Search Results - "Markfort, A."
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Utilising machine learning techniques for analysis, generation and compression of data for a single photon counting detector
Published in 2023 IEEE Nuclear Science Symposium, Medical Imaging Conference and International Symposium on Room-Temperature Semiconductor Detectors (NSS MIC RTSD) (04-11-2023)“…This research details approaches to training neural networks with a hybrid approach of using empirical and generative data from trained variational…”
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Conference Proceeding -
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Can machine learning reduce the number of anode readouts for reconstruction of coincident single photons in CDIR resistive sea photon detectors?
Published in Nuclear instruments & methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment (01-12-2024)“…This study focuses on exploring the potential of Charge Division Imaging Readout (CDIR) for micro-Channel plate (MCP) based resistive sea photon detectors. The…”
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Journal Article -
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Utilising machine learning algorithms for high speed data processing of a single photon counting 256 channel PMT with a timing resolution of 60 ps
Published in Nuclear instruments & methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment (01-02-2023)“…Development of a 256 Micro-Channel Plate Photo-Multiplier Tube (MCP-PMT) to further increase the spatial resolution while maintaining the temporal resolution…”
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Journal Article -
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Investigating Machine Learning Solutions for High-Speed Data Analysis and Imaging of a Single Photon Counting Detector with Picosecond Timing Resolution
Published in 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) (16-10-2021)“…Limitations in algorithmic data analysis techniques for image processing of photon detection devices are becoming increasingly apparent. The use of high…”
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Conference Proceeding