journal article·2023-09-01Open access

Nanomaterial-based flexible sensors for metaverse and virtual reality applications

Jianfei Wang, Jiao Suo, Zhengxun Song, Wen Jung Li, Zuobin Wang

Abstract

Abstract Nanomaterial-based flexible sensors (NMFSs) can be tightly attached to the human skin or integrated with clothing to monitor human physiological information, provide medical data, or explore metaverse spaces. Nanomaterials have been widely incorporated into flexible sensors due to their facile processing, material compatibility, and unique properties. This review highlights the recent advancements in NMFSs involving various nanomaterial frameworks such as nanoparticles, nanowires, and nanofilms. Different triggering interaction interfaces between NMFSs and metaverse/virtual reality (VR) applications, e.g. skin-mechanics-triggered, temperature-triggered, magnetically triggered, and neural-triggered interfaces, are discussed. In the context of interfacing physical and virtual worlds, machine learning (ML) has emerged as a promising tool for processing sensor data for controlling avatars in metaverse/VR worlds, and many ML algorithms have been proposed for virtual interaction technologies. This paper discusses the advantages, disadvantages, and prospects of NMFSs in metaverse/VR applications.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Sensor and Energy Harvesting Materials · Advanced Memory and Neural Computing · Nanomaterials and Printing Technologies

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

References (100+)

