International Journal of Extreme Manufacturing, Volume. 7, Issue 2, 25506(2025)

Dynamic hybrid visual-thermal multimodal perception neuromorphic devices based on defect modulation of electrospun nanofibers

Wen Shengkai, Liu Yanan, Li Yi, Xie Liang, Li Jun, and Zhang Jianhua
References(60)

[1] [1] Ros C, Stegmaier M, Hosseini P, Wang D, Scherer T, Wright C D, Bhaskaran H and Pernice W H P 2015 Integrated all-photonic non-volatile multi-level memoryNat. Photon.9725–32

[2] [2] Zhou Ket al2023 Manufacturing of graphene based synaptic devices for optoelectronic applicationsInt. J. Extrem. Manuf.5042006

[3] [3] de Croon G C H E, Dupeyroux J J G, Fuller S B and Marshall J A R 2022 Insect-inspired AI for autonomous robotsSci. Robot.7eabl6334

[4] [4] Wang Z R, Wu H Q, Burr G W, Hwang C S, Wang K L, Xia Q F and Yang J J 2020 Resistive switching materials for information processingNat. Rev. Mater.5173–95

[5] [5] Chen X, Chen B K, Zhao P F, Roy V A L, Han S T and Zhou Y 2023 Nanowire-based synaptic devices for neuromorphic computingMater. Future2023501

[6] [6] Zhu Y X, Mao H W, Zhu Y, Wang X J, Fu C Y, Ke S, Wan C J and Wan Q 2023 CMOS-compatible neuromorphic devices for neuromorphic perception and computing: a reviewInt. J. Extrem. Manuf.5042010

[7] [7] Wang W Cet al2023 Neuromorphic sensorimotor loop embodied by monolithically integrated, low-voltage, soft e-skinScience380735–42

[8] [8] Mennel L, Symonowicz J, Wachter S, Polyushkin D K, Molina-Mendoza A J and Mueller T 2020 Ultrafast machine vision with 2D material neural network image sensorsNature57962–66

[9] [9] Liu Y Q, Lian M R, Chen W and Chen H P 2024 Recent advances in fabrication and functions of neuromorphic system based on organic field effect transistorInt. J. Extrem. Manuf.6022008

[10] [10] Zhou W, Shen X Y, Yang X L, Wang J J and Zhang W 2024 Fabrication and integration of photonic devices for phase-change memory and neuromorphic computingInt. J. Extrem. Manuf.6022001

[11] [11] Jung Y H, Park B, Kim J U and Kim T I 2019 Bioinspired electronics for artificial sensory systemsAdv. Mater.311803637

[12] [12] Gong J D, Wei H H, Liu J Q, Sun L, Xu Z P, Huang H and Xu W T 2022 An artificial visual nerve for mimicking pupil reflexMatter51578–89

[13] [13] Liu K Q, Zhang T, Dang B J, Bao L, Xu L Y, Cheng C D, Yang Z, Huang R and Yang Y C 2022 An optoelectronic synapse based on -In2Se3 with controllable temporal dynamics for multimode and multiscale reservoir computingNat. Electron.5761–73

[14] [14] Zhang Y Xet al2022 High-performance organic electrochemical transistors and neuromorphic devices comprising naphthalenediimide-dialkoxybithiazole copolymers bearing glycol ether pendant groupsAdv. Funct. Mater.322201593

[15] [15] Yang Jet al2022 Defective Fe metal–organic frameworks enhance metabolic profiling for high-accuracy diagnosis of human cancersAdv. Mater.342201422

[16] [16] Yang Z, Huang T, Cao P D, Cui Y C, Nie J H, Chen T, Yang H, Wang F X and Sun L N 2022 Carbonized silk nanofibers in biodegradable, flexible temperature sensors for extracellular environmentsACS Appl. Mater. Interfaces1418110–9

[17] [17] Harrell E R, Pimentel D and Miesenbck G 2021 Changes in presynaptic gene expression during homeostatic compensation at a central synapseJ. Neurosci.413054–67

[18] [18] Petrini Get al2022 Nanodiamond–quantum sensors reveal temperature variation associated to hippocampal neurons firingAdv. Sci.92202014

[19] [19] Fan H Z, Zheng J J, Xie J Y, Liu J W, Gao X F, Yan X Y, Fan K L and Gao L Z 2024 Surface ligand engineering ruthenium nanozyme superior to horseradish peroxidase for enhanced immunoassayAdv. Mater.362300387

[20] [20] Zheng Z Q, Han J, Demir S O, Wang H P, Jiang W T, Liu H Z and Sitti M 2023 Electrodeposited superhydrophilic-superhydrophobic composites for untethered multi-stimuli-responsive soft millirobotsAdv. Sci.102302409

[21] [21] Shi Q F, Sun Z D, Le X H, Xie J and Lee C 2023 Soft robotic perception system with ultrasonic auto-positioning and multimodal sensory intelligenceACS Nano174985–98

[22] [22] Shao L, Xu X Z, Liu Y Q and Zhao Y 2023 Adaptive memory of a neuromorphic transistor with multi-sensory signal fusionACS Appl. Mater. Interfaces1535272–9

