Search Results for author: Shamik Sarkar

Found 5 papers, 0 papers with code

RadYOLOLet: Radar Detection and Parameter Estimation Using YOLO and WaveLet

no code implementations21 Sep 2023 Shamik Sarkar, Dongning Guo, Danijela Cabric

Wavelet-CNN operates on continuous Wavelet transform of the captured signals, and we use it only when RadYOLO fails to detect any radar signal.

ProSpire: Proactive Spatial Prediction of Radio Environment Using Deep Learning

no code implementations20 Aug 2023 Shamik Sarkar, Dongning Guo, Danijela Cabric

We carefully address several challenges in ProSpire, such as designing a framework that conveniently collects training data for learning, performing the predictions in a fast manner, enabling operations without an area map, and ensuring that the predictions do not lead to undesired interference.

Image-to-Image Translation

GAN-RXA: A Practical Scalable Solution to Receiver-Agnostic Transmitter Fingerprinting

no code implementations25 Mar 2023 Tianyi Zhao, Shamik Sarkar, Enes Krijestorac, Danijela Cabric

We also propose two deep-learning approaches (SD-RXA and GAN-RXA) in this first stage to improve the receiver-agnostic property of the RXA framework.

Outlier Detection

A Q-Learning-based Approach for Distributed Beam Scheduling in mmWave Networks

no code implementations17 Oct 2021 Xiang Zhang, Shamik Sarkar, Arupjyoti Bhuyan, Sneha Kumar Kasera, Mingyue Ji

The proposed approach can also be integrated into our previously developed Lyapunov stochastic optimization framework for the purpose of network utility maximization with optimality guarantee.

Management Q-Learning +2

Uncoordinated Spectrum Sharing in Millimeter Wave Networks Using Carrier Sensing

no code implementations24 Feb 2021 Shamik Sarkar, Xiang Zhang, Arupjyoti Bhuyan, Mingyue Ji, Sneha Kumar Kasera

Using stochastic geometry, we develop a general framework for downlink coverage probability analysis of our shared mmWave network in the presence of CS and derive the downlink coverage probability expressions for several CS protocols.

Information Theory Networking and Internet Architecture Information Theory

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