Zhou, F. et al. Optoelectronic resistive random entry reminiscence for neuromorphic imaginative and prescient sensors. Nat. Nanotechnol. 14, 776–782 (2019).
Wu, N. Neuromorphic imaginative and prescient chips. Sci. China Inf. Sci. 61, 060421 (2018).
Zhou, F. & Chai, Y. Close to-sensor and in-sensor computing. Nat. Electron. 3, 664–671 (2020).
Dai, S. et al. Rising iontronic neural units for neuromorphic sensory computing. Adv. Mater. 35, 2300329 (2023).
Du, J. et al. A strong neuromorphic imaginative and prescient sensor with optical management of ferroelectric switching. Nano Vitality 89, 106439 (2021).
Li, G. et al. Picture-induced non-volatile VO2 part transition for neuromorphic ultraviolet sensors. Nat. Commun. 13, 1729 (2022).
Jang, H. et al. An atomically skinny optoelectronic machine imaginative and prescient processor. Adv. Mater. 32, 2002431 (2020).
Zhang, Z. et al. In-sensor reservoir computing system for latent fingerprint recognition with deep ultraviolet photo-synapses and memristor array. Nat. Commun. 13, 6590 (2022).
Zhao, R. et al. A framework for the overall design and computation of hybrid neural networks. Nat. Commun. 13, 3427 (2022).
Wang, Y. et al. Optoelectronic synaptic units for neuromorphic computing. Adv. Intell. Syst 3, 2000099 (2021).
Zhang, J., Dai, S., Zhao, Y., Zhang, J. & Huang, J. Current progress in photonic synapses for neuromorphic techniques. Adv. Intell. Syst. 2, 1900136 (2020).
Tune, S. et al. Current progress of optoelectronic and all-optical neuromorphic units: a complete evaluation of machine constructions, supplies, and functions. Adv. Intell. Syst. 3, 2000119 (2021).
John, R. A. et al. Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing. Nat. Commun. 13, 2074 (2022).
Wang, T. et al. Reconfigurable neuromorphic memristor community for ultralow-power sensible textile electronics. Nat. Commun. 13, 7432 (2022).
Pi, L. et al. Broadband convolutional processing utilizing band-alignment-tunable heterostructures. Nat. Electron. 5, 248–254 (2022).
Mennel, L. et al. Ultrafast machine imaginative and prescient with 2D materials neural community picture sensors. Nature 579, 62–66 (2020).
Zhang, Z. et al. All-in-one two-dimensional retinomorphic {hardware} machine for movement detection and recognition. Nat. Nanotechnol. 17, 27–32 (2022).
Solar, L. et al. In-sensor reservoir computing for language studying by way of two-dimensional memristors. Sci. Adv. 7, eabg1455 (2021).
Wu, X. et al. Wearable in-sensor reservoir computing utilizing optoelectronic polymers with through-space charge-transport traits for multi-task studying. Nat. Commun. 14, 468 (2023).
Lao, J. et al. Ultralow-power machine imaginative and prescient with self-powered sensor reservoir. Adv. Sci. 9, 2106092 (2022).
Zhong, Y. et al. A memristor-based analogue reservoir computing system for real-time and power-efficient sign processing. Nat. Electron. 5, 672–681 (2022).
Liang, X. et al. Bodily reservoir computing with rising electronics. Nat. Electron. 7, 193–206 (2024).
Moon, J. et al. Temporal information classification and forecasting utilizing a memristor-based reservoir computing system. Nat. Electron. 2, 480–487 (2019).
Portner, Ok. et al. Analog nanoscale electro-optical synapses for neuromorphic computing functions. ACS. Nano. 15, 14776–14785 (2021).
Hu, L. et al. All-optically managed memristor for optoelectronic neuromorphic computing. Adv. Funct. Mater. 31, 2005582 (2021).
Tan, H. et al. An optoelectronic resistive switching reminiscence with built-in demodulating and arithmetic capabilities. Adv. Mater. 27, 2797–2803 (2015).
Chen, J. Y. et al. Dynamic evolution of conducting nanofilament in resistive switching reminiscences. Nano Lett. 13, 3671–3677 (2013).
Simanjuntak, F. M., Panda, D., Wei, Ok. H. & Tseng, T. Y. Standing and prospects of ZnO-based resistive switching reminiscence units. Nanoscale Res. Lett. 11, 368 (2016).
Xu, N. et al. Traits and mechanism of conduction/set course of in TiN/ZnO/Pt resistance switching random-access reminiscences. Appl. Phys. Lett. 92, 232112 (2008).
Zhou, Z., Pei, Y., Zhao, J., Fu, G. & Yan, X. Seen mild responsive optoelectronic memristor machine primarily based on CeOx/ZnO construction for synthetic imaginative and prescient system. Appl. Phys. Lett. 118, 191103 (2021).
Wang, T.-Y. et al. Reconfigurable optoelectronic memristor for in-sensor computing functions. Nano Vitality 89, 106291 (2021).
Wang, W. et al. CMOS backend-of-line suitable reminiscence array and logic circuitries enabled by excessive efficiency atomic layer deposited ZnO thin-film transistor. Nat. Commun. 14, 6079 (2023).
Wang, Z. et al. Emptiness pushed floor dysfunction catalyzes anisotropic evaporation of ZnO (0001) polar floor. Nat. Commun. 13, 5616 (2022).
Lanza, M. et al. Really helpful strategies to review resistive switching units. Adv. Electron. Mater. 5, 1800143 (2019).
Kuzum, D., Yu, S. & Wong, H. S. Synaptic electronics: supplies, units and functions. Nanotechnology 24, 382001 (2013).
Russo, P., Xiao, M., Liang, R. & Zhou, N. Y. UV-induced multilevel present amplification reminiscence impact in zinc oxide rods resistive switching units. Adv. Funct. Mater. 28, 1706230 (2018).
Oh, I., Pyo, J. & Kim, S. Resistive switching and synaptic traits in ZnO/TaON-based RRAM for neuromorphic system. Nanomaterial 12, 2185 (2022).
Search engine optimisation, S. et al. Synthetic optic-neural synapse for coloured and color-mixed sample recognition. Nat. Commun. 9, 5106 (2018).
Yilmaz, A., Javed, O. & Shah, M. Object monitoring. ACM Comput. Surv. 38, 1–45 (2006).
Wang, S. et al. Networking retinomorphic sensor with memristive crossbar for brain-inspired visible notion. Natl Sci. Rev. 8, nwaa172 (2020).