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Spectrum Management in Dynamic Spectrum Access: A Deep Reinforcement Learning Approach
(Virginia Tech, 2019)
Dynamic spectrum access (DSA) is a promising technology to mitigate spectrum shortage and improve spectrum utilization. However, DSA users have to face two fundamental issues, interference coordination between DSA users ...
MIMO-OFDM Symbol Detection via Echo State Networks
(Virginia Tech, 2019-10-30)
Echo state network (ESN) is a specific neural network structure composed of high dimensional nonlinear dynamics and learned readout weights. This thesis considers applying ESN for symbol detection in multiple-input, ...