Show source-provided references
1. Recent advances in wearable sensors and integrated functional devices for virtual and augmented reality applications10.1002/adfm.202005692 ↗
2. Skin electronics: next-generation device platform for virtual and augmented reality10.1002/adfm.202009602 ↗
3. Soft material-enabled, flexible hybrid electronics for medicine, healthcare, and human-machine interfaces10.3390/ma11020187 ↗
4. Ultra-thin chips for high-performance flexible electronics10.1038/s41528-018-0021-5 ↗
5. Perception-to-cognition tactile sensing based on artificial-intelligence-motivated human full-skin bionic electronic skin10.1002/adma.202202622 ↗
6. Highly sensitive strain sensors based on molecules-gold nanoparticles networks for high-resolution human pulse analysis10.1002/smll.202007593 ↗
7. Highly sensitive and stretchable fiber strain sensors empowered by synergetic conductive network of silver nanoparticles and carbon nanotubes10.1016/j.apmt.2021.101221 ↗
8. Electron tunneling of hierarchically structured silver nanosatellite particles for highly conductive healable nanocomposites10.1038/s41467-020-15709-8 ↗
9. Embedding stretchable, mesh-structured piezoresistive sensor for in-situ damage detection of glass fiber-reinforced composite10.1016/j.compscitech.2023.109926 ↗
10. Ultrasensitive anti-interference voice recognition by bio-inspired skin-attachable self-cleaning acoustic sensors10.1021/acsnano.9b06354 ↗
11. A neurophysiological approach for measuring presence in immersive virtual environments
12. 40-2: Invited Paper: Microdisplays for augmented and virtual reality10.1002/sdtp.12445 ↗
13. An innovative virtual reality training tool for orthognathic surgery10.1016/j.ijom.2018.01.005 ↗
14. Recent advances and opportunities of active materials for haptic technologies in virtual and augmented reality10.1002/adfm.202008831 ↗
15. Textile electronics for VR/AR applications10.1002/adfm.202007254 ↗
16. Smart tactile gloves for haptic interaction, communication, and rehabilitation10.1002/aisy.202100091 ↗
17. Elastomeric haptic devices for virtual and augmented reality10.1002/adfm.202009364 ↗
18. Wearable triboelectric devices for haptic perception and VR/AR applications10.1016/j.nanoen.2022.107112 ↗
19. Emerging thermal technology enabled augmented reality10.1002/adfm.202007952 ↗
20. Thermo-haptic materials and devices for wearable virtual and augmented reality10.1002/adfm.202007376 ↗
21. Skin-integrated vibrohaptic interfaces for virtual and augmented reality10.1002/adfm.202008805 ↗
22. Hierarchically microstructure-bioinspired flexible piezoresistive bioelectronics10.1021/acsnano.1c01606 ↗
23. Augmented reality interfaces using virtual customization of microstructured electronic skin sensor sensitivity performances10.1002/adfm.202008650 ↗
24. Skin-integrated wireless haptic interfaces for virtual and augmented reality10.1038/s41586-019-1687-0 ↗
25. Wearable triboelectric sensors for biomedical monitoring and human-machine interface10.1016/j.isci.2020.102027 ↗
26. An improved equivalent capacitance model of the triboelectric nanogenerator incorporating its surface roughness10.1016/j.nanoen.2022.107070 ↗
27. Self-powered electro-tactile system for virtual tactile experiences10.1126/sciadv.abe2943 ↗
28. Self-powered glove-based intuitive interface for diversified control applications in real/cyber space10.1016/j.nanoen.2019.01.091 ↗
29. Flexible magnetoreceptor with tunable intrinsic logic for on-skin touchless human-machine interfaces10.1002/adfm.202101089 ↗
30. Magnetic array assisted triboelectric nanogenerator sensor for real-time gesture interaction10.1007/s40820-020-00575-2 ↗
31. A bio-inspired neuromorphic sensory system10.1002/aisy.202200047 ↗
32. A neuro-inspired artificial peripheral nervous system for scalable electronic skins10.1126/scirobotics.aax2198 ↗
33. Towards aircraft maintenance metaverse using speech interactions with virtual objects in mixed reality10.3390/s21062066 ↗
34. Flexible multifunctional sensors for wearable and robotic applications10.1002/admt.201800626 ↗
35. Liquid crystal soft actuators and robots toward mixed reality10.1002/adfm.202009835 ↗
36. Soft wearable healthcare materials and devices10.1002/adhm.202100577 ↗
37. Wearable technology and visual reality application for healthcare systems10.3390/electronics11020178 ↗
38. VR virtual reality technology and treatment progress10.1002/sdtp.13745 ↗
39. Frequency-selective acoustic and haptic smart skin for dual-mode dynamic/static human-machine interface10.1126/sciadv.abj9220 ↗
40. Augmenting sensor performance with machine learning towards smart wearable sensing electronic systems10.1002/aisy.202100194 ↗
41. Nanomaterial-enabled stretchable conductors: strategies, materials and devices10.1002/adma.201404446 ↗
42. Nanomaterial-enabled wearable sensors for healthcare10.1002/adhm.201700889 ↗
43. Implantable neural interfaces and wearable tactile systems for bidirectional neuroprosthetics systems10.1002/adhm.201801345 ↗
44. Bird-inspired self-navigating artificial synaptic compass10.1021/acsnano.1c08005 ↗
45. All-printed soft human-machine interface for robotic physicochemical sensing10.1126/scirobotics.abn0495 ↗
46. A liquid metal based multimodal sensor and haptic feedback device for thermal and tactile sensation generation in virtual reality10.1002/adfm.202007772 ↗
47. Recent advances in nanostructure/nanomaterial-assisted laser desorption/ionization mass spectrometry of low molecular mass compounds10.1016/j.aca.2019.08.048 ↗
48. Laser digital patterning of conductive electrodes using metal oxide nanomaterials10.1186/s40580-020-00232-9 ↗
49. 3D printing of nanomaterials using inkjet printing
50. Advances in screen printing of conductive nanomaterials for stretchable electronics10.1021/acsomega.1c00638 ↗
51. Recent advances in printing technologies of nanomaterials for implantable wireless systems in health monitoring and diagnosis10.1002/adhm.202100158 ↗
52. Fabrication of nanomaterials by top-down and bottom-up approaches—an overview
53. Design and development of conductive nanomaterials for electrochemical sensors: a modern approach10.1016/j.mtchem.2021.100769 ↗
