In‐Material Self‐Adaptive Dynamic Encoding in FeO <sub>x</sub> Optomemory Device for Real‐Time Analog Signal Processing
Abstract
ABSTRACT In‐sensor vision computing system as an emerging edge computing platform shows great potential to process dynamic information. However, it still requires an electric to reset weight, largely limiting its capability in processing complex signals. Here we propose FeO x optomemory that can automatically convert its states from negative photoconductance memory (NPM) to positive photoconductance memory (PPM). The formation of neutral oxygen vacancy ( V o ) from both the photogenerated electron‐based iron reduction process (Fe 3+ to Fe 2+ ) and the photoelectron trapping by charged oxygen vacancy ( V o x+ ) builds the NPM effect under low light dosage illumination. The decrease in V o by the photogenerated hole‐based iron oxidization process (Fe 2+ to Fe 3+ ) and the increase in V o x+ by Joule‐heating assisted photoelectron detrapping from V o sites causes the automatic conversion from the NPM to the PPM when the light illumination exceeds the threshold dosage (0.72 µJ/µm 2 ). Such self‐adaptive conversion from NPM and PPM enables the FeO x optomemory to execute fully optical computing. The NPM effect provides rich echo states for dynamic feature encoding while the PPM initializes the encoded states, thus building a self‐adaptive reservoir computing (RC) system, yielding a recognition accuracy of 97.93%. This work provides an emerging in‐material encoding mechanism for in‐sensor edge computing system.
Article Details
Authors (14)
Jie Li
Guangdong Zhou
Haifeng Ling
Xiuxia Wang
Yue Hu
Jianjun Yuan
College of Artificial Intelligence Chongqing Key Laboratory of Brain‐Inspired Computing and Intelligent Chips Key Laboratory of Luminescence Analysis and Molecular Sensors (Ministry of Education) Southwest University Chongqing China
Xiaofang Hu
Key Laboratory of Luminescence Analysis and Molecular Sensors, College of Artificial Intelligence, Southwest University 2 , Chongqing,
Lidan Wang
Xiaozong Huang
Institute of Chip Technology China Electronics Technology Group Corporation (CETC) Chongqing China
Bai Sun
Frontier Institute of Science and Technology Interdisciplinary Research Center of Frontier science and technology State Key Laboratory for Strength and Vibration of Mechanical Structures Engineering Research Center of Key Materials for Efficient Utilization of Clean Energy of Shaanxi Province Xi'an Key Laboratory of Electronic Devices and Material Chemistry Institute of New Concept Sensors and Molecular Materials Shaanxi Key Laboratory of New Conceptual Sensors and Molecular Materials Xi'an...
Jia Sun
National Medical Products Administration Key Laboratory for Research and Evaluation of Drug Metabolism and Guangdong Provincial Key Laboratory of New Drug Screening, School of Pharmaceutical Sciences, Southern Medical University
Ye Zhou
Shisheng Xiong
School of Information Science and Engineering Fudan University Shanghai China
Shukai Duan
College of Artificial Intelligence Chongqing Key Laboratory of Brain‐Inspired Computing and Intelligent Chips Key Laboratory of Luminescence Analysis and Molecular Sensors (Ministry of Education) Southwest University Chongqing China