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physics.data-an2021
Universal uncertainty estimation for nuclear detector signals with neural networks and ensemble learning
Pengcheng Ai, Zhi Deng, Yi Wang +1
Characterizing uncertainty is a common issue in nuclear measurement and has important implications for reliable physical discovery. Traditional methods are either insufficient to c…
physics.data-an2021
Neural network--featured timing systems for radiation detectors: performance evaluation based on bound analysis
Pengcheng Ai, Zhi Deng, Yi Wang +1
Waveform sampling systems are used pervasively in the design of front end electronics for radiation detection. The introduction of new feature extraction algorithms (eg. neural net…