When nanopore dimensions approach the size of hydrated ions (sub-nanometer scale), ion transport deviates markedly from classical continuum descriptions. Under such extreme confinement, hydration-shell distortion, dielectric self-energy barriers, ion-pair dissociation, and ion-surface interactions collectively give rise to nonlinear conduction, ionic Coulomb blockade, and history-dependent ion transport. These confined phenomena provide a physical basis for fluidic memristors that emulate biological synaptic functions. This review summarizes recent advances in artificial sub-nanometer structures, anomalous ion transport mechanisms, fluidic memristors, synaptic plasticity emulation, and neuromorphic computing applications. Particular attention is paid to how confined ion transport mechanisms are translated into internal state variables of fluidic memristors, including ion-pair fraction, adsorbed ion density, concentration distribution, and wetting states. Finally, we discuss the current challenges and future opportunities in precise fabrication, mechanistic understanding, device stability, and system-level integration. This review aims to provide a mechanistic perspective for developing low-power, biomimetic, and scalable ionic neuromorphic systems.
| [1] |
Wang T Y, Meng J L, Rao M Y, He Z Y, Chen L, Zhu H, Sun Q Q, Ding S J, Bao W Z, Zhou P, Zhang D WNano Lett., 2020, 204111.
|
| [2] |
Zhao J, Liu F, Huang Q, Lu T, Xi M, Peng L, Liang XNano Res., 2021, 144258.
|
| [3] |
Kuzum D, Yu S, Philip Wong H SNanotechnology, 2013, 24382001.
|
| [4] |
Chen L, Ren M, Zhou J, Zhou X, Liu F, Di J, Xue P, Li C, Li Q, Li Y, Wei L, Zhang QProc. Natl. Acad. Sci., 2024, 121e2407971121.
|
| [5] |
Choi S, Yang J, Wang GAdv. Mater., 2020, 322004659.
|
| [6] |
Neves G, Cooke S F, Bliss T V PNat. Rev. Neurosci., 2008, 965.
|
| [7] |
Schuman C D, Kulkarni S R, Parsa M, Mitchell J P, Date P, Kay BNat. Comput. Sci., 2022, 210.
|
| [8] |
Yu L, Zhang T, Wang Z, Wang X, Pan Z, Wang B, Jing Z, Liu J, Li Y, Xie Z, Zhu Y, Yan B, Tao Y, Yang YNat. Electron., 2025, 8597.
|
| [9] |
Zhang W, Gao B, Tang J, Yao P, Yu S, Chang M F, Yoo H-J, Qian H, Wu HNat. Electron., 2020, 3371.
|
| [10] |
Mou X, Tang J, Lyu Y, Zhang Q, Yang S, Xu F, Liu W, Xu M, Zhou Y, Sun W, Zhong Y, Gao B, Yu P, Qian H, Wu HSci. Adv., 2021, 7eabh0648.
|
| [11] |
Xia Q, Yang J JNat. Mater., 2019, 18309.
|
| [12] |
Wu F, Yu P, Mao LThe Innovation Materials, 2023, 1100007.
|
| [13] |
Mei T, Liu W, Xu G, Chen Y, Wu M, Wang L, Xiao KACS Nano, 2024, 184624.
|
| [14] |
Xiong T, Li W, Yu P, Mao LThe Innovation, 2023, 4100435.
|
| [15] |
Zucker R S, Regehr W GAnnu. Rev. Physiol., 2002, 64355.
|
| [16] |
Fumagalli L, Esfandiar A, Fabregas R, Hu S, Ares P, Janardanan A, Yang Q, Radha B, Taniguchi T, Watanabe K, Gomila G, Novoselov K S, Geim A KScience, 2018, 3601339.
|
| [17] |
Tunuguntla R H, Allen F I, Kim K, Belliveau A, Noy ANat. Nanotechnol., 2016, 11639.
|
| [18] |
Feng J, Liu K, Graf M, Dumcenco D, Kis A, Di Ventra M, Radenovic ANat. Mater., 2016, 15850.
|
| [19] |
Xu G, Cui H, Wang L, Zhang M, Liu W, Mei T, Wu B, Wan C, Xiao KACS Appl. Mater. Interfaces, 2025, 1734659.
|
| [20] |
Robin P, Emmerich T, Ismail A, Niguès A, You Y, Nam G-H, Keerthi A, Siria A, Geim A K, Radha B, Bocquet LScience, 2023, 379161.
