A self-powered artificial optoelectronic synapse based on lead-free organic–inorganic hybrid molecular ferroelectric [C4N2H14][BiI5]

Yafei Chen, Zhuoran Ji, Chunli Jiang, Chunhua Luo, Chang Yang, Xiaodong Tang and Hui Peng

J. Mater. Chem. C, 2026, 14, 8043
DOI: 10.1039/D6TC00027D

2D and quasi-2D halide perovskite-based artificial synapses: highlights

Muneeb Ahmad, Hyojung Kim, Harshada Patil, Yoon Ho Lee and Deok-kee Kim

J. Mater. Chem. C, 2025, 13, 18540
DOI: 10.1039/D5TC00530B

In-sensor neuromorphic computing using perovskites and transition metal dichalcogenides

Shen-Yi Li, Ji-Tuo Li, Kui Zhou, Yan Yan, Guanglong Ding, Su-Ting Han and Ye Zhou

J. Phys. Mater., 2024, 7, 032002
DOI: 10.1088/2515-7639/ad5251

Carbon-based memristors for resistive random access memory and neuromorphic applications

Fan Yang, Zhaorui Liu, Xumin Ding, Yang Li, Cong Wang and Guozhen Shen

Chip, 2024, 3, 100086
DOI: 10.1016/j.chip.2024.100086

Low-Power Perovskite Neuromorphic Synapse with Enhanced Photon Efficiency for Directional Motion Perception

Sixian Liu, Zhixin Wu, Zhilong He, Weilin Chen, Xiaolong Zhong, Bingjie Guo, Shuzhi Liu, Hongxiao Duan, Yanbo Guo, Jianmin Zeng and Gang Liu

ACS Appl. Mater. Interfaces, 2024, 16, 22303
DOI: 10.1021/acsami.4c04398

High-Linearity Ta2O5 Memristor and Its Application in Gaussian Convolution Image Denoising

Yucheng Wang, Hexin Wang, Dingyun Guo, Zeyang An, Jiawei Zheng, Ruixi Huang, Antong Bi, Junyu Jiang and Shaoxi Wang

ACS Appl. Mater. Interfaces, 2024, 16, 47879
DOI: 10.1021/acsami.4c09056

Effect of thickness and halide composition on the resistive switching and photonic synapse properties of methylammonium lead bromide thin films

Won Chang Choi, Yeonghun Yun, SangMyeong Lee, Yunmo Kang, Hyun Suk Jung, In Sun Cho and Sangwook Lee

Journal of Alloys and Compounds, 2025, 1014, 178787
DOI: 10.1016/j.jallcom.2025.178787

Pseudohalide BF4 − doping in metal halide perovskites: a first-principles perspective

Zhi-Mi Zhang, Zhong-Yuan Wang and Chuan-Jia Tong

J. Phys.: Condens. Matter, 2025, 37, 481501
DOI: 10.1088/1361-648X/ae20e6

Technology and Integration Roadmap for Optoelectronic Memristor

Jinyong Wang, Nasir Ilyas, Yujing Ren, Yun Ji, Sifan Li, Changcun Li, Fucai Liu, Deen Gu and Kah‐Wee Ang

Advanced Materials, 2024, 36
DOI: 10.1002/adma.202307393

Machine Learning Discovery of Record‐Low Lattice Thermal Conductivity in Double Perovskites

Md Zaibul Anam, Alejandro Rodriguez, Riccardo Rurali and Ming Hu

Advanced Science, 2026, 13
DOI: 10.1002/advs.202515766

Principles, fabrication, and applications of halide perovskites‐based memristors

Xiaozhe Cheng, Zhitao Dou, Hong Lian, Zhitao Qin, Hongen Guo, Xifeng Li, Wai‐Yeung Wong and Qingchen Dong

FlexMat, 2024, 1, 127
DOI: 10.1002/flm2.25

Perovskite micro-/nanoarchitecture for photonic applications

Yang Liu, Fushan Li and Wei Huang

Matter, 2023, 6, 3165
DOI: 10.1016/j.matt.2023.05.043

Spacer Engineering Enables Fine‐Tuned Thin Film Microstructure and Efficient Charge Transport for Ultrasensitive 2D Perovskite‐Based Heterojunction Phototransistors and Optoelectronic Synapses

Jing Lai, Keli Shi, Beibei Qiu, Jufang Liang, Haicui Liu, Weifeng Zhang and Gui Yu

Small, 2024, 20
DOI: 10.1002/smll.202310002

Mechanism and Application of Optical Modulation of Terahertz Waves in a Perovskite Heterojunction

