Pulse repetition interval modulation recognition using deep CNN evolved by extreme learning machines and IP-based BBO algorithm

SMH Azhdari, A Mahmoodzadeh, M Khishe… - … Applications of Artificial …, 2023 - Elsevier
Pulse repetition interval modulation (PRIM) recognition is a critical task in electronic
intelligence (ELINT) and electronic support measure (ESM) systems for detecting radar …

Application of data particle geometrical divide algorithms in the process of radar signal recognition

J Dudczyk, Ł Rybak - Sensors, 2023 - mdpi.com
The process of recognising and classifying radar signals and their radiation sources is
currently a key element of operational activities in the electromagnetic environment. Systems …

Joint recognition and parameter estimation of cognitive radar work modes with LSTM-transformer

Z Zhang, M Zhu, Y Li, Y Li, S Wang - Digital Signal Processing, 2023 - Elsevier
The recent developed cognitive radars can implement flexible work modes with
programmable modulation types and optimized modulating values for each mode definition …

Working mode recognition of non-specific radar based on ResNet-SVM learning framework

J Pan, J Xiong, Y Zhuo - Sensors, 2023 - mdpi.com
Mode recognition is a basic task to interpret the behavior of multi-functional radar. The
existing methods need to train complex and huge neural networks to improve the …

[HTML][HTML] Radar pulse repetition interval modulation recognition with combined net and domain-adaptive few-shot learning

HC Feng, B Tang, T Wan - Digital Signal Processing, 2022 - Elsevier
Automatically identifying pulse repetition interval (PRI) patterns is an important task for
electronic support measure (ESM) systems in a complex electromagnetic environment …

A Cascade Network for Pattern Recognition Based on Radar Signal Characteristics in Noisy Environments

J Xiong, J Pan, M Du - Remote Sensing, 2023 - mdpi.com
Target recognition mainly focuses on three approaches: optical-image-based, echo-
detection-based, and passive signal-analysis-based methods. Among them, the passive …

Attention driven CWT-deep learning approach for discrimination of Radar PRI modulation

P Sharma, KK Sarma - Physical Communication, 2024 - Elsevier
With the proliferation of radio frequency (RF) systems and radar applications, Electronic
Warfare (EW) is receiving increasing importance. The analysis of the radar signals is a …

Enhanced PRIM recognition using PRI sound and deep learning techniques

SM Hasani Azhdari, A Mahmoodzadeh, M Khishe… - Plos one, 2024 - journals.plos.org
Pulse repetition interval modulation (PRIM) is integral to radar identification in modern
electronic support measure (ESM) and electronic intelligence (ELINT) systems. Various …

A cross-domain radar emitter recognition method with few-shot learning

Y Luo, T Liu, X Li, H Liu - 2023 4th International Symposium on …, 2023 - ieeexplore.ieee.org
In many realistic scenarios, it is necessary but challenging to acquire a large number of
annotated radar emitter samples for training a recognition model. This study proposes a …

Radar Recognition in the Wild: Enhancing Radar Emitter Recognition through Auto-Correlation Model-Agnostic Meta Learning

Y Luo, S Yang, T Liu, H Tan, R Jin… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
In Electronic Support Measure (ESM) systems, the recognition of radar emitters stands as a
pivotal yet intricate task. The complex electromagnetic environments, however, often hinders …