Halide perovskite photoelectric artificial synapses: materials, devices, and applications

Zhengyang Xue, Yunchao Xu, Chenxing Jin, Yihuan Liang, Zihao Cai and Jia Sun

Nanoscale, 2023, 15, 4653
DOI: 10.1039/D2NR06403K

From solar cells to memristors: halide perovskites as a platform for neuromorphic electronics

Natalia Yantara, Xuechao Xing, Divyam Sharma, Darrell Jun Jie Tay, Shibi Varku and Nripan Mathews

Chem. Soc. Rev., 2026, 55, 2145
DOI: 10.1039/D5CS01222H

Advancements and prospects for eco-friendly, high-performance silver bismuth halide solar cells

Natalia Belen Correa Guerrero, M. Dolores Perez, Naoyuki Shibayama and Tsutomu Miyasaka

Chem. Sci., 2025, 16, 5807
DOI: 10.1039/D4SC07955H

Recent progress on integrated neuromorphic chips

Xiushuo Gu, Lifeng Bian, Linrui Cheng, Chaoyun Song, Yibin Wang, Jianya Zhang and Yukun Zhao

tii, 2026, 2, 100027
DOI: 10.59717/j.xinn-inform.2026.100027

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

Lead‐Free Perovskites and Metal Halides for Resistive Switching Memory and Artificial Synapse

Bo Wei Zhang, Chun‐Ho Lin, Shruti Nirantar, EQ Han, Yurou Zhang, Zitong Wang, Miaoqiang Lyu and Lianzhou Wang

Small Structures, 2024, 5
DOI: 10.1002/sstr.202300524

An electronic synaptic memory device based on four-cation mixed halide perovskite

Michalis Loizos, Konstantinos Rogdakis and Emmanuel Kymakis

Discov Mater, 2022, 2
DOI: 10.1007/s43939-022-00032-4

Dual-modal artificial synapse based on a lead-free halide Cu2AgBiI6 for image processing and information encryption

Shuaifei Mao, Mingqing Cui, Sheng Jiang, Pengfei Zhao, Jie Lao, Chunli Jiang, Chunhua Luo, Bobo Tian, Hechun Lin, Jadranka Travas-sejdic, Hui Peng and Chun-Gang Duan

Chemical Engineering Journal, 2023, 472, 145086
DOI: 10.1016/j.cej.2023.145086

Charge‐Mediated Copper‐Iodide‐Based Artificial Synaptic Device with Ultrahigh Neuromorphic Efficacy

Dani S. Assi, Hongli Huang, Kadir Ufuk Kandira, Nasser S. Alsulaiman, Vaskuri C. S. Theja, Hasan Abbas, Vaithinathan Karthikeyan and Vellaisamy A. L. Roy

Physica Rapid Research Ltrs, 2023, 17
DOI: 10.1002/pssr.202300191

Eco-friendly lead-free metal halide perovskites: Progress and prospects in multifunctional applications

Maria Mukhtar, Burragoni Sravanthi Goud, Zeeshan Ali, Muhammad Waleed Shaid, Bushra Naz, Qurat Ul Ain, Mohammed A. Assiri, Savas Sonmezoglu, Altaf Hussain Rajpar, Jae Hong Kim and Sikandar Aftab

Journal of Alloys and Compounds, 2025, 1026, 180365
DOI: 10.1016/j.jallcom.2025.180365

Recent Progress of Halide Perovskites Applied to Five Senses Sensors

Myeong Jin Seol, Seung Hwan Hwang, Jeong Woo Han, Ho Won Jang and Soo Young Kim

ACS Appl. Electron. Mater., 2023, 5, 5261
DOI: 10.1021/acsaelm.2c01329

Tale of Two Sites: Band-Gap Tuning in AgBiI4 through Site-Selective Alloying

Sourav Mukherjee, Subham Paramanik and Amlan J. Pal

J. Phys. Chem. C, 2023, 127, 24689
DOI: 10.1021/acs.jpcc.3c06254

Artificial Synaptic Behavior of Lead-Free Cu3Sb2I9 Perovskite Memristors

Hanghui Li, Lingyu Meng, Jiayi Sun and Xianmin Zhang

J. Phys. Chem. Lett., 2026, 17, 188
DOI: 10.1021/acs.jpclett.5c03606

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
DOI: 10.1002/inf2.70131

Progress and applications of (Cu–)Ag–Bi–I semiconductors, and their derivatives, as next-generation lead-free materials for photovoltaics, detectors and memristors

Huimin Zhu, Ivan Turkevych, Hugh Lohan, Pengjun Liu, Robert W. Martin, Fabien C. P. Massabuau and Robert L. Z. Hoye

International Materials Reviews, 2024, 69, 19
DOI: 10.1177/09506608231213065

Sustainable Mixed-Halide Perovskite Resistive Switching Memories Using Self-Assembled Monolayers as the Bottom Contact

Michalis Loizos, Konstantinos Rogdakis and Emmanuel Kymakis

J. Phys. Chem. Lett., 2024, 15, 7635
DOI: 10.1021/acs.jpclett.4c01664

Recent Advances in Artificial Sensory Neurons: Biological Fundamentals, Devices, Applications, and Challenges

Shuai Zhong, Lirou Su, Mingkun Xu, Desmond Loke, Bin Yu, Yishu Zhang and Rong Zhao

Nano-Micro Lett., 2025, 17
DOI: 10.1007/s40820-024-01550-x

Low Switching Power Neuromorphic Perovskite Devices with Quick Relearning Functionality

Dani S. Assi, Muhammed P.U. Haris, Vaithinathan Karthikeyan, Samrana Kazim, Shahzada Ahmad and Vellaisamy A. L. Roy

Adv Elect Materials, 2023, 9
DOI: 10.1002/aelm.202300285

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

Synapses based on lead-free perovskite in artificial intelligence

Shijie Liu, Zhenpeng Cheng, Ming-Yu Li, Sisi Liu, Haifei Lu, Xiaoyan Wen, Cong Wang, Xumin Ding and Lei Wang

Matter, 2024, 7, 2810
DOI: 10.1016/j.matt.2024.05.001

Visible-Active Artificial Synapses Based on Ultrathin Indium Oxide

Aishani Mazumder, Chung Kim Nguyen, Irfan Haider Abidi, Abhishek Ranjan, Torben Daeneke, Taimur Ahmed, Sivacarendran Balendhran and Sumeet Walia

ACS Appl. Nano Mater., 2024, 7, 1845
DOI: 10.1021/acsanm.3c05012