[23] [23] Lee B Y, Kim S, Oh S, Lee Y, Park J, Ko H, Koo J C, Jung Y and Lim H 2023 Human-inspired tactile perception system for real-time and multimodal detection of tactile stimuliSoft Robot.11270–81

[24] [24] Ahmed Tet al2023 Atomically thin synaptic devices for optoelectronic neuromorphic visionAdv. Mater. Technol.82201772

[25] [25] Wang Y L, Cao M H, Bian J, Li Q and Su J 2022 Flexible ZnO nanosheet-based artificial synapses prepared by low-temperature process for high recognition accuracy neuromorphic computingAdv. Funct. Mater.322209907

[26] [26] Guo Y Zet al2023 Electrospun nanofiber-based synaptic transistor with tunable plasticity for neuromorphic computingAdv. Funct. Mater.332208055

[27] [27] Wang Y Xet al2023 Weak UV-stimulated synaptic transistors based on precise tuning of gallium-doped indium zinc oxide nanofibersAdv. Fiber Mater.51919–33

[28] [28] Soci C, Zhang A, Xiang B, Dayeh S A, Aplin D P R, Park J, Bao X Y, Lo Y H and Wang D 2007 ZnO nanowire UV photodetectors with high internal gainNano Lett.71003–9

[29] [29] Ercan E, Lin Y C, Hsu L C, Chen C K and Chen W C 2021 Multilevel photonic transistor memory devices based on 1d electrospun semiconducting polymer/perovskite composite nanofibersAdv. Mater. Technol.62100080

[30] [30] Lu T, Cui J X, Qu Q L, Wang Y L, Zhang J, Xiong R H, Ma W J and Huang C B 2021 Multistructured electrospun nanofibers for air filtration: a reviewACS Appl. Mater. Interfaces1323293–313

[31] [31] Bhatta T, Maharjan P, Cho H, Park C, Yoon S H, Sharma S, Salauddin M, Rahman M T, Rana S S and Park J Y 2021 High-performance triboelectric nanogenerator based on MXene functionalized polyvinylidene fluoride composite nanofibersNano Energy81105670

[32] [32] Hwang S H, Song J Y, Ryu H I, Oh J H, Lee S, Lee D, Park D Y and Park S M 2023 Adaptive electrospinning system based on reinforcement learning for uniform-thickness nanofiber air filtersAdv. Fiber Mater.5617–31

[33] [33] Zhang H C, Meng Y, Song L F, Luo L Q, Qin Y B, Han N, Yang Z X, Liu L, Ho J C and Wang F Y 2018 High-performance enhancement-mode thin-film transistors based on Mg-doped In2O3 nanofiber networksNano Res.111227–37

[34] [34] Bouvier Y, Mutel B and Grimblot J 2004 Use of an Auger parameter for characterizing the Mg chemical state in different materialsSurf. Coat. Technol.180–181169–73

[35] [35] Zhang T, Gu F B, Han D M, Wang Z H and Guo G S 2013 Synthesis, characterization and alcohol-sensing properties of rare earth doped In2O3hollow spheresSens. ActuatorsB1771180–8

[36] [36] Meng X D, Dong Y N, Hu J J, Jin S, Liu M X, Sun X J, Wang Y and Tian H 2023 Strong pyroelectric enhancement induced by the evolution of PNRs in paraelectric-phase KTN crystalsAppl. Phys. Lett.123072906

[37] [37] Kim K S and Winograd N 1975 X-ray photoelectron spectroscopic binding energy shifts due to matrix in alloys and small supported metal particlesChem. Phys. Lett.3091–95

[38] [38] Feltham R D and Brant P 1982 XPS studies of core binding energies in transition metal complexes.2. Ligand group shiftsJ. Am. Chem. Soc.104641–5

[39] [39] Lee M, Lee W, Choi S, Jo J W, Kim J, Park S K and Kim Y H 2017 Brain-inspired photonic neuromorphic devices using photodynamic amorphous oxide semiconductors and their persistent photoconductivityAdv. Mater.291700951

[40] [40] Hu Z W, Chen K Y, Zhu Y H, Liu B and Shen J H 2024 Synergistic effects of PtRhNiFeCu high entropy alloy nanocatalyst for hydrogen evolution and oxygen reduction reactionsSmall202309819

[41] [41] Xin S W, Chang Y, Zhou R F, Cong H F, Zheng L Y, Wang Y X, Qin Y B, Xu P L, Liu X H and Wang F Y 2023 Ultraviolet-driven metal oxide semiconductor synapses with improved long-term potentiationJ. Mater. Chem.C11722–9

[42] [42] Kim M K and Lee J S 2020 Synergistic improvement of long-term plasticity in photonic synapses using ferroelectric polarization in hafnia-based oxide-semiconductor transistorsAdv. Mater.321907826

[43] [43] Slade H C, Shur M S, Deane S C and Hack M 1996 Below threshold conduction ina-Si: h thin film transistors with and without a silicon nitride passivating layerAppl. Phys. Lett.692560–2

