REFERENCES

1. Chua, L. Memristor - The missing circuit element. IEEE. Trans. Circuit. Theory. 1971, 18, 507-19. https://www.cpmt.org/scv/meetings/chua.pdf. (accessed 9 Apr 2026).

2. Zhu, S. K.; Zhao, Y. Review and outlook on synaptic devices and chips for neuromorphic systems. J. Funct. Mater. Dev. 2024, 30, 287-99.

3. Peng, H.; Li, H.; Tao, G.; Xia, L.; Xu, W.; Zhai, T. Smart textile optoelectronics for human‐interfaced logic systems. Adv. Funct. Mater. 2024, 34, 2308136.

4. Wang, S.; Liu, A.; Wu, H.; et al. Advances in flexible perovskite memristors for neuromorphic electronics. Mater. Futures. 2026, 5, 012701.

5. Strukov, D. B.; Snider, G. S.; Stewart, D. R.; Williams, R. S. The missing memristor found. Nature 2009, 453, 80-3.

6. Hota, M. K.; Bera, M. K.; Kundu, B.; Kundu, S. C.; Maiti, C. K. A natural silk fibroin protein‐based transparent bio‐memristor. Adv. Funct. Mater. 2012, 22, 4493-9.

7. Serrano-Gotarredona, T.; Prodromakis, T.; Linares-Barranco, B. A proposal for hybrid memristor-CMOS spiking neuromorphic learning systems. IEEE. Circuits. Syst. Mag. 2013, 13, 74-88.

8. Hu, S.; Yue, J.; Jiang, C.; et al. Resistive switching behavior and mechanism in flexible TiO2@Cf memristor crossbars. Ceram. Int. 2019, 45, 10182-6.

9. Xu, X.; Zhou, X.; Wang, T.; et al. Robust DNA-bridged memristor for textile chips. Angew. Chem. Int. Ed. Engl. 2020, 59, 12762-8.

10. Wang, T.; Meng, J.; Zhou, X.; et al. Reconfigurable neuromorphic memristor network for ultralow-power smart textile electronics. Nat. Commun. 2022, 13, 7432.

11. Zhang, J.; Zhu, Z.; Meng, J.; Wang, T. Fiber memristor-based physical reservoir computing for multimodal sleep monitoring. Research 2025, 8, 0870.

12. Wu, Z.; Chen, X.; Zhang, Y.; Dun, C.; Carroll, D. L.; Hu, Z. In situ electrical properties’ investigation and nanofabrication of Ag/Sb2Te3 assembled multilayers’ film. Adv. Mater. Interfaces. 2018, 5, 1701210.

13. Wu, Z.; Feng, Y.; Liu, Y.; et al. Bipolar resistive switching in the Ag/Sb2Te3/Pt heterojunction. ACS. Appl. Electron. Mater. 2021, 3, 2766-73.

14. Yu, Z.; Wu, Z.; Xia, W.; et al. Plasmon-enhanced Sb2Te3/FTO heterojunction optoelectronic synapses for image compression encoding and high-accuracy recognition. Appl. Phys. Lett. 2025, 127, 223304.

15. Xia, Z.; Sun, X.; Wang, Z.; Meng, J.; Jin, B.; Wang, T. Low-power memristor for neuromorphic computing: from materials to applications. Nanomicro. Lett. 2025, 17, 217.

16. Yang, C.; Wang, H.; Cao, Z.; et al. Memristor-based bionic tactile devices: opening the door for next-generation artificial intelligence. Small 2024, 20, e2308918.

17. Hu, H.; Ma, Y.; Hassan, Y. A.; et al. Conductive PDA@HNT/rGO/PDMS aerogel composites with significantly enhanced durability and stretchability for wearable electronics. Microstructures 2025, 5, 2025020.

18. Wang, Z.; Xu, K.; Meng, J.; Feng, B.; Wang, T. Carbon-based memristors for neuromorphic computing. Appl. Phys. Rev. 2025, 12, 041307.

19. Zhang, H.; Wang, Z.; Wang, Z.; et al. Recent progress of fiber-based transistors: materials, structures and applications. Front. Optoelectron. 2022, 15, 2.

20. Duan, X.; Cao, Z.; Gao, K.; et al. Memristor-based neuromorphic chips. Adv. Mater. 2024, 36, e2310704.

21. Shen, J.; Guan, P.; Jiang, A.; et al. A polyanionic strategy to modify the perovskite grain boundary for a larger switching ratio in flexible woven resistive random-access memories. ACS. Appl. Mater. Interfaces. 2022, 14, 44652-64.

