CONFERENCE PROCEEDINGS
Advanced Search
Home > Proceedings > Volume 13091 > Article
Paper
28 March 2024 Research on intelligent target classification algorithm for water flow velocity radar
Yanyu Ji, Peng Li, Zeyu Yang, Renhong Xie, Yibin Rui
Author Affiliations +
Proceedings Volume 13091, Fifteenth International Conference on Signal Processing Systems (ICSPS 2023); 130910Z (2024) https://doi.org/10.1117/12.3023166
Event: Fifteenth International Conference on Signal Processing Systems (ICSPS 2023), 2023, Xi’an, China
Abstract
Flow velocity measurement is an important part in hydrological monitoring activities. Aiming at the problems of low accuracy and long time of velocity measurement in current flow velocity radar, we design a millimeter wave cross-sectional flow velocity radar system by extracting water flow echo for velocity measurement, and propose an Enhanced Squeeze-and-Excitation Network (ESE-Net) which is used for the intelligent target classification. The structure uses a multi-scale wide residual network to broaden the network width and enhance the representation ability of the network, while avoiding the degradation problem caused by network deepening. The attention mechanism is introduced into the network model to strengthen the role of informative features in the network, and realize the recognition and classification of three types of targets, water flow, floater and land. Meanwhile, the hyper-parameters of this network are optimized using the manta ray foraging optimization algorithm (dFDB-MRFO), and the recognition effect was further improved.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
Citation Download Citation
Yanyu Ji, Peng Li, Zeyu Yang, Renhong Xie, and Yibin Rui "Research on intelligent target classification algorithm for water flow velocity radar", Proc. SPIE 13091, Fifteenth International Conference on Signal Processing Systems (ICSPS 2023), 130910Z (28 March 2024); https://doi.org/10.1117/12.3023166
ACCESS THE FULL ARTICLE
ORGANIZATIONAL
Sign in with credentials provided by your organization.
INSTITUTIONAL
Select your institution to access the SPIE Digital Library.
SELECT YOUR INSTITUTION
PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.
PERSONAL SIGN IN
No SPIE Account? Create one
PURCHASE THIS CONTENT
SUBSCRIBE TO DIGITAL LIBRARY
50 downloads per 1-year subscription
Members: $195
Non-members: $335 ADD TO CART
25 downloads per 1 - year subscription
Members: $145
Non-members: $250 ADD TO CART
PURCHASE SINGLE ARTICLE
Includes PDF, HTML & Video, when available
Members: $17.00
Non-members: $21.00 ADD TO CART
PROCEEDINGS
 8 PAGES
DOWNLOAD PAPER SAVE TO MY LIBRARY
GET CITATION
Advertisement
Advertisement
RIGHTS & PERMISSIONS
Get copyright permission  Get copyright permission on Copyright Marketplace
KEYWORDS
Mathematical optimization
Neural networks
Radar
Target recognition
Feature extraction
RELATED CONTENT
Subscribe to Digital Library
Receive Erratum Email Alert
Back to Top