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 W. Nano Lett., 2020, 20: 4111
|
| [2] |
Zhao J, Liu F, Huang Q, Lu T, Xi M, Peng L, Liang X. Nano Res., 2021, 14: 4258
|
| [3] |
Kuzum D, Yu S, Philip Wong H S. Nanotechnology, 2013, 24: 382001
|
| [4] |
Chen L, Ren M, Zhou J, Zhou X, Liu F, Di J, Xue P, Li C, Li Q, Li Y, Wei L, Zhang Q. Proc. Natl. Acad. Sci., 2024, 121: e2407971121
|
| [5] |
Choi S, Yang J, Wang G. Adv. Mater., 2020, 32: 2004659
|
| [6] |
Neves G, Cooke S F, Bliss T V P. Nat. Rev. Neurosci., 2008, 9: 65
|
| [7] |
Schuman C D, Kulkarni S R, Parsa M, Mitchell J P, Date P, Kay B. Nat. Comput. Sci., 2022, 2: 10
|
| [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 Y. Nat. Electron., 2025, 8: 597
|
| [9] |
Zhang W, Gao B, Tang J, Yao P, Yu S, Chang M F, Yoo H-J, Qian H, Wu H. Nat. Electron., 2020, 3: 371
|
| [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 H. Sci. Adv., 2021, 7: eabh0648
|
| [11] |
Xia Q, Yang J J. Nat. Mater., 2019, 18: 309
|
| [12] |
Wu F, Yu P, Mao L. The Innovation Materials, 2023, 1: 100007
|
| [13] |
Mei T, Liu W, Xu G, Chen Y, Wu M, Wang L, Xiao K. ACS Nano, 2024, 18: 4624
|
| [14] |
Xiong T, Li W, Yu P, Mao L. The Innovation, 2023, 4: 100435
|
| [15] |
Zucker R S, Regehr W G. Annu. Rev. Physiol., 2002, 64: 355
|
| [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 K. Science, 2018, 360: 1339
|
| [17] |
Tunuguntla R H, Allen F I, Kim K, Belliveau A, Noy A. Nat. Nanotechnol., 2016, 11: 639
|
| [18] |
Feng J, Liu K, Graf M, Dumcenco D, Kis A, Di Ventra M, Radenovic A. Nat. Mater., 2016, 15: 850
|
| [19] |
Xu G, Cui H, Wang L, Zhang M, Liu W, Mei T, Wu B, Wan C, Xiao K. ACS Appl. Mater. Interfaces, 2025, 17: 34659
|
| [20] |
Robin P, Emmerich T, Ismail A, Niguès A, You Y, Nam G-H, Keerthi A, Siria A, Geim A K, Radha B, Bocquet L. Science, 2023, 379: 161
|
| [21] |
Robin P, Kavokine N, Bocquet L. Science, 2021, 373: 687
|
| [22] |
Liu K, Wang Y, Sun M, Lu J, Shi D, Xie Y. Nano Lett., 2025, 25: 6530
|
| [23] |
Shi D, Wang W, Liang Y, Duan L, Du G, Xie Y. Nano Lett., 2023, 23: 11662
|
| [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 L. Nano Lett., 2025, 25: 5646
|
| [25] |
Schlichting K-P, Poulikakos D. ACS Appl. Mater. Interfaces, 2020, 12: 36468
|
| [26] |
Chen Q, Cao Z, Zhao H, Deng Y, Peng X, Ding Z, Zhang G, Yu L, Wang Y, Tu B, Xue Y. ACS Nano, 2025, 19: 21589
|
| [27] |
Dai Z, Jin P, Yuan S, Yang J, Agrawal K V, Wang H. Nat. Commun., 2025, 16: 4626
|
| [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 V. ACS Nano, 2024, 18: 5571
|
| [29] |
Chang W J, Jang S, Kim M, Kim Y, Jeong D Y, Kim B, Kim J M, Nam S, Park W I. Small, 2023, 19: 2207020
|
| [30] |
Zhang H, Li X, Hou J, Jiang L, Wang H. Chem. Soc. Rev., 2022, 51: 2224
|
| [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 D. Nat. Nanotechnol., 2021, 16: 58
|
| [32] |
Sapkota B, Liang W, VahidMohammadi A, Karnik R, Noy A, Wanunu M. Nat. Commun., 2020, 11: 2747
|
| [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 M. Nano Lett., 2018, 18: 1651
