Multimodal electronic textiles for intelligent human-machine interfaces

Abstract

Smart wearable electronic devices capable of information exchanging (such as human-machine interfaces) have developed into key carriers for the interconnection, intercommunication, and interaction between humans and machines. Multimodal electronic textiles that incorporate multifunctional sensors into daily clothing are an emerging technology to realize smart wearable electronics. This has greatly advanced human-machine interface technology by bridging the gap between wearing comfort and traditional wearable electronic devices, which will facilitate the rapid development and wide application of natural human-machine interfaces. In this article, we provide a comprehensive summary of the latest research progress on multimodal electronic textiles for intelligent human-machine interfaces. Firstly, we introduce the most representative electronic textile manufacturing strategies in terms of functional fiber preparation and multimodal textile forming. Then, we explore the multifunctional sensing capability of multimodal electronic textiles and emphasize their advanced applications in intelligent human-machine interfaces. Finally, we present new insights on the future research directions and the challenges faced in practical applications of multimodal electronic textiles.

Keywords

Electronic textiles / multimodal sensing / human-machine interfaces / intelligent applications

References

[1] Ilderem V.The technology underpinning 5G.Nat Electron2020;3:5-6

[2] Shi Q,Sun Z.Progress of advanced devices and internet of things systems as enabling technologies for smart homes and health care.ACS Mater Au2022;2:394-435 PMCID:PMC9928409

[3] Xiao X,Xiao X,Chen J.Machine-learning-aided self-powered assistive physical therapy devices.ACS Nano2021;15:18633-46

[4] Heng W,Gao W.Flexible electronics and devices as human-machine interfaces for medical robotics.Adv Mater2022;34:e2107902 PMCID:PMC9035141

[5] Yu Y,Solomon SA.All-printed soft human-machine interface for robotic physicochemical sensing.Sci Robot2022;7:eabn0495 PMCID:PMC9302713

[6] Wang K,Gong S,Wang SJ.Nanowire-based soft wearable human-machine interfaces for future virtual and augmented reality applications.Adv Funct Mater2021;31:2008347

[7] Duan S,Hong J.Water-modulated biomimetic hyper-attribute-gel electronic skin for robotics and skin-attachable wearables.ACS Nano2023:1355-71

[8] Sun Z,Shan X.Augmented tactile-perception and haptic-feedback rings as human-machine interfaces aiming for immersive interactions.Nat Commun2022;13:5224 PMCID:PMC9445040

[9] Alagumalai A,Mahian O.Self-powered sensing systems with learning capability.Joule2022;6:1475-500

[10] Yu X,Yu Y.Skin-integrated wireless haptic interfaces for virtual and augmented reality.Nature2019;575:473-9

[11] Yang JC,Kwon SY,Bao Z.Electronic skin: recent progress and future prospects for skin-attachable devices for health monitoring, robotics, and prosthetics.Adv Mater2019;31:e1904765

[12] Yin R,Zhao S,Shen G.Wearable sensors-enabled human-machine interaction systems: from design to application.Adv Funct Mater2021;31:2008936

[13] Wei X,Yue W.A high-accuracy, real-time, intelligent material perception system with a machine-learning-motivated pressure-sensitive electronic skin.Matter2022;5:1481-501

[14] Duan S,Hong J.A skin-beyond tactile sensor as interfaces between the prosthetics and biological systems.Nano Energy2022;102:107665

[15] Zhu M,Chen T.Low cost exoskeleton manipulator using bidirectional triboelectric sensors enhanced multiple degree of freedom sensory system.Nat Commun2021;12:2692 PMCID:PMC8113469

[16] Guo X,Zhang Z.Artificial intelligence-enabled caregiving walking stick powered by ultra-low-frequency human motion.ACS Nano2021;15:19054-69

[17] Niu H,Li Y.Cocklebur-inspired “branch-seed-spininess” 3D hierarchical structure bionic electronic skin for intelligent perception.Nano Energy2023;107:108144

