Dynamic Data Driven Applications Systems (DDDAS) modeling for automatic target recognition

2013 ◽  
Author(s):  
Erik Blasch ◽  
Guna Seetharaman ◽  
Frederica Darema
Keyword(s):  
Target Recognition ◽  
Automatic Target Recognition ◽  
Data Driven ◽  
Dynamic Data

scholarly journals A Review on Deep Learning-Based Approaches for Automatic Sonar Target Recognition

Electronics ◽  
2020 ◽  
Vol 9 (11) ◽  
pp. 1972
Author(s):  
Dhiraj Neupane ◽  
Jongwon Seok
Keyword(s):  
Deep Learning ◽  
Target Recognition ◽  
Rapid Development ◽  
Automatic Target Recognition ◽  
Data Driven ◽  
Underwater Sound ◽  
Sonar Systems ◽  
Sonar Signal Processing ◽  
Types Of Information ◽  
Data Acquisition Process

Underwater acoustics has been implemented mostly in the field of sound navigation and ranging (SONAR) procedures for submarine communication, the examination of maritime assets and environment surveying, target and object recognition, and measurement and study of acoustic sources in the underwater atmosphere. With the rapid development in science and technology, the advancement in sonar systems has increased, resulting in a decrement in underwater casualties. The sonar signal processing and automatic target recognition using sonar signals or imagery is itself a challenging process. Meanwhile, highly advanced data-driven machine-learning and deep learning-based methods are being implemented for acquiring several types of information from underwater sound data. This paper reviews the recent sonar automatic target recognition, tracking, or detection works using deep learning algorithms. A thorough study of the available works is done, and the operating procedure, results, and other necessary details regarding the data acquisition process, the dataset used, and the information regarding hyper-parameters is presented in this article. This paper will be of great assistance for upcoming scholars to start their work on sonar automatic target recognition.

Feature and Extractor Evaluation Concepts for Automatic Target Recognition (ATR)

1995 ◽  
Author(s):  
Timothy D. Ross ◽  
Lori A. Westerkamp ◽  
David A. Gadd ◽  
Robert B. Kotz
Keyword(s):  
Target Recognition ◽  
Automatic Target Recognition

Application of Decision Analysis to Automatic Target Recognition Programmatic Decisions

2002 ◽  
Author(s):  
William K. Klimack ◽  
Christopher B. Bassham ◽  
Kenneth W. Bauer ◽  
Jr
Keyword(s):  
Decision Analysis ◽  
Target Recognition ◽  
Automatic Target Recognition
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