Developing an attack detection framework for wireless sensor network‐based healthcare applications using hybrid convolutional neural network

2021 ◽  
Author(s):  
C. A. Subasini ◽  
S. P. Karuppiah ◽  
Adlin Sheeba ◽  
S. Padmakala
Keyword(s):  
Neural Network ◽  
Wireless Sensor Network ◽  
Convolutional Neural Network ◽  
Sensor Network ◽  
Attack Detection ◽  
Wireless Sensor ◽  
Healthcare Applications

Outlier Detection Using Convolutional Neural Network for Wireless Sensor Network

2021 ◽  
Vol 17 (2) ◽  
pp. 0-0
Keyword(s):  
Neural Network ◽  
Time Series ◽  
Deep Learning ◽  
Wireless Sensor Network ◽  
Convolutional Neural Network ◽  
Sensor Network ◽  
Time Series Data ◽  
Wireless Sensor ◽  
Series Data ◽  
Detection Accuracy

Over the recent years, the term deep learning has been considered as one of the primary choice for handling huge amount of data. Having deeper hidden layers, it surpasses classical methods for detection of outlier in wireless sensor network. The Convolutional Neural Network (CNN) is a biologically inspired computational model which is one of the most popular deep learning approaches. It comprises neurons that self-optimize through learning. EEG generally known as Electroencephalography is a tool used for investigation of brain function and EEG signal gives time-series data as output. In this paper, we propose a state-of-the-art technique designed by processing the time-series data generated by the sensor nodes stored in a large dataset into discrete one-second frames and these frames are projected onto a 2D map images. A convolutional neural network (CNN) is then trained to classify these frames. The result improves detection accuracy and encouraging.

scholarly journals Convolutional neural network-based classification system design with compressed wireless sensor network images

PLoS ONE ◽  
2018 ◽  
Vol 13 (5) ◽  
pp. e0196251 ◽  
Author(s):  
Jungmo Ahn ◽  
JaeYeon Park ◽  
Donghwan Park ◽  
Jeongyeup Paek ◽  
JeongGil Ko
Keyword(s):  
Neural Network ◽  
Wireless Sensor Network ◽  
Convolutional Neural Network ◽  
System Design ◽  
Sensor Network ◽  
Classification System ◽  
Wireless Sensor

A Data Fusion Scheme in Wireless Sensor Network Based on Optimizing Parameters of Neural Network

2021 ◽  
pp. 315-323
Author(s):  
Thi-Kien Dao ◽  
Trong-The Nguyen ◽  
Van-Dinh Vu ◽  
Truong-Giang Ngo
Keyword(s):  
Neural Network ◽  
Wireless Sensor Network ◽  
Data Fusion ◽  
Sensor Network ◽  
Wireless Sensor ◽  
Fusion Scheme
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