CA-CFAR Detection for SAR Systems Over Correlated Gamma-Distributed Clutter

Autor(es)

de Medeiros, Diego da Silva ; Garcia, Fernando Dario Almeida ; Alves, Dimas Irion ; da Costa, Romulo Fernandes ; Machado, Renato ; Santos Filho, Jose Candido S.

• Tipo de documento: Artigo Científico
• Fonte: IEEE Geoscience and Remote Sensing Letters; v. 21, p. 5-pg., 2024-01-01.

Resumo

In the context of synthetic aperture radar (SAR) systems, the Gamma distribution stands out as a strong contender for clutter modeling. The cell-averaging constant false alarm rate (CA-CFAR) detector has frequently been employed as a well-balanced detection technique, ensuring a blend of high performance and comparatively low complexity. In this study, we evaluate, in an exact manner, the CA-CFAR detector's performance in an SAR system, assuming the presence of correlated Gamma-distributed clutter. To this aim, we derive novel exact expressions for the probability of detection (PD) and the probability of false alarm (PFA), simplifying their runtime evaluations without depending on specific mathematical software. The independent and identically distributed (IID) and independent not identically distributed (INID) cases are also analyzed. In particular, for the IID case, our derived PD and PFA expressions are given in closed form. Our analytical findings are validated through Monte Carlo simulations. (AU)

• Processo FAPESP: 22/13901-5 - Estimação de canal e caracterização de sistemas de comunicações sem fio assistidos por superfícies inteligentes reconfiguráveis
• Beneficiário: Fernando Darío Almeida García
• Modalidade de apoio: Bolsas no Exterior - Estágio de Pesquisa - Pós-Doutorado
• Processo FAPESP: 20/09838-0 - BI0S - Brazilian Institute of Data Science
• Beneficiário: João Marcos Travassos Romano
• Modalidade de apoio: Auxílio à Pesquisa - Programa Centros de Pesquisa em Engenharia