[18] Shi Z,Shi X.Morphological engineering of sensing materials for flexible pressure sensors and artificial intelligence applications.Nanomicro Lett2022;14:141 PMCID:PMC9256895

[19] Niu H,Gao S.Perception-to-cognition tactile sensing based on artificial-intelligence-motivated human full-skin bionic electronic skin.Adv Mater2022;34:e2202622

[20] Sim K,Zou Z.Metal oxide semiconductor nanomembrane-based soft unnoticeable multifunctional electronics for wearable human-machine interfaces.Sci Adv2019;5:eaav9653 PMCID:PMC6677552

[21] Niu H,Yue W.Micro-nano processing of active layers in flexible tactile sensors via template methods: a review.Small2021;17:e2100804

[22] Xiong J,Lee PS.Functional fibers and fabrics for soft robotics, wearables, and human-robot interface.Adv Mater2021;33:e2002640

[23] Liu S,Yang B,Tao X.Textile electronics for VR/AR applications.Adv Funct Mater2021;31:2007254

[24] Shi X,Zhai P.Large-area display textiles integrated with functional systems.Nature2021;591:240-5

[25] Shen S,Sun Z.Human machine interface with wearable electronics using biodegradable triboelectric films for calligraphy practice and correction.Nanomicro Lett2022;14:225 PMCID:PMC9666580

[26] He J,Jiang H.Scalable production of high-performing woven lithium-ion fibre batteries.Nature2021;597:57-63

[27] Wu R,Lin Z,Ma L.Industrial fabrication of 3D braided stretchable hierarchical interlocked fancy-yarn triboelectric nanogenerator for self-powered smart fitness system.Adv Energy Mater2022;12:2201288

[28] Gaubert V,Weimmerskirch-Aubatin J.Toward autonomous wearable triboelectric systems integrated on textiles.iScience2022;25:105264 PMCID:PMC9636050

[29] Zhang Y,Zhang Y,Yong KT.Elastic fibers/fabrics for wearables and bioelectronics.Adv Sci2022;9:e2203808 PMCID:PMC9762321

[30] Xu F,Lan C.3D arch-structured and machine-knitted triboelectric fabrics as self-powered strain sensors of smart textiles.Nano Energy2023;109:108312

[31] Zhi C,Zhang S.Bioinspired all-fibrous directional moisture-wicking electronic skins for biomechanical energy harvesting and all-range health sensing.Nanomicro Lett2023;15:60 PMCID:PMC9981859

[32] Wang L,Qi X.Customizable textile sensors based on helical core-spun yarns for seamless smart garments.Langmuir2021;37:3122-9

[33] Cui X,Wang R.Fibrous triboelectric nanogenerators: fabrication, integration, and application.J Mater Chem A2022;10:15881-905

[34] Dong K,Cheng R.Advances in high-performance autonomous energy and self-powered sensing textiles with novel 3D fabric structures.Adv Mater2022;34:e2109355

[35] Dong K,Wang ZL.Fiber/fabric-based piezoelectric and triboelectric nanogenerators for flexible/stretchable and wearable electronics and artificial intelligence.Adv Mater2020;32:e1902549

[36] Libanori A,Zhao X,Chen J.Smart textiles for personalized healthcare.Nat Electron2022;5:142-56

[37] Chen G,Zhao X,Bick M.Electronic textiles for wearable point-of-care systems.Chem Rev2022;122:3259-91

[38] Tat T,Zhao X,Xu J.Smart textiles for healthcare and sustainability.ACS Nano2022;16:13301-13

[39] Meena JS,Jung SB.Electronic textiles: new age of wearable technology for healthcare and fitness solutions.Mater Today Bio2023;19:100565 PMCID:PMC9932217

[40] Guo Y,Gao S,Li Y.Recent advances in carbon material-based multifunctional sensors and their applications in electronic skin systems.Adv Funct Mater2021;31:2104288