22. Xu, J.; Luo, Z.; Chen, L.; et al. Recent advances in flexible memristors for advanced computing and sensing. Mater. Horiz. 2024, 11, 4015-36.

23. Liu, Y.; Chen, L.; Li, W.; et al. Scalable production of functional fibers with nanoscale features for smart textiles. ACS. Nano. 2024, 18, 29394-420.

24. Lohr, W. H.; Bothra, S.; Kumar, N.; Singh, S.; Khanna, S. P.; Hadimani, R. L. Novel PET-metal fiber-based yarn memristor as a synaptic device. IEEE. Trans. Magn. 2024, 60, 1-5.

25. Rajan, K.; Garofalo, E.; Chiolerio, A. Wearable intrinsically soft, stretchable, flexible devices for memories and computing. Sensors 2018, 18, 367.

26. Lin, W.; Sun, B.; Mao, S.; et al. Flexible memristors for implantable applications. ACS. Appl. Nano. Mater. 2025, 8, 2073-105.

27. Lu, H.; Zhang, Y.; Zhu, M.; et al. Intelligent perceptual textiles based on ionic-conductive and strong silk fibers. Nat. Commun. 2024, 15, 3289.

28. Shi, C.; Heble, A. Y.; Zhang, S. Multiparametric AFM insights into electron transport mechanisms in biomemristors. Mater. Today. Phys. 2024, 44, 101429.

29. Sun, Y.; Wang, H.; Xie, D. Recent advance in synaptic plasticity modulation techniques for neuromorphic applications. Nanomicro. Lett. 2024, 16, 211.

30. Li, Y.; Long, S.; Liu, Q.; Lv, H.; Liu, M. Resistive switching performance improvement via modulating nanoscale conductive filament, involving the application of two-dimensional layered materials. Small 2017, 13, 1604306.

31. Waser, R.; Dittmann, R.; Staikov, G.; Szot, K. Redox-based resistive switching memories - nanoionic mechanisms, prospects, and challenges. Adv. Mater. 2009, 21, 2632-63.

32. Jeong, D. S.; Schroeder, H.; Breuer, U.; Waser, R. Characteristic electroforming behavior in Pt/TiO2/Pt resistive switching cells depending on atmosphere. J. Appl. Phys. 2008, 104, 123716.

33. Shen, W.; Dittmann, R.; Waser, R. Reversible alternation between bipolar and unipolar resistive switching in polycrystalline barium strontium titanate thin films. J. Appl. Phys. 2010, 107, 094506.

34. Akinaga, H.; Shima, H.; Takano, F.; Inoue, I. H.; Takagi, H. Resistive switching effect in metal/insulator/metal heterostructures and its application for non‐volatile memory. IEEJ. Trans. Electr. Electron. Eng. 2007, 2, 453-7.

35. Inoue, I. H.; Yasuda, S.; Akinaga, H.; Takagi, H. Nonpolar resistance switching of metal/binary-transition-metal oxides/metal sandwiches: homogeneous/inhomogeneous transition of current distribution. Phys. Rev. B. 2008, 77, 035105.

36. Zhao, Y.; Zhai, Q.; Dong, D.; et al. Highly stretchable and strain-insensitive fiber-based wearable electrochemical biosensor to monitor glucose in the sweat. Anal. Chem. 2019, 91, 6569-76.

37. Zhu, Y.; Liang, J. S.; Shi, X.; Zhang, Z. Full-inorganic flexible Ag2S memristor with interface resistance-switching for energy-efficient computing. ACS. Appl. Mater. Interfaces. 2022, 14, 43482-9.

38. Ren, J.; Liang, H.; Li, J.; et al. Polyelectrolyte bilayer-based transparent and flexible memristor for emulating synapses. ACS. Appl. Mater. Interfaces. 2022, 14, 14541-9.

39. Yu, T.; Li, J.; Lei, W.; et al. The resistance switching performance of the memristor improved effectively by inserting carbon quantum dots (CQDs) for digital information processing. Nano. Res. 2024, 17, 8438-46.

40. Peng, H. Fiber electronics. 1st edition. Springer; 2020.

41. Meng, J.; Liu, Y.; Fang, Y.; et al. Fiber-shaped Cu-ion diffusive memristor for neuromorphic computing. IEEE. Electron. Device. Lett. 2023, 44, 1220-3.

