financially supported by the Key Research Program of Frontier Sciences,CAS (No. ZDBS-LYJSC034);National Natural Science Foundation of China (No.62174172);China Postdoctoral Science Foundation (Nos.2023TQ0238 and 2023M742560);Basic Research Pilot Project of Suzhou (No. SSD2024003);Jiangsu Key Disciplines of the Fourteenth Five-Year Plan (No. 2021135)
Synaptic nano-devices have powerful capabilities in logic,memory and learning,making them essential compo-nents for constructing brain-like neuromorphic computing systems.Here,we have successfully developed and demons...
the National Natural-Science Foundation of China(Grant No.62304137);Guangdong Basic and Applied Basic Research Foundation(Grant Nos.2023A1515012479,2024A1515011737,and 2024A1515010006);the Science and Technology Innovation Commission of Shenzhen(Grant No.JCYJ20220818100206013);RSC Researcher Collaborations Grant(Grant No.C23-2422436283);State Key Laboratory of Radio Frequency Heterogeneous Integration(Independent Scientific Research Program No.2024010);the Project on Frontier and Interdisciplinary Research Assessment,Academic Divisions of the Chinese Academy of Sciences(Grant No.XK2023XXA002);NTUT-SZU Joint Research Program.
In this data explosion era,ensuring the secure storage,access,and transmission of information is imperative,encom-passing all aspects ranging from safeguarding personal devices to formulating national information secu...
supported in part by the National Research Foundation of Korea(NRF)grant funded by the Ministry of Science and ICT(No.2021R1C1C1004422);Korea Institute of Energy Technology Evaluation and Planning(KETEP)grant funded by the Korea government(MOTIE)under Grant No.20224000000020.
The emerging nonvolatile memory,three-dimensional vertical resistive random-access memory(VRRAM),inspired by the vertical NAND struc-ture,has been proposed to replace NAND flash memory which has reached its integratio...
financial support from the National Natural Science Foundation of China(62374033,62274118);Singapore National Research Foundation Investigator ship under Grant No NRF-NRFI08-2022-0009;Fujian Science&Technology Innovation Laboratory for Optoelectronic Information of China(2021ZZ129).
Memristor-based physical reservoir computing holds significant potential for efficiently processing complex spatiotemporal data,which is crucial for advancing artificial intelligence.However,owing to the single physic...
supported in part by the National Nature Science Foudation under Grant 62333023;in part by the Key Research and Development Program of Zhejiang Province under Grant 2021C03050;in part by the Scientific Research Project of Agriculture and Social Development of Hangzhou under Grant 20212013B11.
Almost all living organisms exhibit autonomic oscillatory activities,which are primarily generated by the rhythmic activities of their neural systems.Several nonlinear oscillator models have been proposed to elucidate...
supported by the National Natural Science Foundation of China(62274035,62374033,U21A20497,61974029);National Key Research and Development Program of China(2022YFB3603803,2022YFB3603802);Natural Science Foundation of Fujian Province(2020J05104,2020J06012);Fujian Science&Technology Innovation Laboratory for Optoelectronic Information of China(2021ZZ129,2021ZZ130);Cooperation Project of Tianjin University&Fuzhou University Independent Innovation Fund(TF2023-10).
Project supported by the National Key Research and Development Program of China (Grant Nos. 2021YFA1202600 and 2023YFE0208600);in part by the National Natural Science Foundation of China (Grant Nos. 62174082, 92364106, 61921005, 92364204, and 62074075)。
Artificial neural networks(ANN) have been extensively researched due to their significant energy-saving benefits.Hardware implementations of ANN with dropout function would be able to avoid the overfitting problem. Th...
supported by the National Key Research and Development Program of China(2022YFB3603802);the National Natural Science Foundation of China(62374033);Fujian Science&Technology Innovation Laboratory for Optoelectronic Information of China(2021ZZ129)。
Project supported by the Key Projects of Hunan Provincial Department of Education(Grant No.23A0133);the Natural Science Foundation of Hunan Province(Grant No.2022JJ30572);the National Natural Science Foundations of China(Grant No.62171401).
Synaptic crosstalk is a prevalent phenomenon among neuronal synapses,playing a crucial role in the transmission of neural signals.Therefore,considering synaptic crosstalk behavior and investigating the dynamical behav...
supported by the National Key R&D Program of China (Grant No.2018AAA0103300);the National Key R&D Plan“Nano Frontier”Key Special Project (Grant No.2021YFA1200502);the Cultivation Projects of National Major R&D Project (Grant No.92164109);the National Natural Science Foundation of China (Grant Nos.61874158,62004056,and 62104058);the Special Project of Strategic Leading Science and Technology of Chinese Academy of Sciences (Grant No.XDB44000000-7);Hebei Basic Research Special Key Project (Grant No.F2021201045);the Support Program for the Top Young Talents of Hebei Province (Grant No.70280011807);the Supporting Plan for 100 Excellent Innovative Talents in Colleges and Universities of Hebei Province (Grant No.SLRC2019018);the Interdisciplinary Research Program of Natural Science of Hebei University (No.DXK202101);Institute of Life Sciences and Green Development (No.521100311);the Natural Science Foundation of Hebei Province (Nos.F2022201054 and F2021201022);the Outstanding Young Scientific Research and Innovation team of Hebei University (Grant No.605020521001);Special Support Funds for National High Level Talents (Grant No.041500120001);High-level Talent Research Startup Project of Hebei University (Grant No.521000981426);the Science and Technology Project of Hebei Education Department (Grant Nos.QN2020178 and QN2021026);Baoding Science and Technology Plan Project (Nos.2172P011 and 2272P014).
Neuromorphic computing aims to achieve artificial intelligence by mimicking the mechanisms of biological neurons and synapses that make up the human brain.However,the possibility of using one reconfigurable memristor ...