Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Spectrum sensing is a key basic function in any wideband cognitive radio (CR) for detecting the presence of any spectral activities. Hover, due to hardware constraints, the instantaneous sensing bandwidth is limited to a single sub-band out of all sub-bands in the spectrum of interest. Hence, sub-band selection is an important step in wideband spectrum sensing.   develop a partially observable Markov decision process (POMDP) to model the sub-band dynamics and propose an efficient sub-band selection policy based on replicated Q-learning. It is shown through simulations that the proposed selection policy has reasonably low computational complexity and significantly outperforms the random sub-band selection policy.
['Mohamed A. Aref', 'Stephen Machuzak', 'Sudharman K. Jayaweera', 'Steven A. Lane']
I am writing a research paper on a idea Replicated Q-learning based sub-band selection for wideband spectrum sensing in cognitive radios
[{"from": "human", "value": "I am writing a research paper on a idea Replicated Q-learning based sub-band selection for wideband spectrum sensing in cognitive radios"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Spectrum sensing is a key basic function in any wideband cognitive radio (CR) for detecting the presence of any spectral activities. Hover, due to hardware constraints, the instantaneous sensing bandwidth is limited to a single sub-band out of all sub-bands in the spectrum of interest. Hence, sub-band selection is an important step in wideband spectrum sensing.   develop a partially observable Markov decision process (POMDP) to model the sub-band dynamics and propose an efficient sub-band selection policy based on replicated Q-learning. It is shown through simulations that the proposed selection policy has reasonably low computational complexity and significantly outperforms the random sub-band selection policy."}]