42. Liu, Y.; Zhou, X.; Yan, H.; et al. Highly reliable textile-type memristor by designing aligned nanochannels. Adv. Mater. 2023, 35, e2301321.

43. Bae, H.; Jang, B. C.; Park, H.; et al. Functional circuitry on commercial fabric via textile-compatible nanoscale film coating process for fibertronics. Nano. Lett. 2017, 17, 6443-52.

44. Sun, W. J.; Zhao, Y. Y.; Cheng, X. F.; He, J. H.; Lu, J. M. Surface functionalization of single-layered Ti3C2Tx MXene and its application in multilevel resistive memory. ACS. Appl. Mater. Interfaces. 2020, 12, 9865-71.

45. Hu, Z.; Li, Q.; Li, M.; et al. Ferroelectric memristor based on Pt/BiFeO3/Nb-doped SrTiO3 heterostructure. Appl. Phys. Lett. 2013, 102, 102901.

46. Li, Z.; Gu, D.; Xie, X.; et al. Photoelectric reservoir computing based on TiOx memristor for analog signal processing. ACS. Appl. Nano. Mater. 2025, 8, 6591-603.

47. Kwon, D. H.; Kim, K. M.; Jang, J. H.; et al. Atomic structure of conducting nanofilaments in TiO2 resistive switching memory. Nat. Nanotechnol. 2010, 5, 148-53.

48. Strachan, J. P.; Pickett, M. D.; Yang, J. J.; et al. Direct identification of the conducting channels in a functioning memristive device. Adv. Mater. 2010, 22, 3573-7.

49. Long, S.; Perniola, L.; Cagli, C.; et al. Voltage and power-controlled regimes in the progressive unipolar RESET transition of HfO2-based RRAM. Sci. Rep. 2013, 3, 2929.

50. Mei, S.; Bosman, M.; Nagarajan, R.; Wu, X.; Pey, K. L. Compliance current dominates evolution of NiSi2 defect size in Ni/dielectric/Si RRAM devices. Microelectron. Reliab. 2016, 61, 71-7.

51. Russo, U.; Ielmini, D.; Cagli, C.; Lacaita, A. L. Self-accelerated thermal dissolution model for reset programming in unipolar resistive-switching memory (RRAM) devices. IEEE. Trans. Electron. Devices. 2009, 56, 193-200.

52. Asanuma, S.; Akoh, H.; Yamada, H.; Sawa, A. Relationship between resistive switching characteristics and band diagrams of Ti/Pr1-xCaxMnO3 junctions. Phys. Rev. B. 2009, 80, 235113.

53. Yang, J. J.; Strukov, D. B.; Stewart, D. R. Memristive devices for computing. Nat. Nanotechnol. 2013, 8, 13-24.

54. Faleev, S. V.; Léonard, F. Theory of enhancement of thermoelectric properties of materials with nanoinclusions. Phys. Rev. B. 2008, 77, 214304.

55. Simmons, J. G.; Verderber, R. R. New conduction and reversible memory phenomena in thin insulating films. Proc. R. Soc. Lond. A. 1967, 301, 77-102.

56. Wang, Y.; Su, J.; Ouyang, G.; et al. Flexible Zn‐TCPP nanosheet‐based memristor for ultralow‐power biomimetic sensing system and high‐precision gesture recognition. Adv. Funct. Mater. 2024, 34, 2316397.

57. Shu, P.; Cao, X.; Du, Y.; et al. Resistive switching performance of fibrous crosspoint memories based on an organic–inorganic halide perovskite. J. Mater. Chem. C. 2020, 8, 12865-75.

58. Bae, H.; Kim, D.; Seo, M.; et al. Bioinspired polydopamine‐based resistive‐switching memory on cotton fabric for wearable neuromorphic device applications. Adv. Mater. Technol. 2019, 4, 1900151.

59. Jiang, C.; Huang, S.; Yu, Y.; et al. A BiOI/TiO2 heterogeneous interface-based fiber memristor for intelligent textile system and high-precision hand gestures recognition. Nano. Res. 2025, 18, 94907367.

60. Jo, A.; Seo, Y.; Ko, M.; et al. Textile resistance switching memory for fabric electronics. Adv. Funct. Mater. 2017, 27, 1605593.

61. Liu, Y.; Zhou, X.; Yan, H.; et al. Robust memristive fiber for woven textile memristor. Adv. Funct. Mater. 2022, 32, 2201510.

