Das Institut für Hochfrequenztechnik (IHF) hat gemeinsam mit der FAU Erlangen-Nürnberg und Infineon Technologies AG einen neuen Ansatz des maschinellen Lernens vorgestellt, der mit einem hochintegrierten Radarsystem zuverlässig Personen erkennen und deren Aktivitäten klassifizieren kann.
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)
© 2021 IEEE. Reprinted, with permission [1]
Mit einem hochintegrierten 60 GHz Radarsensor (das Frontend selbst ist kleiner als eine 1€-Münze) können verschiedene menschliche Aktivitäten wie z.B. gehen, stehen, Arme bewegen, winken und arbeiten am Laptop berührungslos über mehrere Meter detektiert werden.
Für die Ergebnisse, die in der renommierten Fachzeitschrift „IEEE Sensors Journal“ veröffentlicht wurden („Data-Driven Radar Processing Using a Parametric Convolutional Neural Network for Human Activity Classification“, doi: 10.1109/JSEN.2021.3092002) gibt es vielfältige Anwendungen, beispielsweise im Smart Home Bereich: Das Wissen über die Anwesenheit und Aktivität von Menschen kann etwa zur intelligenten Steuerung von Licht, Heizung und Belüftung-/Klimatisierungssystemen genutzt werden, die damit energieeffizienter und nachhaltiger arbeiten können. Ebenso lassen sich die Ansätze aber auch zur Verbesserung der automatischen Sturzerkennung von älteren Personen anwenden oder für Mensch-Maschine-Schnittstellen und Sicherheitsanwendungen verwenden.
Das vorgestellte Verfahren erreicht mit einem F1-Score von 99,5% (± 0,3) eine sehr hohe Zuverlässigkeit. Dies wurde unter anderem dadurch erreicht, dass neben der Auswertung der Mikro-Doppler-Signaturen mit maschinellem Lernen zusätzlich die „klassische“ Vorverarbeitung der Radardaten durch adaptive (2D sinc bzw. 2D wavelet) Filter ersetzt wurden, deren ideale Parameter das neuronale Netz während dem Training lernt.
[1]: T. Stadelmayer, A. Santra, R. Weigel and F. Lurz, "Data-Driven Radar Processing Using a Parametric Convolutional Neural Network for Human Activity Classification," in IEEE Sensors Journal, vol. 21, no. 17, pp. 19529-19540, 1 Sept., 2021, doi: 10.1109/JSEN.2021.3092002.