|
| [21] |
Robin P, Kavokine N, Bocquet LScience, 2021, 373687.
|
| [22] |
Liu K, Wang Y, Sun M, Lu J, Shi D, Xie YNano Lett., 2025, 256530.
|
| [23] |
Shi D, Wang W, Liang Y, Duan L, Du G, Xie YNano Lett., 2023, 2311662.
|
| [24] |
Song R, Wang P, Zeng H, Zhang S, Wu N, Liu Y, Zhang P, Xue G, Tong J, Li B, Ye H, Liu K, Wang W, Wang LNano Lett., 2025, 255646.
|
| [25] |
Schlichting K-P, Poulikakos DACS Appl. Mater. Interfaces, 2020, 1236468.
|
| [26] |
Chen Q, Cao Z, Zhao H, Deng Y, Peng X, Ding Z, Zhang G, Yu L, Wang Y, Tu B, Xue YACS Nano, 2025, 1921589.
|
| [27] |
Dai Z, Jin P, Yuan S, Yang J, Agrawal K V, Wang HNat. Commun., 2025, 164626.
|
| [28] |
Zhao K, Lee W-C, Rezaei M, Chi H-Y, Li S, Villalobos L F, Hsu K-J, Zhang Y, Wang F-C, Agrawal K VACS Nano, 2024, 185571.
|
| [29] |
Chang W J, Jang S, Kim M, Kim Y, Jeong D Y, Kim B, Kim J M, Nam S, Park W ISmall, 2023, 192207020.
|
| [30] |
Zhang H, Li X, Hou J, Jiang L, Wang HChem. Soc. Rev., 2022, 512224.
|
| [31] |
Hus S M, Ge R, Chen P-A, Liang L, Donnelly G E, Ko W, Huang F, Chiang M-H, Li A-P, Akinwande DNat. Nanotechnol., 2021, 1658.
|
| [32] |
Sapkota B, Liang W, VahidMohammadi A, Karnik R, Noy A, Wanunu MNat. Commun., 2020, 112747.
|
| [33] |
Thiruraman J P, Fujisawa K, Danda G, Das P M, Zhang T, Bolotsky A, Perea-López N, Nicolaï A, Senet P, Terrones M, Drndić MNano Lett., 2018, 181651.
|
| [34] |
Su S, Zhang Y, Peng S, Guo L, Liu Y, Fu E, Yao H, Du J, Du G, Xue JNat. Commun., 2022, 134894.
|
| [35] |
Thiruraman J P, Masih Das P, Drndić MACS Nano, 2020, 1411831.
|
| [36] |
He G, Pan Q, Yuan Z, Villalobos L F, Park J-H, Chi H-Y, Kuehne M, Zeng Y, Tu Y-M, Zhao J, Kong J, Jiang Z, Agrawal K V, Blankschtein D, Strano M SAngew. Chem., 2025, 137e202514288.
|
| [37] |
Ji H, Hou X, Gai P, Chen Q, Cao H, Lu Y, Ding J, Huang K, Xu ZChem. Eng. J., 2025, 512162434.
|
| [38] |
Ye T, Hou G, Li W, Wang C, Yi K, Liu N, Liu J, Huang S, Gao JNat. Commun., 2021, 125231.
|
| [39] |
Qi S, Zhang C, Yu H, Zhang J, Yan T, Lin Z, Yang B, Dong ZJ. Am. Chem. Soc., 2021, 1433284.
|
| [40] |
Marcotte A, Mouterde T, Niguès A, Siria A, Bocquet LNat. Mater., 2020, 191057.
|
| [41] |
Rigo E, Dong Z, Park J H, Kennedy E, Hokmabadi M, Almonte-Garcia L, Ding L, Aluru N, Timp GNat. Commun., 2019, 102382.
|
| [42] |
Choi W, Ulissi Z W, Shimizu S F E, Bellisario D O, Ellison M D, Strano M SNat. Commun., 2013, 42397.
|
| [43] |
Cheng Y, Dong Y, Huang Q, Huang K, Lyu S, Chen Y, Duan J, Mo D, Sun Y, Liu J, Peng Y, Yao HACS Appl. Mater. Interfaces, 2021, 139015.
|
| [44] |
Wu S, Cheng Y, Ma J, Huang Q, Dong Y, Duan J, Mo D, Sun Y, Liu J, Yao HJ. Membr. Sci., 2021, 635119467.
