Advanced approaches to decoupled sensory signal monitoring in human interface systems
Source abstract
Abstract
Abstract Real-time sensory signal monitoring systems are crucial for continuous health tracking and enhancing human-interface technologies in virtual reality/augmented reality applications. Recent advancements in micro/nanofabrication technologies have enabled wearable and implantable sensors to achieve sufficient sensitivity for measuring subtle sensory signals, while integration with wireless communication technologies allows for real-time monitoring and closed-loop user feedback. However, highly sensitive sensing materials face challenges, as their detection results can easily be altered by external factors such as bending, temperature, and humidity. This review discusses methods for decoupling various stimuli and their applications in human interfaces. We cover the latest advancements in decoupled systems, including the design of sensing materials using micro/nanostructured materials, 3-dimensional (3D) sensory system architectures, and Artificial intelligence (AI)-based signal decoupling processing techniques. Additionally, we highlight key applications in robotics, wearable, and implantable health monitoring made possible by these decoupled systems. Finally, we suggest future research directions to address the remaining challenges of developing decoupled artificial sensory systems that are resilient to external stimuli.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Sensor Technology and Measurement Systems · Real-time simulation and control systems · Muscle activation and electromyography studies
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (100+)
Show source-provided references
1. Monitoring of vital signs with flexible and wearable medical devices10.1002/adma.201504366 ↗
2. Skin-inspired quadruple tactile sensors integrated on a robot hand enable object recognition10.1126/scirobotics.abc8134 ↗
3. Soft, Wireless periocular wearable electronics for real-time detection of eye vergence in a virtual reality toward mobile eye therapies10.1126/sciadv.aay1729 ↗
4. Wearable soft artificial skin for hand motion detection with embedded microfluidic strain sensing
5. Flexible and stretchable capacitive sensors with different microstructures10.1002/adma.202008267 ↗
6. Nanomaterials for biosensing applications: a review10.3389/fchem.2014.00063 ↗
7. Wearable microfluidic diaphragm pressure sensor for health and tactile touch monitoring10.1002/adma.201701985 ↗
8. Graphene-clad textile electrodes for electrocardiogram monitoring10.1016/j.snb.2015.07.111 ↗
9. Sensitive electromechanical sensors using viscoelastic graphene-polymer nanocomposites10.1126/science.aag2879 ↗
10. Graphene textile strain sensor with negative resistance variation for human motion detection10.1021/acsnano.8b03391 ↗
11. Highly sensitive multifilament fiber strain sensors with ultrabroad sensing range for textile electronics10.1021/acsnano.7b07795 ↗
12. Highly sensitive self-powered pressure and strain sensor based on crumpled mxene film for wireless human motion detection10.1016/j.nanoen.2021.106689 ↗
13. Stretchable graphene thermistor with tunable thermal index10.1021/nn507441c ↗
14. Miniaturized flexible electronic systems with wireless power and near‐field communication capabilities10.1002/adfm.201501590 ↗
15. Clinical validation of a wearable piezoelectric blood‐pressure sensor for continuous health monitoring10.1002/adma.202301627 ↗
16. Thin, soft, wearable system for continuous wireless monitoring of artery blood pressure10.1038/s41467-023-40763-3 ↗
17. Highly flexible, wearable, and disposable cardiac biosensors for remote and ambulatory monitoring10.1038/s41746-017-0009-x ↗
18. Wireless implantable optical probe for continuous monitoring of oxygen saturation in flaps and organ grafts10.1038/s41467-022-30594-z ↗
19. Monitoring the degree of comfort of shoes in-motion using triboelectric pressure sensors with an ultrawide detection range10.1021/acsnano.1c11321 ↗
20. Cuticular pad-inspired selective frequency damper for nearly dynamic noise-free bioelectronics10.1126/science.abj9912 ↗
21. Differential cardiopulmonary monitoring system for artifact-canceled physiological tracking of athletes, workers, and COVID-19 patients10.1126/sciadv.abg3092 ↗
22. A carbon flower based flexible pressure sensor made from large‐area coating10.1002/admi.202000875 ↗
23. A flexible and highly pressure-sensitive graphene-polyurethane sponge based on fractured microstructure design10.1002/adma.201303041 ↗
24. Wearable, ultrawide-range, and bending-insensitive pressure sensor based on carbon nanotube network-coated porous elastomer sponges for human interface and healthcare devices10.1021/acsami.9b07636 ↗
