Mustafa Cenk Gursoy — accepted AI-conference papers

2025

Multi-Objective Reinforcement Learning for Cognitive Radar Resource Management

Ziyang Lu, Subodh Kalia, Mustafa Cenk Gursoy, Chilukuri K. Mohan, Pramod K. Varshney

ICASSP 2025accepted

The time allocation problem in multi-function cognitive radar systems focuses on the trade-off between scanning for newly emerging targets and tracking the previously detected targets. We formulate this as a multi-objective optimization problem and employ deep reinforcement learning to find Pareto-o…

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2022

Controlled Sensing and Anomaly Detection Via Soft Actor-Critic Reinforcement Learning

Chen Zhong, Mustafa Cenk Gursoy, Senem Velipasalar

ICASSP 2022accepted

To address the anomaly detection problem in the presence of noisy observations and to tackle the tuning and efficient exploration challenges that arise in deep reinforcement learning algorithms, we in this paper propose a soft actor-critic deep reinforcement learning framework. To evaluate the propo…

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