|
| [45] |
Guo Z, Li F, Wu X, Liang Z, Junaid M, Xie J, Lu L, Duan J, Liu J, Yao HDesalination, 2024, 573117192.
|
| [46] |
Wen Q, Yan D, Liu F, Wang M, Ling Y, Wang P, Kluth P, Schauries D, Trautmann C, Apel P, Guo W, Xiao G, Liu J, Xue J, Wang YAdv. Funct. Mater., 2016, 265796.
|
| [47] |
Wang P, Wang M, Liu F, Ding S, Wang X, Du G, Liu J, Apel P, Kluth P, Trautmann C, Wang YNat. Commun., 2018, 9569.
|
| [48] |
Martins M V S, Jyothilal H, Becker M R, Sajja R, Keerthi A, Netz R R, Cinque G, Radha BNat. Commun., 2026, 176430.
|
| [49] |
Zhou X, Zhang Y, Chen Z, Zhao S, Yang H, Liu G, Ji W, Guo Y, Liu G, Jin WInd. Eng. Chem. Res., 2025, 6417844.
|
| [50] |
Zhang L, Shi C, Xie Q, Qi Z, Li F, Li G, Zhang FWater Res., 2025, 281123676.
|
| [51] |
Yuan G, Fang J, Sun Y, Ma J, Wang H, Zhou W, Jiang Y, Yang C, Zhou Z, Hu R, Xia M, Novoselov K S, Qiu H, Hu SSci. Bull., 2025, 703183.
|
| [52] |
Xu R, Yu H, Ren J, Zhang W, Kang Y, Wang Z, Feng F, Xia X, Liu J Z, Peng L, Zhang X, Pan BJ. Am. Chem. Soc., 2025, 14717144.
|
| [53] |
Wang Y, Tang F, Yu X, Chiang K-Y, Yu C-C, Ohto T, Chen Y, Nagata Y, Bonn MNat. Commun., 2025, 167288.
|
| [54] |
Wang S, Fang C, Huang Y, Yi R, Wu M, Wang Y, Li F, Zhu L, Liang S, Chen LAngew. Chem. Int. Ed., 2025, 64e202512310.
|
| [55] |
Ren Z, Zhang Q, Yin J, Deng M, Zhou X, Yao Q, Li S, Gao Y, Liu NAdv. Mater., 2026, 38e14029.
|
| [56] |
Liao S, Liu Y, Li L, Ding L, Wei Y, Wang HNat. Commun., 2025, 166675.
|
| [57] |
Athreya Y, Gogotsi YMatter, 2025, 8102318.
|
| [58] |
Xu R, Zhang J, Kang Y, Yu H, Zhang W, Hua M, Pan B, Zhang XEnviron. Sci. Technol., 2024, 586835.
|
| [59] |
Wang W, Zhao Y, Chen L, Zhang L, Wen T, Wang Z, Zhang TChem. Eng. J., 2024, 500156801.
|
| [60] |
Wang M, Xiong Q, Wang M, Lewis N H C, Ying D, Yan G, Hoenig E, Han Y, Lee O S, Peng G, Zhou H, Schatz G C, Liu CSci. Adv., 2024, 10eadh1330.
|
| [61] |
Radha B, Esfandiar A, Wang F C, Rooney A P, Gopinadhan K, Keerthi A, Mishchenko A, Janardanan A, Blake P, Fumagalli L, Lozada-Hidalgo M, Garaj S, Haigh S J, Grigorieva I V, Wu H A, Geim A KNature, 2016, 538222.
|
| [62] |
Wang W, Onofrio N, Petit E, Karamoko B A, Wu H, Liu J, Li J, Qi K, Zhang Y, Gervais C, Lajaunie L, Salameh C, Miele P, Zeng Z, Voiry DNat. Water, 2023, 1187.
|
| [63] |
Zhu T, Lyu B, Wu P, Fang C, Wang G, Zheng G, Zhang Z, Zhang SAdv. Funct. Mater., 2025, 352505907.
|
| [64] |
Zhang X, Wu B, Zhao X, Ge L, Pan J, Gao CAdv. Funct. Mater., 2025, 352508966.
|
| [65] |
Yang J, Wang B, Feng XAcc. Chem. Res., 2025, 581447.
|
| [66] |
Meng W, Chen S, Guo Z, Gao F, Wang J, Lu J, Hou Y, He Q, Zhan X, Qiu M, Zhang QNat. Water, 2025, 3191.