62. Grishin, A. M.; Velichko, A. A.; Jalalian, A. Nb2O5 nanofiber memristor. Appl. Phys. Lett. 2013, 103, 053111.

63. Dai, S.; Zhao, Y.; Wang, Y.; et al. Recent advances in transistor‐based artificial synapses. Adv. Funct. Mater. 2019, 29, 1903700.

64. Zhang, B. W.; Lin, C.; Nirantar, S.; et al. Lead‐free perovskites and metal halides for resistive switching memory and artificial synapse. Small. Struct. 2024, 5, 2300524.

65. Huh, W.; Lee, D.; Lee, C. H. Memristors based on 2D materials as an artificial synapse for neuromorphic electronics. Adv. Mater. 2020, 32, e2002092.

66. Huang, J.; Yang, S.; Tang, X.; et al. Flexible, transparent, and wafer-scale artificial synapse array based on TiOx/Ti3C2Tx film for neuromorphic computing. Adv. Mater. 2023, 35, e2303737.

67. Saini, S.; Dwivedi, A.; Lodhi, A.; Khandelwal, A.; Tiwari, S. P. Multilevel resistive switching in flexible RRAM devices with a PVP:MoSe2 active layer. ACS. Appl. Electron. Mater. 2024, 6, 6718-25.

68. Zhang, Y.; Fan, S.; Zhang, Y. Bio-memristors based on silk fibroin. Mater. Horiz. 2021, 8, 3281-94.

69. Shi, C.; Wang, J.; Sushko, M. L.; Qiu, W.; Yan, X.; Liu, X. Y. Silk flexible electronics: from Bombyx mori silk Ag nanoclusters hybrid materials to mesoscopic memristors and synaptic emulators. Adv. Funct. Mater. 2019, 29, 1904777.

70. Sun, W.; Gregory, D. A.; Tomeh, M. A.; Zhao, X. Silk fibroin as a functional biomaterial for tissue engineering. Int. J. Mol. Sci. 2021, 22, 1499.

71. Rananavare, A. P.; Kadam, S. J.; Prabhu, S. V.; Chavan, S. S.; Anbhule, P. V.; Dongale, T. D. Organic non-volatile memory device based on cellulose fibers. Mater. Lett. 2018, 232, 99-102.

72. Xu, J.; Zhao, X.; Zhao, X.; et al. Memristors with biomaterials for biorealistic neuromorphic applications. Small. Sci. 2022, 2, 2200028.

73. Xiao, Y.; Jiang, B.; Zhang, Z.; et al. A review of memristor: material and structure design, device performance, applications and prospects. Sci. Technol. Adv. Mater. 2023, 24, 2162323.

74. Rao, Z.; Wang, X.; Mao, S.; et al. Flexible memristor-based nanoelectronic devices for wearable applications: a review. ACS. Appl. Nano. Mater. 2023, 6, 18645-69.

75. Yang, C.; Wang, H.; Wang, K.; et al. Silk fibroin-based biomemristors for bionic artificial intelligence robot applications. ACS. Nano. 2025, 19, 17173-98.

76. Kim, D. H.; Wu, C.; Park, D. H.; et al. Flexible memristive devices based on InP/ZnSe/ZnS core-multishell quantum dot nanocomposites. ACS. Appl. Mater. Interfaces. 2018, 10, 14843-9.

77. Ren, S.; Wang, K.; Jia, X.; et al. Fibrous MXene synapse-based biomimetic tactile nervous system for multimodal perception and memory. Small 2024, 20, e2400165.

78. Sultana, A.; Ghosh, S. K.; Sencadas, V.; et al. Human skin interactive self-powered wearable piezoelectric bio-e-skin by electrospun poly-L-lactic acid nanofibers for non-invasive physiological signal monitoring. J. Mater. Chem. B. 2017, 5, 7352-9.

79. Kang, M.; Lee, S. A.; Jang, S.; et al. Low-voltage organic transistor memory fiber with a nanograined organic ferroelectric film. ACS. Appl. Mater. Interfaces. 2019, 11, 22575-82.

80. Di, J.; Zhang, X.; Yong, Z.; et al. Carbon-nanotube fibers for wearable devices and smart textiles. Adv. Mater. 2016, 28, 10529-38.

81. Xing, F.; Gao, X.; Wen, J.; et al. Multistrand twisted triboelectric kevlar yarns for harvesting high impact energy, body injury location and levels evaluation. Adv. Sci. 2024, 11, e2401076.

