Drift Compensation for pH IsFET Sensor Using NARX Neural Networks

This paper introduces a Nonlinear Autoregressive Neural Network (NARX) to predict the sensor error of IsFET pH drift with accuracy over the long period. The Bayesian Regularization (BR) backpropagation was used as network training function for this problem and combined with different delay and hidde...

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Main Authors:	Mohammad Iqwhanus Syaffa, Amir, Md Rizal, Othman, Mohd Ismahadi, Syono
Format:	Article
Language:	English
Published:	Science Publishing Corporation 2018
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/1/Drift%20Compensation%20for%20pH%20IsFET%20Sensor.pdf

id	ump-24409
recordtype	eprints
spelling	ump-244092019-03-11T07:29:37Z http://umpir.ump.edu.my/id/eprint/24409/ Drift Compensation for pH IsFET Sensor Using NARX Neural Networks Mohammad Iqwhanus Syaffa, Amir Md Rizal, Othman Mohd Ismahadi, Syono TK Electrical engineering. Electronics Nuclear engineering This paper introduces a Nonlinear Autoregressive Neural Network (NARX) to predict the sensor error of IsFET pH drift with accuracy over the long period. The Bayesian Regularization (BR) backpropagation was used as network training function for this problem and combined with different delay and hidden layer. The results were compared to predict the sensor error in buffer solution pH 4, pH 7 and pH 10 over the time. The NARX performance will be measure based on the value of Mean Squared Error (MSE) and coefficient of determination (R2). The results proved by using Bayesian Regularization with 10 hidden nodes and 50 delays produced the accurate sensor error prediction. This research will provide the significant contributions to the implementation of IsFET pH sensor drift compensation over the time. Science Publishing Corporation 2018 Article PeerReviewed pdf en cc_by http://umpir.ump.edu.my/id/eprint/24409/1/Drift%20Compensation%20for%20pH%20IsFET%20Sensor.pdf Mohammad Iqwhanus Syaffa, Amir and Md Rizal, Othman and Mohd Ismahadi, Syono (2018) Drift Compensation for pH IsFET Sensor Using NARX Neural Networks. International Journal of Engineering & Technology, 7 (4.33). pp. 472-478. ISSN 2227-524X https://www.sciencepubco.com/index.php/ijet/article/view/28158 DOI: 10.14419/ijet.v7i4.33.28158
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering Mohammad Iqwhanus Syaffa, Amir Md Rizal, Othman Mohd Ismahadi, Syono Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
description	This paper introduces a Nonlinear Autoregressive Neural Network (NARX) to predict the sensor error of IsFET pH drift with accuracy over the long period. The Bayesian Regularization (BR) backpropagation was used as network training function for this problem and combined with different delay and hidden layer. The results were compared to predict the sensor error in buffer solution pH 4, pH 7 and pH 10 over the time. The NARX performance will be measure based on the value of Mean Squared Error (MSE) and coefficient of determination (R2). The results proved by using Bayesian Regularization with 10 hidden nodes and 50 delays produced the accurate sensor error prediction. This research will provide the significant contributions to the implementation of IsFET pH sensor drift compensation over the time.
format	Article
author	Mohammad Iqwhanus Syaffa, Amir Md Rizal, Othman Mohd Ismahadi, Syono
author_facet	Mohammad Iqwhanus Syaffa, Amir Md Rizal, Othman Mohd Ismahadi, Syono
author_sort	Mohammad Iqwhanus Syaffa, Amir
title	Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
title_short	Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
title_full	Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
title_fullStr	Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
title_full_unstemmed	Drift Compensation for pH IsFET Sensor Using NARX Neural Networks
title_sort	drift compensation for ph isfet sensor using narx neural networks
publisher	Science Publishing Corporation
publishDate	2018
url	http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/ http://umpir.ump.edu.my/id/eprint/24409/1/Drift%20Compensation%20for%20pH%20IsFET%20Sensor.pdf
first_indexed	2023-09-18T22:36:55Z
last_indexed	2023-09-18T22:36:55Z
_version_	1777416657152507904

Drift Compensation for pH IsFET Sensor Using NARX Neural Networks

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