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Roadmap on signal processing for next generation measurement systems

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Autor
Iakovidis D.K., Ooi M., Kuang Y.C., Demidenko S., Shestakov A., Sinitsin V., Henry M., Sciacchitano A., Discetti S., Donati S., Norgia M., Menychtas A., Maglogiannis I., Wriessnegger S.C., Chacon L.A.B., Dimas G., Filos D., Aletras A.H., Töger J., Dong F., Ren S., Uhl A., Paziewski J., Geng J., Fioranelli F., Narayanan R.M., Fernandez C., Stiller C., Malamousi K., Kamnis S., Delibasis K., Wang D., Zhang J., Gao R.X.
Datum
2022
Language
en
DOI
10.1088/1361-6501/ac2dbd
Schlagwort
Image enhancement
Industrial research
Machine learning
Optical data processing
Biomedical applications
Data images
Environmental applications
Fundamental component
Measurement system
Optical measurement
Roadmap
Scientific discipline
Signal-processing
Time-series data
Medical applications
IOP Publishing Ltd
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Zusammenfassung
Signal processing is a fundamental component of almost any sensor-enabled system, with a wide range of applications across different scientific disciplines. Time series data, images, and video sequences comprise representative forms of signals that can be enhanced and analysed for information extraction and quantification. The recent advances in artificial intelligence and machine learning are shifting the research attention towards intelligent, data-driven, signal processing. This roadmap presents a critical overview of the state-of-the-art methods and applications aiming to highlight future challenges and research opportunities towards next generation measurement systems. It covers a broad spectrum of topics ranging from basic to industrial research, organized in concise thematic sections that reflect the trends and the impacts of current and future developments per research field. Furthermore, it offers guidance to researchers and funding agencies in identifying new prospects. © 2021 The Author(s). Published by IOP Publishing Ltd
URI
http://hdl.handle.net/11615/73995
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