journal article·2026-02-20

Memristive system in 2D materials: redefining the landscape of future nanoelectronics

Prerona Singha, P K Kalita

Nanotechnology· Volume 37· Issue 7
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Abstract

Abstract Memristors, recognized as the fourth fundamental circuit element, have emerged as a transformative technology in non-volatile memory and neuromorphic computing. Their inherent ability to store information through resistive states and emulate synaptic behaviour makes them highly promising for energy-efficient, brain-inspired electronics. Recent advancements have demonstrated that integrating two-dimensional (2D) nanomaterials—such as transition metal dichalcogenides, graphene, and hexagonal boron nitride (h-BN)—can significantly enhance memristor performance due to their atomic-scale thickness, high carrier mobility, and tunable electronic properties. These 2D material-based memristors exhibit improved switching speed, endurance, and scalability, making them ideal candidates for next-generation computing architectures. This review provides a comprehensive overview of recent developments in memristor devices using 2D nanomaterials, including discussions on material properties, defect engineering, switching mechanisms, and device configurations. Furthermore, it examines key applications in neuromorphic systems, logic-in-memory (LiM) computing, and flexible electronics. Despite rapid progress, challenges remain in achieving large-scale uniformity, reliable integration with complementary metal–oxide–semiconductor technology, and long-term stability. Addressing these issues requires synergistic efforts in material science, device engineering, and computational modelling. Finally, the review outlines future research directions and strategies to harness the full potential of 2D material-based memristors for scalable, low-power, and intelligent electronic systems.
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Research context

OpenAlex topics: Advanced Memory and Neural Computing · 2D Materials and Applications · Ferroelectric and Negative Capacitance Devices

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (100+)

