Record Details

<p style="text-align: justify;">Realization of Autonomous Sensor Networks with AI based Self-reconfiguration and Optimal Data Transmission Algorithms in resource constrained nodes</p>

Online Publishing @ NISCAIR

View Archive Info
 
 
Field Value
 
Authentication Code dc
 
Title Statement <p style="text-align: justify;">Realization of Autonomous Sensor Networks with AI based Self-reconfiguration and Optimal Data Transmission Algorithms in resource constrained nodes</p>
 
Added Entry - Uncontrolled Name S, SYED AMEER ABBAS ; ANNA UNIVERSITY
M, ABIRAMI ; ANNA UNIVERSITY
 
Uncontrolled Index Term Wireless Sensor Networks; Artificial Intelligence; Optimal data transmission; Self-reconfiguration
 
Summary, etc. <p><em> </em></p> <p style="text-align: justify;">Wireless sensor networks (WSN) prove to be an enabling technology for Industry 4.0 for their ability to perform in autonomous manner even in regions of extreme conditions. Autonomy brings in independent decision making and exerting controls without manual intervention and frequent maintenance. This paper aims to inculcate intelligence to the WSN exploiting the merits of Artificial Intelligence (AI) algorithms in cheap and most preferred ESP8266 and ESP32 based nodes. Autonomy is brought in by means of optimal data transmission, compressive sensing fault detection and network reconfiguration and energy efficiency. Optimal data transmission is achieved using Q-learning based exploration exploitation algorithm. Compressive sensing performed using Autoencoders ensure reduction in transmission overhead. Fault detection is done using Binary SVM classifier and the net- work re-configures based on physical redundancy. This paper high- lights the implementation of such autonomous WSN in real time along with their performance statistics.</p>
 
Publication, Distribution, Etc. Journal of Scientific and Industrial Research (JSIR)
2021-02-11 17:54:36
 
Electronic Location and Access application/pdf
http://op.niscair.res.in/index.php/JSIR/article/view/38139
 
Data Source Entry Journal of Scientific and Industrial Research (JSIR); ##issue.vol## 80, ##issue.no## 02 (21)
 
Language Note en