25. Pressure insensitive strain sensor with facile solution-based process for tactile sensing applications10.1021/acsnano.8b03488 ↗
26. Human skin-inspired electrospun patterned robust strain-insensitive pressure sensors and wearable flexible light-emitting diodes10.1021/acsami.2c04916 ↗
27. A transparent bending-insensitive pressure sensor10.1038/nnano.2015.324 ↗
28. Stretch-insensitive capacitive pressure sensor based on highly stretchable CuNWs electrode10.1016/j.sna.2022.113868 ↗
29. Hollow-structured graphene-silicone-composite-based piezoresistive sensors: decoupled property tuning and bending reliability10.1002/adma.201702675 ↗
30. A solution-processable, omnidirectionally stretchable, and high-pressure-sensitive piezoresistive device10.1002/adma.201703004 ↗
31. Quantum effect-based flexible and transparent pressure sensors with ultrahigh sensitivity and sensing density10.1038/s41467-020-17298-y ↗
32. Strain‐insensitive self‐powered tactile sensor arrays based on intrinsically stretchable and patternable ultrathin conformal wrinkled graphene‐elastomer composite10.1002/adfm.202107281 ↗
33. Evaluation of porous polydimethylsiloxane/carbon nanotubes (PDMS/CNTs) nanocomposites as piezoresistive sensor materials10.1007/s00542-019-04636-4 ↗
34. Binary synergistic sensitivity strengthening of bioinspired hierarchical architectures based on fragmentized reduced graphene oxide sponge and silver nanoparticles for strain sensors and beyond10.1002/smll.201700944 ↗
35. Design of flexible micro-porous fiber with double conductive network synergy for high-performance strain sensor10.1016/j.cej.2024.153641 ↗
36. Inorganic islands on a highly stretchable polyimide substrate10.1557/jmr.2009.0417 ↗
37. Stretchable array of highly sensitive pressure sensors consisting of polyaniline nanofibers and Au-coated polydimethylsiloxane micropillars10.1021/acsnano.5b03510 ↗
38. A stretchable and strain-unperturbed pressure sensor for motion interference-free tactile monitoring on skins10.1126/sciadv.abi4563 ↗
39. Stretchable piezoresistive pressure sensor array with sophisticated sensitivity, strain-insensitivity, and reproducibility10.1002/advs.202405374 ↗
40. 3D printed spring‐type electronics with liquid metals for highly stretchable conductors and inductive strain/pressure sensors10.1002/admt.202101657 ↗
41. Highly stretchable, sensitive, and transparent strain sensors with a controllable in-plane mesh structure10.1021/acsami.8b17459 ↗
42. Metal mesh as a transparent omnidirectional strain sensor10.1002/admt.201800698 ↗
43. Weave-pattern-dependent fabric piezoelectric pressure sensors based on polyvinylidene fluoride nanofibers electrospun with 50 nozzles10.1038/s41528-022-00203-6 ↗
44. Stretchable micromotion sensor with enhanced sensitivity using serpentine layout10.1021/acsami.8b22613 ↗
45. Flexible and stretchable antennas for biointegrated electronics10.1002/adma.201902767 ↗
46. Graphene kirigami10.1038/nature14588 ↗
47. Stretchable and flexible snake skin patterned electrodes for wearable electronics inspired by kirigami structure10.1002/admi.202202477 ↗
48. Island effect in stretchable inorganic electronics10.1002/smll.202107879 ↗
49. Flexible and stretchable piezoresistive sensor with decoupled pressure sensing capability10.1002/admt.202300068 ↗
50. Piezoresistive strain sensing of carbon black /silicone composites above percolation threshold10.1063/1.4973274 ↗
51. Microstructured porous pyramid-based ultrahigh sensitive pressure sensor insensitive to strain and temperature10.1021/acsami.9b03261 ↗
52. Stretchable graphene pressure sensors with shar-pei-like hierarchical wrinkles for collision-aware surgical robotics10.1021/acsami.9b00166 ↗
53. Highly accurate wearable piezoresistive sensors without tension disturbance based on weaved conductive yarn10.1021/acsami.0c07928 ↗
54. Bio-inspired stretchable absolute pressure sensor network10.3390/s16010055 ↗
55. In-plane deformation mechanics for highly stretchable electronics10.1002/adma.201604989 ↗
56. Responsive materials and mechanisms as thermal safety systems for skin-interfaced electronic devices10.1038/s41467-023-36690-y ↗
57. Skin-integrated systems for power efficient, programmable thermal sensations across large body areas10.1073/pnas.2217828120 ↗
58. Wireless broadband acousto-mechanical sensing system for continuous physiological monitoring10.1038/s41591-023-02637-5 ↗
59. Skin-inspired multi-modal mechanoreceptors for dynamic haptic exploration10.1002/adma.202311549 ↗
60. Out-of-plane electric whiskers based on nanocarbon strain sensors for multi-directional detection10.1016/j.carbon.2019.11.042 ↗
61. Wearable mechanotransduced tactile sensor for haptic perception10.1002/admt.201700006 ↗
62. Flexible tactile electronic skin sensor with 3D force detection based on porous CNTs/PDMS nanocomposites10.1007/s40820-019-0288-7 ↗