Show source-provided references
1. Memristor—the missing circuit element10.1109/TCT.1971.1083337 ↗
2. The missing memristor found10.1038/nature06932 ↗
3. Nanoionics-based resistive switching memories10.1038/nmat2023 ↗
4. Training and operation of an integrated neuromorphic network based on metal-oxide memristors10.1038/nature14441 ↗
5. In-memory computing with resistive switching devices10.1038/s41928-018-0092-2 ↗
6. The future of electronics based on memristive systems10.1038/s41928-017-0006-8 ↗
7. Memristive devices for computing10.1038/nnano.2012.240 ↗
8. Electric field effect in atomically thin carbon films10.1016/j.ijmm.2016.09.002 ↗
9. Electronics and optoelectronics of two-dimensional transition metal dichalcogenides10.1038/nnano.2012.193 ↗
10. Van der Waals heterostructures10.1038/nature12385 ↗
11. Graphene-MoS 2 hybrid structures for multifunctional photoresponsive memory devices10.1038/nnano.2013.206 ↗
12. Two-dimensional transition metal dichalcogenide nanosheet-based composites10.1039/C4CS00182F ↗
13. Nonvolatile memory cells based on MoS2/graphene heterostructures10.1021/nn3059136 ↗
14. From bulk to monolayer MoS2: evolution of Raman scattering10.1002/adfm.201102111 ↗
15. Nl071254M.Pdf10.1021/nl071254m ↗
16. Spin-orbit coupled molecular quantum magnetism realized in inorganic solid10.1038/ncomms12912 ↗
17. Memristors based on two-dimensional h-BN materials: synthesis, mechanism, optimization and application10.1038/s41699-024-00519-z ↗
18. Memristive switching mechanism for metal/oxide/metal nanodevices10.1038/nnano.2008.160 ↗
19. Memory impedance in TiO2 based metal-insulator-metal devices10.1038/srep04522 ↗
20. Free-standing multilayer molybdenum disulfide memristor for brain-inspired neuromorphic applications10.1021/acsami.1c11359 ↗
21. Two-dimensional material-based memristive devices for alternative computing10.1186/s40580-024-00432-7 ↗
22. Resistive switching in memristive electrochemical metallization devices10.1063/1.4985443 ↗
23. Direct integration of monolayer WS2 with lithographically patterned carbon contacts for memristor application10.1021/acsaelm.3c01741 ↗
24. Transition-metal-oxide-based resistance-change memories10.1147/rd.524.0481 ↗
25. Role of point defects and ion intercalation in two-dimensional multilayer transition metal dichalcogenide memristors10.1021/acsanm.4c04769 ↗
26. Ionotronic WS2 memtransistors for 6-bit storage and neuromorphic adaptation at high temperature10.1038/s41699-023-00427-8 ↗
27. An ultrathin memristor based on a two-dimensional WS2/MoS2 heterojunction10.1039/D1NR01683K ↗
28. Layered memristive and memcapacitive switches for printable electronics10.1038/nmat4135 ↗
29. Engineering the resistive switching properties of 2D WS2 memristor: role of band gap10.1007/s10854-022-09612-9 ↗
30. Resistive switching behavior of the memristor based on WS2 nanosheets and polyvinylpyrrolidone nanocomposites10.1063/5.0087862 ↗
31. Electronic properties of bulk and monolayer TMDs: theoretical study within DFT framework (GVJ-2e method)10.1002/pssa.201700218 ↗
32. Observation of single-defect memristor in an MoS2 atomic sheet10.1038/s41565-020-00789-w ↗
33. Multi-terminal memtransistors from polycrystalline monolayer molybdenum disulfide10.1038/nature25747 ↗
34. Memristive and artificial synapse performance by using TiOx/Al2O3 interface engineering in MoS2-based metallic filament memory10.1016/j.jpcs.2020.109901 ↗
35. Memristive behavior and ideal memristor 1T phase of MoS2 nanosheets10.1021/acs.nanolett.5b04260 ↗
36. Low-power memristor based on two-dimensional materials10.1021/acs.jpclett.2c01962 ↗
37. High-performance flexible MoS2 transistors using Au/Cr/Al/Au as source/drain electrodes10.1002/aelm.202300277 ↗
38. Controlled charge transport in ZrO2 and its bilayer structures for low-power memory10.1016/j.jallcom.2024.175103 ↗
39. Tunable resistive switching of vertical ReSe2/graphene hetero-structure enabled by Schottky barrier height and DUV light10.1016/j.jallcom.2020.157310 ↗
40. Graphene memristive synapses for high precision neuromorphic computing10.1038/s41467-020-19203-z ↗
41. Fabrication of flexible, all-reduced graphene oxide non-volatile memory devices10.1002/adma.201203349 ↗
42. Graphene oxide thin films for flexible nonvolatile memory applications10.1021/nl101902k ↗
43. Resistive switching in graphene/graphene oxide/ZnO heterostructures10.3938/jkps.64.1399 ↗
44. Nanoionics-based resistive switching memories10.1038/nmat2023 ↗
45. Graphene memristors based on humidity-mediated reduction of graphene oxide10.1039/D2TC04632F ↗
46. NeuroMem: analog graphene-based resistive memory for artificial neural networks10.1038/s41598-020-66413-y ↗
47. Emerging memories: resistive switching mechanisms and current status10.1088/0034-4885/75/7/076502 ↗
48. Analytical modeling of graphene oxide based memristor10.1016/j.asej.2020.08.026 ↗
49. Enhanced graphene oxide electrical properties for thin-film electronics using an active/shrinkable substrate10.1021/acsomega.2c07306 ↗
50. Memristor device fabricated from doped graphene oxide
51. A robust graphene oxide memristor enabled by organic pyridinium intercalation for artificial biosynapse application10.1007/s12274-023-5789-5 ↗
52. Strong light-matter interactions in heterostructures of atomically thin films10.1126/science.1235547 ↗
53. Attojoule hexagonal boron nitride-based memristor for high-performance neuromorphic computing10.1002/smll.202403737 ↗
54. Hexagonal boron nitride (h-BN) memristor arrays for analog-based machine learning hardware10.1038/s41699-022-00328-2 ↗
55. Memristor modeling: challenges in theories, simulations, and device variability10.1039/D1TC04201G ↗
