A Multitasking Flexible Sensor via Reservoir Computing

© 2022 Wiley-VCH GmbH.

Bibliographische Detailangaben
Veröffentlicht in:Advanced materials (Deerfield Beach, Fla.). - 1998. - 34(2022), 26 vom: 15. Juli, Seite e2201663
1. Verfasser: Wakabayashi, Seiji (VerfasserIn)
Weitere Verfasser: Arie, Takayuki, Akita, Seiji, Nakajima, Kohei, Takei, Kuniharu
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:Advanced materials (Deerfield Beach, Fla.)
Schlagworte:Journal Article flexible sensors reservoir computing resistive sensors weather monitoring
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520 |a Natural disasters are reported globally, and one source of severe damage to cities is flooding caused by locally heavy rain. Sharing of local weather information can save lives. However, it is difficult to collect local weather information in real-time because such data collection requires bulky, expensive sensors. For local, real-time monitoring of heavy rain and wind, a sensor system should be simple and low-cost so that it can be attached to a variety of surfaces, including roofs, vehicles, and umbrellas. To develop simple, low-cost multitasking sensors located on nonplanar surfaces, a flexible rain sensor to monitor waterdrop volume and wind velocity is devised. To monitor both simultaneously, a laser-induced graphene-based superhydrophobic conductive film is introduced. Using the superhydrophobic surface, water dynamics are measured when waterdrops collide with the sensor surface, and obtained time-series data are processed using "reservoir computing" to extract the volume and velocity from a single sensor as multitasking electronics. As a proof-of-concept, it is shown that the sensor measures continuous, long-term volume and wind-change dynamics. The results demonstrate feasibility of multitasking electronics with reservoir computing to reduce sensor integration complexity with low power consumption for both sensor and signal processing 
650 4 |a Journal Article 
650 4 |a flexible sensors 
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650 4 |a resistive sensors 
650 4 |a weather monitoring 
700 1 |a Arie, Takayuki  |e verfasserin  |4 aut 
700 1 |a Akita, Seiji  |e verfasserin  |4 aut 
700 1 |a Nakajima, Kohei  |e verfasserin  |4 aut 
700 1 |a Takei, Kuniharu  |e verfasserin  |4 aut 
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