[41] Lai Y,Wu H.Elastic multifunctional liquid-metal fibers for harvesting mechanical and electromagnetic energy and as self-powered sensors.Adv Energy Mater2021;11:2100411

[42] Wang T,Zhou X.Reconfigurable neuromorphic memristor network for ultralow-power smart textile electronics.Nat Commun2022;13:7432 PMCID:PMC9718838

[43] Zhang J,Zhou J.Multi-functional STF-based yarn for human protection and wearable systems.Chem Eng J2023;453:139869

[44] Yang Y,Wen Z.Liquid-metal-based super-stretchable and structure-designable triboelectric nanogenerator for wearable electronics.ACS Nano2018;12:2027-34

[45] Zhou Z,Cai Z.Single-layered ultra-soft washable smart textiles for all-around ballistocardiograph, respiration, and posture monitoring during sleep.Biosens Bioelectron2020;155:112064

[46] Lan L,Yao Y,Ying Y.A stretchable and conductive fiber for multifunctional sensing and energy harvesting.Nano Energy2021;84:105954

[47] Qu Y,Page AG.Superelastic multimaterial electronic and photonic fibers and devices via thermal drawing.Adv Mater2018;30:e1707251

[48] Tong Y,Kim J,Jia X.3D printed stretchable triboelectric nanogenerator fibers and devices.Nano Energy2020;75:104973

[49] Zhao H,Ma Y.Wearable sunlight-triggered bimorph textile actuators.Nano Lett2021;21:8126-34

[50] Dong K,Deng J.A highly stretchable and washable all-yarn-based self-charging knitting power textile composed of fiber triboelectric nanogenerators and supercapacitors.ACS Nano2017;11:9490-9

[51] Lin R,Achavananthadith S.Digitally-embroidered liquid metal electronic textiles for wearable wireless systems.Nat Commun2022;13:2190 PMCID:PMC9023486

[52] Peng X,Ye C.A breathable, biodegradable, antibacterial, and self-powered electronic skin based on all-nanofiber triboelectric nanogenerators.Sci Adv2020;6:eaba9624 PMCID:PMC7319766

[53] Ouyang Z,Liu J.Bottom-up reconstruction of smart textiles with hierarchical structures to assemble versatile wearable devices for multiple signals monitoring.Nano Energy2022;104:107963

[54] Jiang F,Lv J.Stretchable, breathable, and stable lead-free perovskite/polymer nanofiber composite for hybrid triboelectric and piezoelectric energy harvesting.Adv Mater2022;34:e2200042

[55] Liang X,Li H.Hydrophilic, breathable, and washable graphene decorated textile assisted by silk sericin for integrated multimodal smart wearables.Adv Funct Mater2022;32:2200162

[56] Zhang Z,Zhu M.Deep learning-enabled triboelectric smart socks for IoT-based gait analysis and VR applications.NPJ Flex Electron2020;4

[57] Dong K,An J.Shape adaptable and highly resilient 3D braided triboelectric nanogenerators as e-textiles for power and sensing.Nat Commun2020;11:2868 PMCID:PMC7280288

[58] Zhang Q,Li H.Ultra-endurance coaxial-fiber stretchable sensing systems fully powered by sunlight.Nano Energy2019;60:267-74

[59] Jing T,Yang Y.Organogel electrode based continuous fiber with large-scale production for stretchable triboelectric nanogenerator textiles.Nano Energy2021;84:105867

[60] Yang E,Chur LK.Nanofibrous smart fabrics from twisted yarns of electrospun piezopolymer.ACS Appl Mater Interf2017;9:24220-9

[61] Wu G,Zhang Z.High performance stretchable fibrous supercapacitors and flexible strain sensors based on CNTs/MXene-TPU hybrid fibers.Electrochim Acta2021;395:139141

[62] Loke G,Khudiyev T,Fink Y.Recent progress and perspectives of thermally drawn multimaterial fiber electronics.Adv Mater2020;32:e1904911

