Title
1D convolutional neural networks and applications: A survey
Abstract
•This paper presents a comprehensive review of the general architecture of 1D CNNs.•Their major engineering applications, principals, and recent progress on 1D CNNs are reviewed.•The state-of-the-art performance and unique properties of 1D CNNs are highlighted.•Detailed computational complexity analysis of compact and adaptive 1D CNNs are reported.•The benchmark datasets and the principal 1D CNN software are also publicly shared.
Year
DOI
Venue
2019
10.1016/j.ymssp.2020.107398
Mechanical Systems and Signal Processing
Keywords
DocType
Volume
Artificial Neural Networks,Machine learning,Deep learning,Convolutional neural networks,Structural health monitoring,Condition monitoring,Arrhythmia detection and identification,Fault detection,Structural damage detection
Journal
151
ISSN
Citations 
PageRank 
0888-3270
17
1.12
References 
Authors
36
6
Name
Order
Citations
PageRank
Serkan Kiranyaz175061.15
Onur Avci2171.12
Osama Abdeljaber3171.12
Turker Ince454529.26
Moncef Gabbouj53282386.30
Daniel J. Inman6264.22