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Flexible Zn‐TCPP Nanosheet‐Based Memristor for Ultralow‐Power Biomimetic Sensing System and High‐Precision Gesture Recognition

Yilong Wang, Jie Su, Guoyao Ouyang, Sunyingyue Geng, Mengchen Ren, Weiliang Pan, Jing Bian, Minghui Cao

2024Advanced Functional Materials45 citationsDOIOpen Access PDF

Abstract

Abstract The flexible biomimetic sensory system inspired by biology exhibits learning, memory, and cognitive behavior toward external stimuli, providing a promising direction for the future development of the artificial intelligence industry. In this work, a Zn‐TCPP (TCPP: tetrakis (4‐carboxyphenyl) porphyrin) based flexible memristor with ultra‐low both operating voltage (≈80 mV) and power consumption (0.39 nW) that simulates typical synaptic plasticities, under continuously adjustable ultra‐low voltage pulses (50 mV). The synaptic properties are well maintained even when bending 1000 times at a radius of 5 mm. Furthermore, the flexible bionic sensing system integrated with Zn‐TCPP based memristor and cotton fibre piezoresistive sensor can remember pressure and deformation current, thus simulate the learning‐forgetting‐relearning characteristics under mechanical stimuli (power supply = 100 mV). Especially, the system achieves a high recognition rate of 97% for gestures through self‐built datasets and neural network calculations and remains at a high level under the influence of 10% Gaussian noise (80%) and 5 mm bending state (91%). Consequently, the ultralow‐power flexible biomimetic sensing system shows great potential in the field of integrated artificial intelligence with multiple modules, paving the way for the development of low‐power biomimetic robots in the future.

Topics & Concepts

Materials scienceNanosheetArtificial neural networkComputer scienceMemristorRobotPower (physics)VoltageNanotechnologyArtificial intelligenceElectronic engineeringElectrical engineeringEngineeringQuantum mechanicsPhysicsAdvanced Memory and Neural ComputingNeuroscience and Neural EngineeringAdvanced Sensor and Energy Harvesting Materials
Flexible Zn‐TCPP Nanosheet‐Based Memristor for Ultralow‐Power Biomimetic Sensing System and High‐Precision Gesture Recognition | Litcius