[63] Chen Y,Ouyang R.3D printed stretchable smart fibers and textiles for self-powered e-skin.Nano Energy2021;84:105866

[64] Khan AQ,Li J.Spider silk supercontraction-inspired cotton-hydrogel self-adapting textiles.Adv Fiber Mater2022;4:1572-83

[65] Gan L,Lu H.A large-scalable spraying-spinning process for multifunctional electronic yarns.SmartMat2023;4

[66] Mi H,Tang X.Electroluminescent fabric woven by ultrastretchable fibers for arbitrarily controllable pattern display.ACS Appl Mater Interf2021;13:11260-7

[67] Park Y,Lee J.Reduced graphene oxide-based artificial synapse yarns for wearable textile device applications.Adv Funct Mater2018;28:1804123

[68] Chen C,Wu Z.3D double-faced interlock fabric triboelectric nanogenerator for bio-motion energy harvesting and as self-powered stretching and 3D tactile sensors.Mater Today2020;32:84-93

[69] Park J,Lee CJ,Kim YT.Highly stretchable fiber-based single-electrode triboelectric nanogenerator for wearable devices.RSC Adv2017;7:54829-34

[70] Liu R,Li M.MXene-coated air-permeable pressure-sensing fabric for smart wear.ACS Appl Mater Interf2020;12:46446-54

[71] Kim J,Jang G,Park MH.1D stretchable block copolymer yarn-based energy harvesters via BaTiO₃/polydimethylsiloxane composite-carbon conductive ink.Adv Energy Mater2020;10:1903217

[72] Jing T,Xin JH,Yang Y.Series to parallel structure of electrode fiber: an effective method to remarkably reduce inner resistance of triboelectric nanogenerator textiles.J Mater Chem A2021;9:12331-9

[73] Wang W,Liu X.Large-scale fabrication of robust textile triboelectric nanogenerators.Nano Energy2020;71:104605

[74] Li L,Fan H.Scalable fluid-spinning nanowire-based inorganic semiconductor yarns for electrochromic actuators.Mater Horiz2021;8:1711-21

[75] Gao Y,Xu B.Scalable core-spun coating yarn-based triboelectric nanogenerators with hierarchical structure for wearable energy harvesting and sensing via continuous manufacturing.Nano Energy2022;91:106672

[76] Yang Y,Gao Y.Conductive composite fiber with customizable functionalities for energy harvesting and electronic textiles.ACS Appl Mater Interf2021;13:49927-35

[77] He Q,Feng Z.An all-textile triboelectric sensor for wearable teleoperated human-machine interaction.J Mater Chem A2019;7:26804-11

[78] Tang J,Ma S,Pan Z.Flexible strain sensor based on CNT/TPU composite nanofiber yarn for smart sports bandage.Compos B Eng2022;232:109605

[79] Zhou M,Ma L.Continuously fabricated nano/micro aligned fiber based waterproof and breathable fabric triboelectric nanogenerators for self-powered sensing systems.Nano Energy2022;104:107885

[80] Pinto TV,Guedes A.Photochromic polypropylene fibers based on UV-responsive silica@phosphomolybdate nanoparticles through melt spinning technology.Chem Eng J2018;350:856-66

[81] Choi W,Yu W.Graphite fiber electrode by continuous wet-spinning.ACS Appl Energy Mater2022;5:8963-72

[82] Zhang D,Gong W.Abrasion resistant/waterproof stretchable triboelectric yarns based on fermat spirals.Adv Mater2021;33:e2100782

[83] Ma L,Wu R.Continuous and scalable manufacture of hybridized nano-micro triboelectric yarns for energy harvesting and signal sensing.ACS Nano2020;14:4716-26

[84] Probst H,Nocke A,Zimmermann M.Melt spinning of highly stretchable, electrically conductive filament yarns.Polymers2021;13:590 PMCID:PMC7920307