Wen Li, Hengzhen Cheng, Caiyu Feng, Weiyi Zhou and Bo Zhang

ACS Appl. Electron. Mater., 2024, 6, 8351
DOI: 10.1021/acsaelm.4c01578

Constructing Perovskite Organic Phototransistors Using a Triple Strategy to Achieve Visible and NIR Visual Synapses and Adaptive Functions

Xin Huang, Meng Wang, Wei Wen, Shanshan Wei, Kuiyuan Zhang, Yunlong Guo and Yunqi Liu

Small, 2025, 21
DOI: 10.1002/smll.202412025

Monolithic 2D Perovskites Enabled Artificial Photonic Synapses for Neuromorphic Vision Sensors

Yun Wang, Yanfang Zha, Chunxiong Bao, Fengrui Hu, Yunsong Di, Cihui Liu, Fangjian Xing, Xingyuan Xu, Xiaoming Wen, Zhixing Gan and Baohua Jia

Advanced Materials, 2024, 36
DOI: 10.1002/adma.202311524

Advances in bionic vision research based on optoelectronic memristors: materials, device properties and systems

Jinchang Meng, Ningqiang Shi, Tingwei Yan, Yang Wan and Ling Li

Materials Today Physics, 2026, 60, 102000
DOI: 10.1016/j.mtphys.2025.102000

Perovskite Quantum Dot-Based Memory Technologies: Insights from Emerging Trends

Fateh Ullah, Zina Fredj and Mohamad Sawan

Nanomaterials, 2025, 15, 873
DOI: 10.3390/nano15110873

Geometric Shape Recognition with an Ultra-High Density Perovskite Nanowire Array-Based Artificial Vision System

Swapnadeep Poddar, Zhesi Chen, Shivam Kumar, Daquan Zhang, Yucheng Ding, Zhenghao Long, Zichao Ma, Qianpeng Zhang and Zhiyong Fan

ACS Appl. Mater. Interfaces, 2024, 16, 5028
DOI: 10.1021/acsami.3c18719

Neuromorphic optoelectronic devices based on metal halide perovskite

Qiang Liu, Yiming Yuan, Junchi Liu, Wenbo Wang, Jiaxin Chen and Wentao Xu

Materials Today Electronics, 2024, 8, 100099
DOI: 10.1016/j.mtelec.2024.100099

Emerging materials for resistive switching memories: Prospects for enhanced sustainability and performance for targeted applications

Michalis Loizos, Konstantinos Rogdakis, Ashitha Paingott Parambil, Monica Lira-Cantu and Emmanuel Kymakis

APL Energy, 2024, 2
DOI: 10.1063/5.0237386

Machine Learning‐Driven Band Gap Prediction/Classification and Feature Importance Analysis of Inorganic Perovskites

Alireza Sabagh Moeini, Fatemeh Shariatmadar Tehrani, Alireza Naeimi-Sadigh and Chaofan Sun

International Journal of Energy Research, 2025, 2025
DOI: 10.1155/er/9974355

Inorganic Halide Perovskite Nanowires/Conjugated Polymer Heterojunction-Based Optoelectronic Synaptic Transistors for Dynamic Machine Vision

Xianghong Zhang, Congyong Wang, Qisheng Sun, Jianxin Wu, Yan Dai, Enlong Li, Jishan Wu, Huipeng Chen, Shuming Duan and Wenping Hu

Nano Lett., 2024, 24, 4132
DOI: 10.1021/acs.nanolett.3c05092

Lead‐free inorganic halide perovskite‐based synaptic memory for next generation neuromorphic computing

Subhasish Chanda, Deepak Kumar, Iman Biswas, Manisha Sharma, Youngmin Lee, Sejoon Lee, Sanjeev Kumar Sharma and Aniruddha Mondal

InfoMat, 2026, 8
DOI: 10.1002/inf2.70131

Integration of Perovskite/Low‐Dimensional Material Heterostructures for Optoelectronics and Artificial Visual Systems

Yu‐Jin Du, Junjie Yang, Ziyu Lv, Yongbiao Zhai, Zezhuang Yi, Yuhui Xie, Ming‐Lin Zheng, Xiangyu Ma, Guodong Gong, Yan Wang, Ye Zhou and Su‐Ting Han

Adv Funct Materials, 2025, 35
DOI: 10.1002/adfm.202500953

Research progress and applications of optoelectronic synaptic devices based on 2D materials

Yukun Zhao, Linrui Cheng, Rui Xu, Zexin Yu and Jianya Zhang

Brain-X, 2024, 2
DOI: 10.1002/brx2.70004

Thermally and Mechanically Stable Perovskite Artificial Synapse as Tuned by Phase Engineering for Efferent Neuromuscular Control