|
| [34] |
Su S, Zhang Y, Peng S, Guo L, Liu Y, Fu E, Yao H, Du J, Du G, Xue J. Nat. Commun., 2022, 13: 4894
|
| [35] |
Thiruraman J P, Masih Das P, Drndić M. ACS Nano, 2020, 14: 11831
|
| [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 S. Angew. Chem., 2025, 137: e202514288
|
| [37] |
Ji H, Hou X, Gai P, Chen Q, Cao H, Lu Y, Ding J, Huang K, Xu Z. Chem. Eng. J., 2025, 512: 162434
|
| [38] |
Ye T, Hou G, Li W, Wang C, Yi K, Liu N, Liu J, Huang S, Gao J. Nat. Commun., 2021, 12: 5231
|
| [39] |
Qi S, Zhang C, Yu H, Zhang J, Yan T, Lin Z, Yang B, Dong Z. J. Am. Chem. Soc., 2021, 143: 3284
|
| [40] |
Marcotte A, Mouterde T, Niguès A, Siria A, Bocquet L. Nat. Mater., 2020, 19: 1057
|
| [41] |
Rigo E, Dong Z, Park J H, Kennedy E, Hokmabadi M, Almonte-Garcia L, Ding L, Aluru N, Timp G. Nat. Commun., 2019, 10: 2382
|
| [42] |
Choi W, Ulissi Z W, Shimizu S F E, Bellisario D O, Ellison M D, Strano M S. Nat. Commun., 2013, 4: 2397
|
| [43] |
Cheng Y, Dong Y, Huang Q, Huang K, Lyu S, Chen Y, Duan J, Mo D, Sun Y, Liu J, Peng Y, Yao H. ACS Appl. Mater. Interfaces, 2021, 13: 9015
|
| [44] |
Wu S, Cheng Y, Ma J, Huang Q, Dong Y, Duan J, Mo D, Sun Y, Liu J, Yao H. J. Membr. Sci., 2021, 635: 119467
|
| [45] |
Guo Z, Li F, Wu X, Liang Z, Junaid M, Xie J, Lu L, Duan J, Liu J, Yao H. Desalination, 2024, 573: 117192
|
| [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 Y. Adv. Funct. Mater., 2016, 26: 5796
|
| [47] |
Wang P, Wang M, Liu F, Ding S, Wang X, Du G, Liu J, Apel P, Kluth P, Trautmann C, Wang Y. Nat. Commun., 2018, 9: 569
|
| [48] |
Martins M V S, Jyothilal H, Becker M R, Sajja R, Keerthi A, Netz R R, Cinque G, Radha B. Nat. Commun., 2026, 17: 6430
|
| [49] |
Zhou X, Zhang Y, Chen Z, Zhao S, Yang H, Liu G, Ji W, Guo Y, Liu G, Jin W. Ind. Eng. Chem. Res., 2025, 64: 17844
|
| [50] |
Zhang L, Shi C, Xie Q, Qi Z, Li F, Li G, Zhang F. Water Res., 2025, 281: 123676
|
| [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 S. Sci. Bull., 2025, 70: 3183
|
| [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 B. J. Am. Chem. Soc., 2025, 147: 17144
|
| [53] |
Wang Y, Tang F, Yu X, Chiang K-Y, Yu C-C, Ohto T, Chen Y, Nagata Y, Bonn M. Nat. Commun., 2025, 16: 7288
|
| [54] |
Wang S, Fang C, Huang Y, Yi R, Wu M, Wang Y, Li F, Zhu L, Liang S, Chen L. Angew. Chem. Int. Ed., 2025, 64: e202512310
|
| [55] |
Ren Z, Zhang Q, Yin J, Deng M, Zhou X, Yao Q, Li S, Gao Y, Liu N. Adv. Mater., 2026, 38: e14029
|
| [56] |
Liao S, Liu Y, Li L, Ding L, Wei Y, Wang H. Nat. Commun., 2025, 16: 6675
|
| [57] |
Athreya Y, Gogotsi Y. Matter, 2025, 8: 102318
|
| [58] |
Xu R, Zhang J, Kang Y, Yu H, Zhang W, Hua M, Pan B, Zhang X. Environ. Sci. Technol., 2024, 58: 6835
|
| [59] |
Wang W, Zhao Y, Chen L, Zhang L, Wen T, Wang Z, Zhang T. Chem. Eng. J., 2024, 500: 156801
|
| [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 C. Sci. Adv., 2024, 10: eadh1330
|
| [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 K. Nature, 2016, 538: 222