[85] Wang Q,Yin E.Melt spinning of low-cost activated carbon fiber with a tunable pore structure for high-performance flexible supercapacitors.ACS Appl Energy Mater2020;3:9360-8

[86] Cho SY,Choi J.Continuous meter-scale synthesis of weavable tunicate cellulose/carbon nanotube fibers for high-performance wearable sensors.ACS Nano2019;13:9332-41

[87] Dong C,Das Gupta T.High-efficiency super-elastic liquid metal based triboelectric fibers and textiles.Nat Commun2020;11:3537 PMCID:PMC7363815

[88] Loke G,Wang B.Digital electronics in fibres enable fabric-based machine-learning inference.Nat Commun2021;12:3317 PMCID:PMC8175338

[89] Wang Z,Wang Z.Designer patterned functional fibers via direct imprinting in thermal drawing.Nat Commun2020;11:3842 PMCID:PMC7395721

[90] Yan W,Xiang Y.Thermally drawn advanced functional fibers: new frontier of flexible electronics.Mater Today2020;35:168-94

[91] Marion JS,Cheung H,Anikeeva P.Thermally drawn highly conductive fibers with controlled elasticity.Adv Mater2022;34:e2201081

[92] Zhang T,Zhang J.High-performance, flexible, and ultralong crystalline thermoelectric fibers.Nano Energy2017;41:35-42

[93] Zheng L,Wu B,Sun S.Conductance-stable liquid metal sheath-core microfibers for stretchy smart fabrics and self-powered sensing.Sci Adv2021;7 PMCID:PMC8163087

[94] Wu Y,Sun Z.Highly integrated, scalable manufacturing and stretchable conductive core/shell fibers for strain sensing and self-powered smart textiles.Nano Energy2022;98:107240

[95] Ding X,Shang L.Histidine-triggered go hybrid hydrogels for microfluidic 3D printing.ACS Nano2022;16:19533-42

[96] Fan W,Meng K.Machine-knitted washable sensor array textile for precise epidermal physiological signal monitoring.Sci Adv2020;6:eaay2840 PMCID:PMC7069695

[97] Ye C,Ren J.Ultrastable and high-performance silk energy harvesting textiles.Nanomicro Lett2019;12:12 PMCID:PMC7770758

[98] Zhang X,Shao Z.A moisture-wicking passive radiative cooling hierarchical metafabric.ACS Nano2022;16:2188-97

[99] Wei Y,Hou C,Li Y.Independent dual-responsive Janus chromic fibers.Sci China Mater2021;64:1770-9

[100] Zhong W,Jiang H.Full-textile human motion detection systems integrated by facile weaving with hierarchical core-shell piezoresistive yarns.ACS Appl Mater Interf2021:52901-11

[101] Gong W,Yang W.Scalable and reconfigurable green electronic textiles with personalized comfort management.ACS Nano2022;16:12635-44

[102] Zeng S,Su M.Hierarchical-morphology metafabric for scalable passive daytime radiative cooling.Science2021;373:692-6

[103] Choi HW,Yang J.Smart textile lighting/display system with multifunctional fibre devices for large scale smart home and IoT applications.Nat Commun2022;13:814 PMCID:PMC8831553

[104] Peng Y,Xiao C.Hierarchically structured and scalable artificial muscles for smart textiles.ACS Appl Mater Interf2021;13:54386-95

[105] Yang Q,Yin J,Yang Y.Understanding the origin of tensile response in a graphene textile strain sensor with negative differential resistance.ACS Nano2022;16:14230-8

[106] Uzun S,Stoltzfus AL.Knittable and washable multifunctional MXene-coated cellulose yarns.Adv Funct Mater2019;29:1905015

[107] Yu A,Li Z,Zhang Y.Large-scale smart carpet for self-powered fall detection.Adv Mater Technol2020;5:1900978