|
| [67] |
Ling H, Wang Q, Yan Z, Li X, Zou K, He Y, Li K, Cui Y, Liu T, Chen W, Du H, Liu Y, Xin W, Kong X-Y, Jiang L, Wen LAngew. Chem. Int. Ed., 2025, 64e202423073.
|
| [68] |
Ge L, Du G, Song H, Li J, Hou J, Zhang Y, Zhu JAdv. Sci., 2025, 12e10911.
|
| [69] |
Zhang H, Zhang J, Wang D, Fan H, Xu Y, Zhao F, Chen Q, Wang J, Xu ZSep. Purif. Technol., 2025, 374133623.
|
| [70] |
Li H, Su P, Fan H, Liu J, Xin B, Chen T, Zhong G, Xie J, Li J, Deng J, Zhou ZChem. Eng. J., 2025, 517164373.
|
| [71] |
Mo R-J, Chen S, Huang L-Q, Ding X-L, Rafique S, Xia X-H, Li Z-QNat. Commun., 2024, 152145.
|
| [72] |
Tonnah R K, Chai M, Abdollahzadeh M, Xiao H, Mohammad M, Hosseini E, Zakertabrizi M, Jarrahbashi D, Asadi A, Razmjou A, Asadnia MACS Nano, 2023, 1712445.
|
| [73] |
Hou J, Zhang H, Wang H, Thornton A W, Konstas KJ. Mater. Chem. A, 2023, 1113223.
|
| [74] |
Li X, Zhang H, Wang P, Hou J, Lu J, Easton C D, Zhang X, Hill M R, Thornton A W, Liu J Z, Freeman B D, Hill A J, Jiang L, Wang HNat. Commun., 2019, 102490.
|
| [75] |
Lu J, Zhang H, Hou J, Li X, Hu X, Hu Y, Easton C D, Li Q, Sun C, Thornton A W, Hill M R, Zhang X, Jiang G, Liu J Z, Hill A J, Freeman B D, Jiang L, Wang HNat. Mater., 2020, 19767.
|
| [76] |
Kavokine N, Netz R R, Bocquet LAnnu. Rev. Fluid Mech., 2021, 53377.
|
| [77] |
You Y, Ismail A, Nam G-H, Goutham S, Keerthi A, Radha BAnnu. Rev. Mater. Res., 2022, 52189.
|
| [78] |
Wang Q, Sun CAcad. Nano: Sci., Mater., Technol., 2025, 21.
|
| [79] |
Meng W, Chen S, Wu M, Gao F, Hou Y, Zhan X, Hu W, Liang L, Zhang QAngew. Chem. Int. Ed., 2025, 64e202422423.
|
| [80] |
Lu C, Hu C, Chen Z, Wang P, Feng F, He G, Wang F, Zhang Y, Liu J Z, Zhang X, Qu JSci. Adv., 2023, 9eadf8412.
|
| [81] |
Esfandiar A, Radha B, Wang F C, Yang Q, Hu S, Garaj S, Nair R R, Geim A K, Gopinadhan KScience, 2017, 358511.
|
| [82] |
Yu Y, Fan J, Xia J, Zhu Y, Wu H, Wang FNanoscale, 2019, 118449.
|
| [83] |
Zhang J, Kamenev A, Shklovskii B IPhys. Rev. Lett., 2005, 95148101.
|
| [84] |
Zhang J, Kamenev A, Shklovskii B IPhys. Rev. E, 2006, 73051205.
|
| [85] |
Kaufman I K, McClintock P V E, Eisenberg R SNew J. Phys., 2015, 17083021.
|
| [86] |
Kavokine N, Marbach S, Siria A, Bocquet LNat. Nanotechnol., 2019, 14573.
|
| [87] |
Xie Y, Shi D, Wang W, Wang ZNanoscale, 2023, 159560.
|
| [88] |
Xie Y, Fu L, Niehaus T, Joly LPhys. Rev. Lett., 2020, 125014501.
|
| [89] |
Chua L O, Kang S MProc. IEEE, 1976, 64209.
|
| [90] |
Xu G, Zhang M, Mei T, Liu W, Wang L, Xiao KACS Nano, 2024, 1819423.
|
| [91] |
Xie B, Xiong T, Li W, Gao T, Zong J, Liu Y, Yu PChem. Asian J., 2022, 17e202200682.
|
| [92] |
Guo Z, Ling Y, Ouyang Y, Hou Y, Tong J, Hou XNano Lett., 2026, 266735.