63. A hierarchically patterned, bioinspired e-skin able to detect the direction of applied pressure for robotics10.1126/scirobotics.aau6914 ↗
64. Highly sensitive flexible pressure sensors with microstructured rubber dielectric layers10.1038/nmat2834 ↗
65. Multimodal sensing with a three-dimensional piezoresistive structure10.1021/acsnano.9b02030 ↗
66. Multimodal capacitive and piezoresistive sensor for simultaneous measurement of multiple forces10.1021/acsami.0c04448 ↗
67. Artificial multimodal receptors based on ion relaxation dynamics10.1126/science.aba5132 ↗
68. Flexible multimodal sensor inspired by human skin based on hair-type flow, temperature, and pressure10.1088/2058-8585/ab8073 ↗
69. Salt fusion: an approach to improve pore interconnectivity within tissue engineering scaffolds10.1089/107632702753503045 ↗
70. Flexible substrate micro-crystalline silicon and gated amorphous silicon strain sensors10.1109/TED.2005.861727 ↗
71. Mechanics of encapsulated three-dimensional structures for simultaneous sensing of pressure and shear stress10.1016/j.jmps.2021.104400 ↗
72. Flexible multimodal sensing system based on a vertical stacking strategy for efficiently decoupling multiple signals10.1021/acs.nanolett.4c00046 ↗
73. Stretchable energy-harvesting tactile electronic skin capable of differentiating multiple mechanical stimuli modes10.1002/adma.201402574 ↗
74. Human skin-inspired integrated multidimensional sensors based on highly anisotropic structures10.1039/d0mh00922a ↗
75. On-skin ultrathin and stretchable multifunctional sensor for smart healthcare wearables10.1038/s41528-022-00140-4 ↗
76. Piezoresistive strain sensors and multiplexed arrays using assemblies of single-crystalline silicon nanoribbons on plastic substrates10.1109/ted.2011.2164923 ↗
77. Stretchable temperature-sensing circuits with strain suppression based on carbon nanotube transistors10.1038/s41928-018-0041-0 ↗
78. Extracting respiratory information from seismocardiogram signals acquired on the chest using a miniature accelerometer10.1088/0967-3334/33/10/1643 ↗
79. Reducing the impact of external vibrations on fiducial point detection in seismocardiogram signals10.1109/TBME.2021.3090376 ↗
80. An implantable device for wireless monitoring of diverse physio-behavioral characteristics in freely behaving small animals and interacting groups10.1016/j.neuron.2024.02.020 ↗
81. Automated, multiparametric monitoring of respiratory biomarkers and vital signs in clinical and home settings for COVID-19 patients10.1073/pnas.2026610118 ↗
82. Development of a miniaturized mechanoacoustic sensor for continuous, objective cough detection, characterization and physiologic monitoring in children with cystic fibrosis10.1109/JBHI.2024.3415479 ↗
83. A skin-conformable wireless sensor to objectively quantify symptoms of pruritus10.1126/sciadv.abf9405 ↗
84. Closed-loop network of skin-interfaced wireless devices for quantifying vocal fatigue and providing user feedback10.1073/pnas.2219394120 ↗
85. A review of convolutional neural network applied to fruit image processing10.3390/app10103443 ↗
86. Deep learning for environmentally robust speech recognition: an overview of recent developments10.1145/3178115 ↗
87. A wearable biosensing system with in-sensor adaptive machine learning for hand gesture recognition10.1038/s41928-020-00510-8 ↗
88. Deep learning and medical diagnosis: a review of literature10.3390/mti2030047 ↗
89. A survey of deep learning techniques for autonomous driving10.1002/rob.21918 ↗
90. Iontronic capacitance-enhanced flexible three-dimensional force sensor with ultrahigh sensitivity for machine-sensing interface10.1109/led.2023.3324086 ↗
91. Model complexity of deep learning: a survey10.1007/s10115-021-01605-0 ↗
92. Deep neural network regression‐assisted pressure sensor for decoupling thermal variations at different operating temperatures10.1002/aisy.202300186 ↗
93. Epidermal piezoresistive structure with deep learning-assisted data translation10.1038/s41528-022-00200-9 ↗
94. Stretchable silicon nanoribbon electronics for skin prosthesis10.1038/ncomms6747 ↗
95. Temperature decoupling of a hydrogel‐based strain sensor under a dynamic temperature field10.1002/admt.202300404 ↗
96. Densely connected convolutional networks
97. EfficientNet
98. Multiple dynamic impact signal identification method based on lightweight neural network with acceleration sensor10.1109/jsen.2023.3291754 ↗
99. A lightweight high-impact acceleration state reconstruction method for multibody dynamic systems by an extended kalman filter- aided time neural network10.1109/jsen.2024.3443632 ↗
100. Vital signal sensing and manipulation of a microscale organ with a multifunctional soft gripper10.1126/scirobotics.abi6774 ↗