[108] Peng X,Ning C.All-nanofiber self-powered skin-interfaced real-time respiratory monitoring system for obstructive sleep apnea-hypopnea syndrome diagnosing.Adv Funct Mater2021;31:2103559

[109] Yang W,Hou C.All-fiber tribo-ferroelectric synergistic electronics with high thermal-moisture stability and comfortability.Nat Commun2019;10:5541 PMCID:PMC6895236

[110] Zhang JH,Xu J.Versatile self-assembled electrospun micropyramid arrays for high-performance on-skin devices with minimal sensory interference.Nat Commun2022;13:5839 PMCID:PMC9530173

[111] Gong W,Yang W.Wicking-polarization-induced water cluster size effect on triboelectric evaporation textiles.Adv Mater2021;33:e2007352

[112] Guo Y,Li Y.Wearable hybrid device capable of interactive perception with pressure sensing and visualization.Adv Funct Mater2022;32:2203585

[113] Zhang Y,Hou X.Highly stable flexible pressure sensors with a quasi-homogeneous composition and interlinked interfaces.Nat Commun2022;13:1317 PMCID:PMC8913661

[114] Niu H,Yue W,Zhou W.Highly morphology-controllable and highly sensitive capacitive tactile sensor based on epidermis-dermis-inspired interlocked asymmetric-nanocone arrays for detection of tiny pressure.Small2020;16:e1904774

[115] Duan S,Wang Z.Conductive porous MXene for bionic, wearable, and precise gesture motion sensors.Research2021;2021:9861467 PMCID:PMC8212815

[116] Shi X,Zhu Y.Pushing detectability and sensitivity for subtle force to new limits with shrinkable nanochannel structured aerogel.Nat Commun2022;13:1119 PMCID:PMC8891261

[117] Gou GY,Jian JM.Two-stage amplification of an ultrasensitive MXene-based intelligent artificial eardrum.Sci Adv2022;8:eabn2156 PMCID:PMC8967234

[118] Jung YH,Wang HS.Flexible piezoelectric acoustic sensors and machine learning for speech processing.Adv Mater2020;32:e1904020

[119] Park J,Chae H.Frequency-selective acoustic and haptic smart skin for dual-mode dynamic/static human-machine interface.Sci Adv2022;8:eabj9220 PMCID:PMC8956263

[120] Kim DW,Hwang G.Conformably skin-adherent piezoelectric patch with bioinspired hierarchically arrayed microsuckers enables physical energy amplification.ACS Energy Lett2022;7:1820-7

[121] Luo J,Wang ZL.The triboelectric nanogenerator as an innovative technology toward intelligent sports.Adv Mater2021;33:e2004178

[122] Qu X,Tan P.Artificial tactile perception smart finger for material identification based on triboelectric sensing.Sci Adv2022;8:eabq2521 PMCID:PMC9355359

[123] Yin L,Kim KN.A stretchable epidermal sweat sensing platform with an integrated printed battery and electrochromic display.Nat Electron2022;5:694-705

[124] Wang M,Min J.A wearable electrochemical biosensor for the monitoring of metabolites and nutrients.Nat Biomed Eng2022;6:1225-35

[125] Sempionatto JR,Mahato K,Gao W.Wearable chemical sensors for biomarker discovery in the omics era.Nat Rev Chem2022;6:899-915

[126] Zhang T,Hu C.Self-powered stretchable sensor arrays exhibiting magnetoelasticity for real-time human-machine interaction.Adv Mater2022;:e2203786

[127] Zhao Y,Zhang X.Fully flexible electromagnetic vibration sensors with annular field confinement origami magnetic membranes.Adv Funct Mater2020;30:2001553

[128] Chen K,Du Z.CoFe₂O₄ embedded bacterial cellulose for flexible, biodegradable, and self-powered electromagnetic sensor.Nano Energy2022;102:107740

[129] Chen L,Jin L.Stretchable negative Poisson’s ratio yarn for triboelectric nanogenerator for environmental energy harvesting and self-powered sensor.Energy Environ Sci2021;14:955-64

