One‐Phototransistor–One‐Memristor Array with High‐Linearity Light‐Tunable Weight for Optic Neuromorphic Computing
Source abstract
Abstract
Abstract The recent advances in optic neuromorphic devices have led to a subsequent rise in use for construction of energy‐efficient artificial‐vision systems. The widespread use can be attributed to their ability to capture, store, and process visual information from the environment. The primary limitations of existing optic neuromorphic devices include nonlinear weight updates, cross‐talk issues, and silicon process incompatibility. In this study, a highly linear, light‐tunable, cross‐talk‐free, and silicon‐compatible one‐phototransistor–one‐memristor (1PT1R) optic memristor is experimentally demonstrated for the implementation of an optic artificial neural network (OANN). For optic image recognition in the experiment, an OANN is constructed using a 16 × 3 1PT1R memristor array, and it is trained on an online platform. The model yields an accuracy of 99.3% after only ten training epochs. The 1PT1R memristor, which shows good performance, demonstrates its ability as an excellent hardware solution for highly efficient optic neuromorphic and edge computing.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Advanced Memory and Neural Computing · Neural Networks and Reservoir Computing · Photoreceptor and optogenetics research
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Beijing Advanced Innovation Center for Integrated Circuits School of Integrated Circuits Peking University Beijing 100871 China
Center for Brain Inspired Chips Institute for Artificial Intelligence Peking University Beijing 100871 China
Center for Brain Inspired Intelligence Chinese Institute for Brain Research (CIBR), Beijing Beijing 102206 China
Beijing Academy of Artificial Intelligence Beijing 100084 China
Funding
Higher Education Discipline Innovation Project · National Natural Science Foundation of China
References (44)
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