54. Alloying and embedding of Cu-core/Ag-shell nanowires for ultrastable stretchable and transparent electrodes10.1021/acsami.9b04169 ↗
55. Recent progress in transparent conductors based on nanomaterials: advancements and challenges10.1002/admt.201900939 ↗
56. Nanomaterial fabrication through the modification of sol-gel derived coatings10.3390/nano11010181 ↗
57. Multifunctional nanomaterials modification of cellulose paper for efficient triboelectric nanogenerators10.1002/admt.202000001 ↗
58. Nanomaterial-based soft electronics for healthcare applications10.1002/cnma.201600191 ↗
59. Sensitive electromechanical sensors using viscoelastic graphene-polymer nanocomposites10.1126/science.aag2879 ↗
60. Highly conductive, stretchable and biocompatible Ag-Au core-sheath nanowire composite for wearable and implantable bioelectronics10.1038/s41565-018-0226-8 ↗
61. Facile and scalable synthesis of whiskered gold nanosheets for stretchable, conductive, and biocompatible nanocomposites10.1021/acsnano.2c00880 ↗
62. Adaptive self-organization of nanomaterials enables strain-insensitive resistance of stretchable metallic nanocomposites10.1002/adma.202200980 ↗
63. Nanostructured materials: basic concepts and microstructure10.1016/S1359-6454(99)00285-2 ↗
64. Khan · 2020
65. Classification of nanostructures by dimensionality and concept of surface forms engineering in nanomaterial science10.1016/j.msec.2006.09.023 ↗
66. Wearable sensors-enabled human-machine interaction systems: from design to application10.1002/adfm.202008936 ↗
67. An overview of stretchable strain sensors from conductive polymer nanocomposites10.1039/C9TC03655E ↗
68. Drop casting based superhydrophobic and electrically conductive coating for high performance strain sensing10.1016/j.nanoms.2021.12.005 ↗
69. Overview of ionogels in flexible electronics10.1002/tcr.202000041 ↗
70. Flexible ionic-gel strain sensor with double network, high conductivity and high frost-resistance using electrohydrodynamic printing method10.1016/j.addma.2022.103021 ↗
71. Wearable and stretchable strain sensors: materials, sensing mechanisms, and applications10.1002/aisy.202000039 ↗
72. A highly stretchable, super-hydrophobic strain sensor based on polydopamine and graphene reinforced nanofiber composite for human motion monitoring10.1016/j.compositesb.2019.107580 ↗
73. Flexible films with wrinkled micro-nano hierarchical structures having stable superhydrophobicity under external loading10.1007/s10853-020-04704-5 ↗
74. Flexible sensors and machine learning for heart monitoring10.1016/j.nanoen.2022.107632 ↗
75. A non-toxic triboelectric nanogenerator for baby care applications10.1039/D0TA08909E ↗
76. Flexible chemical sensors using signal generation from cyclodextrin-analyte interactions on polymer composites10.1007/s13206-020-4303-3 ↗
77. Self-powered low-range pressure sensor using biopolymer composites10.1007/s00339-022-05320-7 ↗
78. Advances in the robustness of wearable electronic textiles: strategies, stability, washability and perspective10.3390/nano12122039 ↗
79. A flexible metal thin film strain sensor with micro/nano structure for large deformation and high sensitivity strain measurement10.1016/j.jallcom.2021.160466 ↗
80. A flexible dual parameter sensor with hierarchical porous structure for fully decoupled pressure-temperature sensing10.1016/j.cej.2021.133158 ↗
81. Fabrication of ultra-high working range strain sensor using carboxyl CNTs coated electrospun TPU assisted with dopamine10.1016/j.apsusc.2021.150705 ↗
82. Bioinspired superhydrophobic and durable octadecanoic Acid/Ag nanoparticle-decorated rubber composites for high-performance strain sensors10.1021/acssuschemeng.1c00917 ↗
83. Highly stretchable, sensitive and wide linear responsive fabric-based strain sensors with a self-segregated carbon nanotube (CNT)/polydimethylsiloxane (PDMS) coating10.1016/j.pnsc.2021.10.012 ↗
84. High electric conducting 1D nanomaterial/polymer composite fibers for wearable biomedical sensing system
85. Natural glycyrrhizic acid-tailored hydrogel with in-situ gradient reduction of AgNPs layer as high-performance, multi-functional, sustainable flexible sensors10.1016/j.cej.2021.132779 ↗
86. Interface-engineered reduced graphene oxide assembly on nanofiber surface for high performance strain and temperature sensing10.1016/j.jcis.2021.10.032 ↗
87. Epidermis-inspired wearable piezoresistive pressure sensors using reduced graphene oxide self-wrapped copper nanowire networks10.1002/smtd.202100900 ↗
88. A size-cuttable, skin-interactive wearable sensor for digital deciphering of epidermis wavy deformation10.3390/bios12080580 ↗
89. Self-powered sensing technologies for human metaverse interfacing10.1016/j.joule.2022.06.011 ↗
90. Noncontact human-machine interaction based on hand-responsive infrared structural color10.1038/s41467-022-29197-5 ↗
91. ‘Smart’ packaging of self-identifying and localizable mmID for digital twinning and metaverse temperature sensing applications
92. Low-cost, light-weight scalable soft data glove for VR applications
93. Methods for synthesis of nanoparticles and fabrication of nanocomposites
94. Three-layer core-shell Ag/AgCl/PEDOT: PSS composite fibers via a one-step single-nozzle technique enabled skin-inspired tactile sensors10.1016/j.cej.2022.136270 ↗
95. A flexible artificial sensory nerve enabled by nanoparticle-assembled synaptic devices for neuromorphic tactile recognition10.1002/advs.202106124 ↗
96. Stretchable energy-harvesting tactile interactive interface with liquid-metal-nanoparticle-based electrodes10.1002/adfm.201909652 ↗
97. Gold nanoparticle thin film-based strain sensors for monitoring human pulse10.1021/acsanm.0c03167 ↗
98. Flexible strain sensor based on carbon black/silver nanoparticles composite for human motion detection10.3390/ma11101836 ↗
99. Ultrafast fabrication of lignin-encapsulated silica nanoparticles reinforced conductive hydrogels with high elasticity and self-adhesion for strain sensors10.1021/acs.chemmater.2c00934 ↗
100. Ultrahigh sensitive Au-doped silicon nanomembrane based wearable sensor arrays for continuous skin temperature monitoring with high precision10.1002/adma.202105865 ↗