[130] Anwar S,Jiang S,Rocha PRF.Piezoelectric nylon-11 fibers for electronic textiles, energy harvesting and sensing.Adv Funct Mater2021;31:2004326

[131] Cherenack K,Kinkeldei T,Tröster G.Woven electronic fibers with sensing and display functions for smart textiles.Adv Mater2010;22:5178-82

[132] Yin F,Peng H.Flexible and highly sensitive artificial electronic skin based on graphene/polyamide interlocking fabric.J Mater Chem C2018;6:6840-6

[133] Song Y,Mu C.Carbon nanotube-modified fabric for wearable smart electronic-skin with exclusive normal-tangential force sensing ability.Adv Mater Technol2019;4:1800680

[134] Yu Q,Bi S.Ti₃C₂T_x@nonwoven fabric composite: promising MXene-coated fabric for wearable piezoresistive pressure sensors.ACS Appl Mater Interf2022;14:9632-43

[135] Atalay O,Husain MD.Textile-based weft knitted strain sensors: effect of fabric parameters on sensor properties.Sensors2013;13:11114-27 PMCID:PMC3812645

[136] Cai G,Xu Z,Tang B.Flexible and wearable strain sensing fabrics.Chem Eng J2017;325:396-403

[137] Husain MD,Dias T.Design and fabrication of temperature sensing fabric.J Ind Text2014;44:398-417

[138] Xing H,Lu Y.MXene/MWCNT electronic fabric with enhanced mechanical robustness on humidity sensing for real-time respiration monitoring.Sens Actuators B Chem2022;361:131704

[139] Rauf S,Andrés MA.Highly selective metal-organic framework textile humidity sensor.ACS Appl Mater Interf2020;12:29999-30006 PMCID:PMC7467549

[140] Ma L,Patil A.Full-textile wireless flexible humidity sensor for human physiological monitoring.Adv Funct Mater2019;29:1904549

[141] Nan N,You X.A stretchable, highly sensitive, and multimodal mechanical fabric sensor based on electrospun conductive nanofiber yarn for wearable electronics.Adv Mater Technol2019;4:1800338

[142] Ge J,Zhang FR.A stretchable electronic fabric artificial skin with pressure-, lateral strain-, and flexion-sensitive properties.Adv Mater2016;28:722-8

[143] Kim T,Samuel EP.Supersonically sprayed washable, wearable, stretchable, hydrophobic, and antibacterial rGO/AgNW fabric for multifunctional sensors and supercapacitors.ACS Appl Mater Interf2021;13:10013-25

[144] Zhou Z,Li X.Sign-to-speech translation using machine-learning-assisted stretchable sensor arrays.Nat Electron2020;3:571-8

[145] Cheng B.Scalable fabrication of kevlar/Ti₃C₂T_x MXene intelligent wearable fabrics with multiple sensory capabilities.ACS Nano2021;15:8676-85

[146] Wu R,Hou C.Silk composite electronic textile sensor for high space precision 2D combo temperature-pressure sensing.Small2019;15:e1901558

[147] Yang S,Wen N.All-fabric-based multifunctional textile sensor for detection and discrimination of humidity, temperature, and strain stimuli.J Mater Chem C2021;9:13789-98

[148] Su Y,Pan H.Muscle fibers inspired high-performance piezoelectric textiles for wearable physiological monitoring.Adv Funct Mater2021;31:2010962

[149] Chen J,Hu J.Ultrafast-response/recovery flexible piezoresistive sensors with DNA-like double helix yarns for epidermal pulse monitoring.Adv Mater2022;34:e2104313

[150] Kim SJ,Ahn J.A new architecture for fibrous organic transistors based on a double-stranded assembly of electrode microfibers for electronic textile applications.Adv Mater2019;31:e1900564