Huanhuan Wei, Jiangdong Gong, Jiaqi Liu, Gang He, Yao Ni, Can Fu, Lu Yang, Jiahao Guo, Zhipeng Xu and Wentao Xu

Nano Lett., 2024, 24, 9311
DOI: 10.1021/acs.nanolett.4c02240

The mercurial rise in research of halide perovskites: what´s next

Mohd Taukeer Khan and Shahzada Ahmad

emergent mater., 2025, 8, 3425
DOI: 10.1007/s42247-024-00834-7

Tunable optoelectronic response in van der Waals heterojunction transistors for artificial visual recognition

Mengli Dang, Xinpei Duan, Chang Liu, Sen Zhang, Xitong Hong, Wencheng Niu, Pengfei Luo, Bei Jiang, Tong Bu, Lin Tang, Weijie Jiang, Da Wan, Xuming Zou, Lei Liao and Xingqiang Liu

Applied Physics Letters, 2024, 124
DOI: 10.1063/5.0192497

Research Progress of Photoelectric Resistive Switching Mechanism of Halide Perovskite

Huajun GUO, Shuailing AN, Jie MENG, Shuxia REN, Wenwen WANG, Zishang LIANG, Jiayu SONG, Hengbin CHEN, Hang SU and Jinjin ZHAO

Journal of Inorganic Materials, 2023, 38, 1005
DOI: 10.15541/jim20230132

Piezotronics and its applications in artificial intelligent sensing

QiJun SUN, YanQiang LEI and ZhongLin WANG

Sci. Sin.-Tech., 2023, 53, 860
DOI: 10.1360/SST-2023-0131

Uncovering the structural and photoelectric properties of perovskite crystals by joint multifaceted characterization and theoretical analysis

Aochen Du, Xingke Zheng, Genzhuang Li, Yun Ye, Enguo Chen, Sheng Xu and Tailiang Guo

Journal of Materials Research and Technology, 2024, 28, 3988
DOI: 10.1016/j.jmrt.2024.01.009

Ion–Electron Interactions in 2D Nanomaterials-Based Artificial Synapses for Neuromorphic Applications

Tingting Mei, Fandi Chen, Tianxu Huang, Zijian Feng, Tao Wan, Zhaojun Han, Zhi Li, Long Hu, Chun-Ho Lin, Yuerui Lu, Wenlong Cheng, Dong-Chen Qi and Dewei Chu

ACS Nano, 2025, 19, 17140
DOI: 10.1021/acsnano.5c02397

Comprehensive DFT and SCAPS‐1D Study of Structural, Electronic, Optical, Mechanical, Phonon, Thermoelectric, and Photovoltaic Properties of Lead‐Free Z3BrO (Z = K, Rb, Cs, and Fr) Anti‐Perovskites

Rifat Rafiu, Md. Sakib Hasan Saikot, Imtiaz Ahamed Apon, Imed Boukhris, Ali El‐Rayyes, Mohd Taukeer Khan, Q. Mohsen and Md. Azizur Rahman

J Comput Chem, 2025, 46
DOI: 10.1002/jcc.70221

Biomimetic Synapses Based on Halide Perovskites for Neuromorphic Vision Computing: Materials, Devices, and Applications

Zhongwen Sun, Xuan Zhao, Haonan Si, Qingliang Liao and Yue Zhang

Nano-Micro Lett., 2026, 18
DOI: 10.1007/s40820-025-02052-0

Investigation of structural, electronic, and optical properties of Er-doped KNN system based on first-principles calculations

Zhichao Gong, Haojie Yue, Kailing Fang, Kun Guo, Bing Xie, Zhiyong Liu, Pu Mao, Jinshan Lu, Kui Yao and Francis Eng Hock Tay

J Electroceram, 2025, 53, 165
DOI: 10.1007/s10832-025-00384-2

Biomimetic halide perovskite synapses for neuromorphic computing

Zhongwen Sun, Xuan Zhao, Haonan Si, Qingliang Liao and Yue Zhang

eScience, 2026, 100558
DOI: 10.1016/j.esci.2026.100558

Ultralow Energy Optoelectronic Synapse Using Halide Perovskite/Organic Semiconductor Heterostructure for Neuromorphic Computing, Optical Logic and Wireless Communication

Debabrata Sahu, Sanju Nandi, Garima Choudhary, Sanjoy Sur Roy and P. K. Giri

ACS Appl. Mater. Interfaces, 2026, 18, 26509
DOI: 10.1021/acsami.6c03922