|
| [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 D. Nat. Water, 2023, 1: 187
|
| [63] |
Zhu T, Lyu B, Wu P, Fang C, Wang G, Zheng G, Zhang Z, Zhang S. Adv. Funct. Mater., 2025, 35: 2505907
|
| [64] |
Zhang X, Wu B, Zhao X, Ge L, Pan J, Gao C. Adv. Funct. Mater., 2025, 35: 2508966
|
| [65] |
Yang J, Wang B, Feng X. Acc. Chem. Res., 2025, 58: 1447
|
| [66] |
Meng W, Chen S, Guo Z, Gao F, Wang J, Lu J, Hou Y, He Q, Zhan X, Qiu M, Zhang Q. Nat. Water, 2025, 3: 191
|
| [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 L. Angew. Chem. Int. Ed., 2025, 64: e202423073
|
| [68] |
Ge L, Du G, Song H, Li J, Hou J, Zhang Y, Zhu J. Adv. Sci., 2025, 12: e10911
|
| [69] |
Zhang H, Zhang J, Wang D, Fan H, Xu Y, Zhao F, Chen Q, Wang J, Xu Z. Sep. Purif. Technol., 2025, 374: 133623
|
| [70] |
Li H, Su P, Fan H, Liu J, Xin B, Chen T, Zhong G, Xie J, Li J, Deng J, Zhou Z. Chem. Eng. J., 2025, 517: 164373
|
| [71] |
Mo R-J, Chen S, Huang L-Q, Ding X-L, Rafique S, Xia X-H, Li Z-Q. Nat. Commun., 2024, 15: 2145
|
| [72] |
Tonnah R K, Chai M, Abdollahzadeh M, Xiao H, Mohammad M, Hosseini E, Zakertabrizi M, Jarrahbashi D, Asadi A, Razmjou A, Asadnia M. ACS Nano, 2023, 17: 12445
|
| [73] |
Hou J, Zhang H, Wang H, Thornton A W, Konstas K. J. Mater. Chem. A, 2023, 11: 13223
|
| [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 H. Nat. Commun., 2019, 10: 2490
|
| [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 H. Nat. Mater., 2020, 19: 767
|
| [76] |
Kavokine N, Netz R R, Bocquet L. Annu. Rev. Fluid Mech., 2021, 53: 377
|
| [77] |
You Y, Ismail A, Nam G-H, Goutham S, Keerthi A, Radha B. Annu. Rev. Mater. Res., 2022, 52: 189
|
| [78] |
Wang Q, Sun C. Acad. Nano: Sci., Mater., Technol., 2025, 2: 1
|
| [79] |
Meng W, Chen S, Wu M, Gao F, Hou Y, Zhan X, Hu W, Liang L, Zhang Q. Angew. Chem. Int. Ed., 2025, 64: e202422423
|
| [80] |
Lu C, Hu C, Chen Z, Wang P, Feng F, He G, Wang F, Zhang Y, Liu J Z, Zhang X, Qu J. Sci. Adv., 2023, 9: eadf8412
|
| [81] |
Esfandiar A, Radha B, Wang F C, Yang Q, Hu S, Garaj S, Nair R R, Geim A K, Gopinadhan K. Science, 2017, 358: 511
|
| [82] |
Yu Y, Fan J, Xia J, Zhu Y, Wu H, Wang F. Nanoscale, 2019, 11: 8449
|
| [83] |
Zhang J, Kamenev A, Shklovskii B I. Phys. Rev. Lett., 2005, 95: 148101
|
| [84] |
Zhang J, Kamenev A, Shklovskii B I. Phys. Rev. E, 2006, 73: 051205
|
| [85] |
Kaufman I K, McClintock P V E, Eisenberg R S. New J. Phys., 2015, 17: 083021
|
| [86] |
Kavokine N, Marbach S, Siria A, Bocquet L. Nat. Nanotechnol., 2019, 14: 573
|
| [87] |
Xie Y, Shi D, Wang W, Wang Z. Nanoscale, 2023, 15: 9560
|
| [88] |
Xie Y, Fu L, Niehaus T, Joly L. Phys. Rev. Lett., 2020, 125: 014501
|
| [89] |
Chua L O, Kang S M. Proc. IEEE, 1976, 64: 209
|
| [90] |
Xu G, Zhang M, Mei T, Liu W, Wang L, Xiao K. ACS Nano, 2024, 18: 19423
|
| [91] |
Xie B, Xiong T, Li W, Gao T, Zong J, Liu Y, Yu P. Chem. Asian J., 2022, 17: e202200682
|
| [92] |
Guo Z, Ling Y, Ouyang Y, Hou Y, Tong J, Hou X. Nano Lett., 2026, 26: 6735
|
| [93] |