82. Chen, L.; Li, R.; Yuan, S.; et al. Fiber-shaped artificial optoelectronic synapses for wearable visual-memory systems. Matter 2023, 6, 925-39.

83. Xing, Y.; Zhou, M.; Si, Y.; et al. Integrated opposite charge grafting induced ionic-junction fiber. Nat. Commun. 2023, 14, 2355.

84. Kim, D.; Kim, N. W.; Kim, T. G.; et al. Surface functionalization of 3D-printed scaffolds with seed-assisted hydrothermally grown ZnO nanoarrays for bone tissue engineering. ACS. Appl. Mater. Interfaces. 2024, 16, 45389-98.

85. Huang, S.; Ding, Z.; Cheng, Y.; Zhao, Z.; Zhang, D.; Jiang, C. Memristive fibers for intelligent textiles information storage and processing in multi-scenarios. Small 2025, 21, e2505191.

86. Liu, Y.; Zhang, Y.; Zhou, X.; et al. High-performing nanofiber memristor via field-induced ion migration concentration at highly-curved interwoven interface. Small 2025, 21, e2409951.

87. Meng, Y.; Zhu, J. Low energy consumption fiber-type memristor array with integrated sensing-memory. Nanoscale. Adv. 2022, 4, 1098-104.

88. Wang, Z.; Yue, J.; Jiang, C.; et al. Vacancy-induced resistive switching and synaptic behavior in flexible BST@Cf memristor crossbars. Ceram. Int. 2020, 46, 21569-77.

89. Meng, Y. Plasmon-enhanced responsiveness perovskite-based photo-memoristor. Opt. Mater. 2025, 162, 116839.

90. Kang, M.; Kim, T. Recent advances in fiber-shaped electronic devices for wearable applications. Appl. Sci. 2021, 11, 6131.

91. Wang, K.; Wang, M.; Sun, B.; et al. An innovative biomimetic technology: memristors mimic human sensation. Nano. Energy. 2025, 136, 110698.

92. Tang, Z.; Sun, B.; Zhou, G.; et al. Research progress of artificial neural systems based on memristors. Mater. Today. Nano. 2024, 25, 100439.

93. Dang, C.; Wang, Z.; Hughes-Riley, T.; et al. Fibres-threads of intelligence-enable a new generation of wearable systems. Chem. Soc. Rev. 2024, 53, 8790-846.

94. Mao, J.; Zheng, Z.; Xiong, Z.; et al. Lead-free monocrystalline perovskite resistive switching device for temporal information processing. Nano. Energy. 2020, 71, 104616.

95. Duan, Q.; Jing, Z.; Zou, X.; et al. Spiking neurons with spatiotemporal dynamics and gain modulation for monolithically integrated memristive neural networks. Nat. Commun. 2020, 11, 3399.

96. Wang, M.; Tu, J.; Huang, Z.; et al. Tactile near-sensor analogue computing for ultrafast responsive artificial skin. Adv. Mater. 2022, 34, e2201962.

97. Zhu, J.; Zhang, X.; Wang, R.; et al. A heterogeneously integrated spiking neuron array for multimode-fused perception and object classification. Adv. Mater. 2022, 34, e2200481.

98. Park, H.; Han, J. K.; Yim, S.; et al. An analysis of components and enhancement strategies for advancing memristive neural networks. Adv. Mater. 2025, 37, e2412549.

99. Jang, H.; Lee, J.; Beak, C. J.; Biswas, S.; Lee, S. H.; Kim, H. Flexible neuromorphic electronics for wearable near-sensor and in-sensor computing systems. Adv. Mater. 2025, 37, e2416073.

100. Park, T. J.; Deng, S.; Manna, S.; et al. Complex oxides for brain-inspired computing: a review. Adv. Mater. 2023, 35, e2203352.

101. Luo, F.; Zhong, W.; Tang, X.; Chen, J.; Jiang, Y.; Liu, Q. Application of artificial synapse based on all-inorganic perovskite memristor in neuromorphic computing. Nano. Mater. Sci. 2024, 6, 68-76.

102. Yuan, R.; Duan, Q.; Tiw, P. J.; et al. A calibratable sensory neuron based on epitaxial VO2 for spike-based neuromorphic multisensory system. Nat. Commun. 2022, 13, 3973.

103. Huang, J.; Feng, J.; Chen, Z.; et al. A bioinspired MXene-based flexible sensory neuron for tactile near-sensor computing. Nano. Energy. 2024, 126, 109684.

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