Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  study the adaptation of convolutional neural networks to the complex temporal radio signal domain.  compare the efficacy of radio modulation classification using naively learned features against using expert features which are widely used in the field today and  show significant performance improvements.  show that blind temporal learning on large and densely encoded time series using deep convolutional neural networks is viable and a strong candidate approach for this task especially at low signal to noise ratio.
["Timothy J. O'Shea", 'Johnathan Corgan', 'T. Charles Clancy']
I am writing a research paper on a idea Convolutional Radio Modulation Recognition Networks
[{"from": "human", "value": "I am writing a research paper on a idea Convolutional Radio Modulation Recognition Networks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  study the adaptation of convolutional neural networks to the complex temporal radio signal domain.  compare the efficacy of radio modulation classification using naively learned features against using expert features which are widely used in the field today and  show significant performance improvements.  show that blind temporal learning on large and densely encoded time series using deep convolutional neural networks is viable and a strong candidate approach for this task especially at low signal to noise ratio."}]