOUR
T1 - Machine Load Estimation via Stacked Autoencoder Regression
AU - Tulika Bose; Angshul Majumdar; Tanushyam Chattopadhyay
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2650
ER -
Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay. (2018). Machine Load Estimation via Stacked Autoencoder Regression. IEEE SigPort. http://sigport.org/2650
Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay, 2018. Machine Load Estimation via Stacked Autoencoder Regression. Available at: http://sigport.org/2650.
Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay. (2018). "Machine Load Estimation via Stacked Autoencoder Regression." Web.
1. Tulika Bose, Angshul Majumdar, Tanushyam Chattopadhyay. Machine Load Estimation via Stacked Autoencoder Regression [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2650