[44] [44] Li E L, Lin W K, Yan Y J, Yang H H, Wang X M, Chen Q Z, Lv D X, Chen G X, Chen H P and Guo T L 2019 Synaptic transistor capable of accelerated learning induced by temperature-facilitated modulation of synaptic plasticityACS Appl. Mater. Interfaces1146008–16

[45] [45] Mallik S K, Padhan R, Sahu M C, Roy S, Pradhan G K, Sahoo P K, Dash S P and Sahoo S 2023 Thermally driven multilevel non-volatile memory with monolayer MoS2for brain-inspired artificial learningACS Appl. Mater. Interfaces1536527–38

[46] [46] Paramanik S and Pal A J 2022 Dimensionality-dependent resistive switching in 0D and 2D Cs3Sb2I9: energy-efficient synaptic functions with the layered-phaseAdv. Electron. Mater.82200211

[47] [47] Li J, Yang Y H, Fu W H, Chen Q, Jiang D L, Zhu W Q and Zhang J H 2020 Flexible transparent InZnO synapse transistor based on Li1.3Al0.3Ti0.7 (PO4)3/polyvinyl pyrrolidone nanocomposites electrolyte film for neuromorphic computingMater. Today Phys.15100264

[48] [48] Wu X M, Lan S Q, Hu D B, Chen Q Z, Li E L, Yan Y J, Chen H P and Guo T L 2019 High performance flexible multilevel optical memory based on a vertical organic field effect transistor with ultrashort channel lengthJ. Mater. Chem.C79229–40

[49] [49] Merklein M, Stiller B, Vu K, Ma P, Madden S J and Eggleton B J 2021 On-chip broadband nonreciprocal light storageNanophotonics1075–82

[50] [50] Pan M L, Zhong Y, Lin H, Bao H R, Zheng L L, Hong R J, Dai B, Yu D C, Zhang D W and Zhuang S L 2022 Multilevel optical data storage in a Eu2+/Ho3+ doped Ba2SiO4 phosphor with linear mapping between ultraviolet excitation and a thermoluminescence/photostimulated luminescence responseJ. Mater. Chem.C10496–505

[51] [51] Ding X W, Zhang J H, Shi W M, Zhang H, Huang C X, Li J, Jiang X Y and Zhang Z L 2014 Extraction of density-of-states in amorphous InGaZnO thin-film transistors from temperature stress studiesCurr. Appl. Phys.141713–7

[52] [52] Ji K Het al2010 The effect of density-of-state on the temperature and gate bias-induced instability of InGaZnO thin film transistorsJ. Electrochem. Soc.157H983

[53] [53] Han D S, Moon D Y, Kang Y J, Park J H and Park J W 2013 Improvement in the negative bias stability of zinc oxide thin-film transistors by hafnium dopingCurr. Appl. Phys.13S98–S102

[54] [54] Li J, Huang C X, Zhang J H, Zhu W Q, Jiang X Y and Zhang Z L 2015 Characterization of novel BaZnSnO thin films by solution process and applications in thin film transistorsMater. Res. Bull.6822–26

[55] [55] Choi S, Yang J and Wang G 2020 Emerging memristive artificial synapses and neurons for energy-efficient neuromorphic computingAdv. Mater.322004659

[56] [56] Ling H F, Koutsouras D A, Kazemzadeh S, van de Burgt Y, Yan F and Gkoupidenis P 2020 Electrolyte-gated transistors for synaptic electronics, neuromorphic computing, and adaptable biointerfacingAppl. Phys. Rev.7011307

[57] [57] Wang W S and Zhu L Q 2023 Recent advances in neuromorphic transistors for artificial perception applicationsSci. Technol. Adv. Mater.242152290

[58] [58] Izquierdo L A, Barros D M, Vianna M R M, Coitinho A, de Silva T D, Choi H, Moletta B, Medina J H and Izquierdo I 2002 Molecular pharmacological dissection of short-and long-term memoryCell. Mol. Neurobiol.22269–87

[59] [59] Kanaya T, Ito R, Morizawa Y M, Sasaki D, Yamao H, Ishikane H, Hiraoka Y, Tanaka K and Matsui K 2023 Glial modulation of the parallel memory formationGlia712401–17

[60] [60] Quevedo J, Vianna M R M, Martins M R, Barichello T, Medina J H, Roesler R and Izquierdo I 2004 Protein synthesis, PKA, and MAP kinase are differentially involved in short-and long-term memory in ratsBehav. Brain Res.154339–43

Tools

Get Citation

Copy Citation Text

Wen Shengkai, Liu Yanan, Li Yi, Xie Liang, Li Jun, Zhang Jianhua. Dynamic hybrid visual-thermal multimodal perception neuromorphic devices based on defect modulation of electrospun nanofibers[J]. International Journal of Extreme Manufacturing, 2025, 7(2): 25506

Download Citation

EndNote(RIS)BibTexPlain Text
Save article for my favorites
Paper Information

Category:

Received: Sep. 6, 2024

Accepted: May. 29, 2025

Published Online: May. 29, 2025

The Author Email:

DOI:10.1088/2631-7990/ad9c00

Topics