|
| [93] |
Hou Y, Ling Y, Wang Y, Wang M, Chen Y, Li X, Hou XJ. Phys. Chem. Lett., 2023, 142891.
|
| [94] |
Luo J, Remy A, Zhang YChem. Rev., 2025, 12511840.
|
| [95] |
Peng X, Zhang G, Tian H, Jiao H, Ye C, Zhao H, Zhai L, Wang D, Zhang Y, Xue YNano Lett., 2025, 2512905.
|
| [96] |
Ismail A, Nam G-H, Lokhandwala A, Pandey S V, Saurav K V, You Y, Jyothilal H, Goutham S, Sajja R, Keerthi A, Radha BNat. Commun., 2025, 167008.
|
| [97] |
Jouveshomme S, Lizée M, Robin P, Bocquet LNew J. Phys., 2025, 27065001.
|
| [98] |
Powell M R, Cleary L, Davenport M, Shea K J, Siwy Z SNat. Nanotechnol., 2011, 6798.
|
| [99] |
Smirnov S N, Vlassiouk I V, Lavrik N VACS Nano, 2011, 57453.
|
| [100] |
Paulo G, Sun K, Di Muccio G, Gubbiotti A, Morozzo della Rocca B, Geng J, Maglia G, Chinappi M, Giacomello ANat. Commun., 2023, 148390.
|
| [101] |
Magee J C, Grienberger CAnnu. Rev. Neurosci., 2020, 4395.
|
| [102] |
Yao Z, Sun K, He SNonlinear Dyn., 2023, 11119411.
|
| [103] |
Pereda A ENat. Rev. Neurosci., 2014, 15250.
|
| [104] |
Citri A, Malenka R CNeuropsychopharmacol., 2008, 3318.
|
| [105] |
Sun X, Xia Z, Wang T, Jin B, Meng JMater. Today, 2025, 88567.
|
| [106] |
Li B, Liu Y, Wan C, Liu Z, Wang M, Qi D, Yu J, Cai P, Xiao M, Zeng Y, Chen XAdv. Mater., 2018, 301706395.
|
| [107] |
Shi J, Kang S, Feng J, Fan J, Xue S, Cai G, Zhao J SNanoscale Horiz., 2023, 8509.
|
| [108] |
Zhao J, Zhou Z, Zhang Y, Wang J, Zhang L, Li X, Zhao M, Wang H, Pei Y, Zhao Q, Xiao Z, Wang K, Qin C, Wang G, Li H, Ding B, Yan F, Wang K, Ren D, Liu B, Yan XJ. Mater. Chem. C, 2019, 71298.
|
| [109] |
Wang P, Li J, Xue W, Ci W, Jiang F, Shi L, Zhou F, Zhou P, Xu XAdv. Sci., 2024, 112305679.
|
| [110] |
Duan L., Li Y., Shi D., Gu Y., Xie Y., Faraday Discuss, 2026, DOI: https://doi.org/10.1039/D5FD00133A.
|
| [111] |
Yan X, Wang K, Zhao J, Zhou Z, Wang H, Wang J, Zhang L, Li X, Xiao Z, Zhao Q, Pei Y, Wang G, Qin C, Li H, Lou J, Liu Q, Zhou PSmall, 2019, 151900107.
|
| [112] |
Serb A, Bill J, Khiat A, Berdan R, Legenstein R, Prodromakis TNat. Commun., 2016, 712611.
|
| [113] |
Wang Z, Zeng T, Ren Y, Lin Y, Xu H, Zhao X, Liu Y, Ielmini DNat. Commun., 2020, 111510.
|
| [114] |
Li Z, Myers S K, Xiao J, Li Y, Noy N, Leuski A, Noy ASci. Adv., 2025, 11eadv6603.
|
| [115] |
Song S, Miller K D, Abbott L FNat. Neurosci., 2000, 3919.
|
| [116] |
Wei X, Wu Z, Gao H, Cao S, Meng X, Lan Y, Su H, Qin Z, Liu H, Du W, Wu Y, Liu M, Zhao ZNat. Commun., 2025, 161060.
|
| [117] |
Janzakova K, Balafrej I, Kumar A, Garg N, Scholaert C, Rouat J, Drouin D, Coffinier Y, Pecqueur S, Alibart FNat. Commun., 2023, 148143.
|
| [118] |
Yu S Y, Hu J, Li Z, Xu Y T, Yuan C, Jiang D, Hao W WJ. Am. Chem. Soc., 2024, 14627022.
|
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