Abstract: This paper reports an interrogation scheme that combines the arrayed waveguide grating (AWG) with neural networks. The scheme uses a convolutional neural network (CNN) to implement the ...

Abstract: Deep learning has been utilized for gas-bearing prediction in recent years due to its powerful nonlinear fitting capacity; however, the scarcity of log labels severely restricts its ...