A Study of Various Clustering Algorithms Used for Radar Signal Sorting

Radar signal sorting plays a significant part in radar countermeasure technology and reconnaissance systems. By means of radar signal sorting, several radars and their parameters in the battlefield are precisely recognized and placed in the radar records for subsequent positioning and jamming processing. The basic sorting methods cannot fulfill the sorting process with accurate and efficient results. Therefore, in this paper, we conduct a study on two main classes clustering techniques, the first is hierarchical based clustering, and the second one is partition based clustering, which have different characteristics into groups of pulses and they can sort and handle large number of radar sequence with high precision and accuracy. The numerical simulations studied and compared both methods under different perspectives to clarify a new directions based on the insightful investigations of these sorting techniques.

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Publication Details

Journal
International Journal of Innovative Science and Research Technology (IJISRT)
Published
2024-11-08
DOI
https://doi.org/10.38124/ijisrt/ijisrt24oct1779
Primary Topic
Radar Systems and Signal Processing
Type
article
Field-Weighted Citation Impact
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article

A Study of Various Clustering Algorithms Used for Radar Signal Sorting

Ahmed Abdalla Ali, Ahmed Awad, Fathi Elnour Hammed
International Journal of Innovative Science and Research Technology (IJISRT)
Radar Systems and Signal Processing
article

A Study of Various Clustering Algorithms Used for Radar Signal Sorting

Ahmed Abdalla Ali, Ahmed Awad, Fathi Elnour Hammed
article en

Abstract

Radar signal sorting plays a significant part in radar countermeasure technology and reconnaissance systems. By means of radar signal sorting, several radars and their parameters in the battlefield are precisely recognized and placed in the radar records for subsequent positioning and jamming processing. The basic sorting methods cannot fulfill the sorting process with accurate and efficient results. Therefore, in this paper, we conduct a study on two main classes clustering techniques, the first is hierarchical based clustering, and the second one is partition based clustering, which have different characteristics into groups of pulses and they can sort and handle large number of radar sequence with high precision and accuracy. The numerical simulations studied and compared both methods under different perspectives to clarify a new directions based on the insightful investigations of these sorting techniques.

International Journal of Innovative Science and Research Technology (IJISRT)
Openalex Percentile: Top 69%
Radar Systems and Signal Processing
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A Study of Various Clustering Algorithms Used for Radar Signal Sorting — Ahmed Abdalla Ali, Ahmed Awad, et al. · International Journal of Innovative Science and Research Technology (IJISRT) (2024) | TGRS Research Map | TGRS