56. Graphene-boron nitride-graphene cross-point memristors with three stable resistive states10.1021/acsami.9b04412 ↗
57. Transfer-free analog and digital flexible memristors based on boron nitride films10.3390/nano14040327 ↗
58. Observation of resistive switching in a graphite/hexagonal boron nitride/graphite heterostructure memristor10.1088/1674-4926/43/5/052003 ↗
59. Structure, properties and applications of two-dimensional hexagonal boron nitride10.1002/adma.202101589 ↗
60. Two dimensional hexagonal boron nitride (2D-hBN): synthesis, properties and applications10.1039/C7TC04300G ↗
61. Inkjet-printed h-BN memristors for hardware security10.1039/D3NR00030C ↗
62. High on/off ratio black phosphorus based memristor with ultra-thin phosphorus oxide layer10.1063/1.5115531 ↗
63. Flexible solution-processable black-phosphorus-based optoelectronic memristive synapses for neuromorphic computing and artificial visual perception applications (Adv. Mater. 28/2023)10.1002/adma.202370201 ↗
64. Memory effect and coexistence of negative and positive photoconductivity in black phosphorus field effect transistor for neuromorphic vision sensors10.1039/D4MH00027G ↗
65. Flexible solution-processable black-phosphorus-based optoelectronic memristive synapses for neuromorphic computing and artificial visual perception applications10.1002/adma.202300446 ↗
66. Black phosphorus based multicolor light-modulated transparent memristor with enhanced resistive switching performance10.1021/acsami.0c04493 ↗
67. Novel continuously-tunable memristor based on few-layers black phosphorus/MoS2 heterojunction
68. Mixed ionic-electronic charge transport in layered black-phosphorus for low-power memory10.1002/adfm.202107068 ↗
69. MoS2-based memristor: robust resistive switching behavior and reliable biological synapse emulation10.3390/nano13243117 ↗
70. An ab initio study on resistance switching in hexagonal boron nitride10.1038/s41699-022-00340-6 ↗
71. Strain engineering of vertical molybdenum ditelluride phase-change memristors10.1038/s41928-023-01071-2 ↗
72. Superlow power consumption artificial synapses based on WSe2 quantum dots memristor for neuromorphic computing10.34133/2022/9754876 ↗
73. Transparent multi-level resistive switching phenomena observed in ITO/RGO/ITO memory cells by the sol-gel dip-coating method10.1038/srep04614 ↗
74. Spin-coating deposited SnS2 thin film-based memristor for emulating synapses10.1002/adfm.202401228 ↗
75. Control-etched Ti3C2Tx MXene nanosheets for a low-voltage-operating flexible memristor for efficient neuromorphic computation10.1021/acsami.4c01364 ↗
76. Black phosphorus quantum dots functionalized with photochromic poly(vinylspiropyran)-grafted polydopamine for transient digital-type memristors10.1093/bulcsj/uoae083 ↗
77. Large-area black phosphorus by chemical vapor transport for vertical and lateral memristor devices10.1021/acs.jpcc.4c07779 ↗
78. Spiral WSe2 with interlayer twist for memristive and neuromorphic device applications10.1021/acsaelm.3c01810 ↗
79. Bio-voltage diffusive memristor from CVD grown WSe2 as artificial nociceptor10.1002/admt.202401048 ↗
80. Nonvolatile memristor based on WS2/WSe2 van der Waals heterostructure with tunable interlayer coupling10.1002/adfm.202501372 ↗
81. Fully printed memristors made with MoS2 and graphene water-based inks10.1039/D3MH01224G ↗
82. A memristor based on two-dimensional MoSe2/MoS2 heterojunction for synaptic device application10.1063/5.0127880 ↗
83. Graphene/MoS2/SiOx memristive synapses for linear weight update10.1038/s41699-023-00388-y ↗
84. A flexible laser-induced graphene memristor with volatile switching for neuromorphic applications10.1021/acsami.4c07589 ↗
85. Physics for neuromorphic computing10.1038/s42254-020-0208-2 ↗
86. Nonvolatile resistive switching in spinel ZnMn2O4 and ilmenite ZnMnO310.1063/1.3249630 ↗
87. Investigation of resistive switching in thin films of copper fluoride10.1063/1.5079340 ↗
88. Controllable formation of resistive switching filaments by low-energy H + irradiation in transition-metal oxides10.1063/1.4738894 ↗
89. Enhanced bipolar resistive switching behavior in polar Cr-doped barium titanate thin films without electro-forming process10.1063/1.5004232 ↗
90. Design principles of dual-functional molecular switches in solid-state tunnel junctions10.1063/5.0016280 ↗
91. Multistate structures in a hydrogen-bonded polycatenation non-covalent organic framework with diverse resistive switching behaviors10.1038/s41467-023-43650-z ↗
92. Enhancing modulation of thermal conduction in vanadium dioxide thin film by nanostructured nanogaps10.1038/s41598-017-07466-4 ↗
93. Solvent-assisted sulfur vacancy engineering method in MoS2 for a neuromorphic synaptic memristor10.1039/D3NH00201B ↗
94. Gate-tunable memristive phenomena mediated by grain boundaries in single-layer MoS210.1038/nnano.2015.56 ↗
95. Two dimensional MoS2/graphene p-n heterojunction diode: fabrication and electronic characteristics10.1016/j.jallcom.2016.02.053 ↗
96. All WSe2 1T1R resistive RAM cell for future monolithic 3D embedded memory integration10.1038/s41467-019-13176-4 ↗
97. Photo-tunable transfer characteristics in MoTe2–MoS2 vertical heterostructure10.1038/s41699-017-0017-3 ↗
98. Constructing a highly vertically aligned network of h-BN/CF in silicone rubber composites: achieving superior through-plane thermal conductivity and electrical insulation10.1016/j.compositesb.2023.111024 ↗
99. Applications of memristors in neural networks and neuromorphic computing: a review10.18178/ijmlc.2021.11.5.1060 ↗
100. Versatile nanoscale three-terminal memristive switch enabled by gating10.1021/acsnano.3c11373 ↗