Hou Y, Ling Y, Wang Y, Wang M, Chen Y, Li X, Hou X. J. Phys. Chem. Lett., 2023, 14: 2891
|
| [94] |
Luo J, Remy A, Zhang Y. Chem. Rev., 2025, 125: 11840
|
| [95] |
Peng X, Zhang G, Tian H, Jiao H, Ye C, Zhao H, Zhai L, Wang D, Zhang Y, Xue Y. Nano Lett., 2025, 25: 12905
|
| [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 B. Nat. Commun., 2025, 16: 7008
|
| [97] |
Jouveshomme S, Lizée M, Robin P, Bocquet L. New J. Phys., 2025, 27: 065001
|
| [98] |
Powell M R, Cleary L, Davenport M, Shea K J, Siwy Z S. Nat. Nanotechnol., 2011, 6: 798
|
| [99] |
Smirnov S N, Vlassiouk I V, Lavrik N V. ACS Nano, 2011, 5: 7453
|
| [100] |
Paulo G, Sun K, Di Muccio G, Gubbiotti A, Morozzo della Rocca B, Geng J, Maglia G, Chinappi M, Giacomello A. Nat. Commun., 2023, 14: 8390
|
| [101] |
Magee J C, Grienberger C. Annu. Rev. Neurosci., 2020, 43: 95
|
| [102] |
Yao Z, Sun K, He S. Nonlinear Dyn., 2023, 111: 19411
|
| [103] |
Pereda A E. Nat. Rev. Neurosci., 2014, 15: 250
|
| [104] |
Citri A, Malenka R C. Neuropsychopharmacol., 2008, 33: 18
|
| [105] |
Sun X, Xia Z, Wang T, Jin B, Meng J. Mater. Today, 2025, 88: 567
|
| [106] |
Li B, Liu Y, Wan C, Liu Z, Wang M, Qi D, Yu J, Cai P, Xiao M, Zeng Y, Chen X. Adv. Mater., 2018, 30: 1706395
|
| [107] |
Shi J, Kang S, Feng J, Fan J, Xue S, Cai G, Zhao J S. Nanoscale Horiz., 2023, 8: 509
|
| [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 X. J. Mater. Chem. C, 2019, 7: 1298
|
| [109] |
Wang P, Li J, Xue W, Ci W, Jiang F, Shi L, Zhou F, Zhou P, Xu X. Adv. Sci., 2024, 11: 2305679
|
| [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 P. Small, 2019, 15: 1900107
|
| [112] |
Serb A, Bill J, Khiat A, Berdan R, Legenstein R, Prodromakis T. Nat. Commun., 2016, 7: 12611
|
| [113] |
Wang Z, Zeng T, Ren Y, Lin Y, Xu H, Zhao X, Liu Y, Ielmini D. Nat. Commun., 2020, 11: 1510
|
| [114] |
Li Z, Myers S K, Xiao J, Li Y, Noy N, Leuski A, Noy A. Sci. Adv., 2025, 11: eadv6603
|
| [115] |
Song S, Miller K D, Abbott L F. Nat. Neurosci., 2000, 3: 919
|
| [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 Z. Nat. Commun., 2025, 16: 1060
|
| [117] |
Janzakova K, Balafrej I, Kumar A, Garg N, Scholaert C, Rouat J, Drouin D, Coffinier Y, Pecqueur S, Alibart F. Nat. Commun., 2023, 14: 8143
|
| [118] |
Yu S Y, Hu J, Li Z, Xu Y T, Yuan C, Jiang D, Hao W W. J. Am. Chem. Soc., 2024, 146: 27022
|
Rights & permissions
Jilin University, The Editorial Department of Chemical Research in Chinese Universities and Springer-Verlag GmbH
Just Accepted
This article has successfully passed peer review and final editorial review, and will soon enter typesetting, proofreading and other publishing processes. The currently displayed version is the accepted final manuscript. The officially published version will be updated with format, DOI and citation information upon launch. We recommend that you pay attention to subsequent journal notifications and preferentially cite the officially published version. Thank you for your support and cooperation.