[151] Lee HJ,Yoon HN,Park KS.Heart rate variability monitoring during sleep based on capacitively coupled textile electrodes on a bed.Sensors2015;15:11295-311 PMCID:PMC4481948

[152] Bashir T,Persson N,Skrifvars M.Stretch sensing properties of conductive knitted structures of PEDOT-coated viscose and polyester yarns.Text Res J2014;84:323-34

[153] Jin H,Lee S,Yokota T.Enhancing the performance of stretchable conductors for e-textiles by controlled ink permeation.Adv Mater2017;29:1605848

[154] Kim R.Effectiveness of the smart healthcare glove system for elderly persons with hypertension: healthcare system for the elderly.Hum Factors Man2013;23:198-212

[155] Meng K,Zhou Y.A wireless textile-based sensor system for self-powered personalized health care.Matter2020;2:896-907

[156] Chen G,Andalib S.Discovering giant magnetoelasticity in soft matter for electronic textiles.Matter2021;4:3725-40 PMCID:PMC9281417

[157] Gi SO,Koo HR.Application of a textile-based inductive sensor for the vital sign monitoring.J Electr Eng Technol2015;10:364-71

[158] Wicaksono I,Sun T.A tailored, electronic textile conformable suit for large-scale spatiotemporal physiological sensing in vivo.NPJ Flex Electron2020;4 PMCID:PMC7222957

[159] Liu M,Jiang C.Large-area all-textile pressure sensors for monitoring human motion and physiological signals.Adv Mater2017;29:1703700

[160] Jeong H,Xu S.Continuous on-body sensing for the COVID-19 pandemic: gaps and opportunities.Sci Adv2020;6 PMCID:PMC7467694

[161] Dong J,Peng Y.Ultra-stretchable and superhydrophobic textile-based bioelectrodes for robust self-cleaning and personal health monitoring.Nano Energy2022;97:107160

[162] Parrilla M,Jeerapan I,Wang J.A textile-based stretchable multi-ion potentiometric sensor.Adv Healthc Mater2016;5:996-1001 PMCID:PMC4936408

[163] Wang L,Zhang Y.Weaving sensing fibers into electrochemical fabric for real-time health monitoring.Adv Funct Mater2018;28:1804456

[164] Wang L,Wang Z.Functionalized helical fibre bundles of carbon nanotubes as electrochemical sensors for long-term in vivo monitoring of multiple disease biomarkers.Nat Biomed Eng2020;4:159-71

[165] Zhao Z,Chen L.A thread/fabric-based band as a flexible and wearable microfluidic device for sweat sensing and monitoring.Lab Chip2021;21:916-32

[166] Zhao Z,Dong Y,Li Z.Core-shell structured gold nanorods on thread-embroidered fabric-based microfluidic device for Ex Situ detection of glucose and lactate in sweat.Sens Actuators B Chem2022;353:131154

[167] Coppedè N,Villani M,Iannotta S.Human stress monitoring through an organic cotton-fiber biosensor.J Mater Chem B2014;2:5620-6

[168] Gao Z,Chen S.Fiber gas sensor-integrated smart face mask for room-temperature distinguishing of target gases.Nano Res2018;11:511-9

[169] Gualandi I,Achilli A,Bonfiglio A.Textile organic electrochemical transistors as a platform for wearable biosensors.Sci Rep2016;6:33637 PMCID:PMC5035988

[170] Wu R,Patil A.Graphene decorated carbonized cellulose fabric for physiological signal monitoring and energy harvesting.J Mater Chem A2020;8:12665-73

[171] Zhang X,Ma R.High-performance multimodal smart textile for artificial sensation and health monitoring.Nano Energy2022;103:107778

[172] Jin H,Lee S.Highly durable nanofiber-reinforced elastic conductors for skin-tight electronic textiles.ACS Nano2019;13:7905-12

[173] Kapoor A,Chatterjee K.Toward fully manufacturable, fiber assembly-based concurrent multimodal and multifunctional sensors for e-textiles.Adv Mater Technol2019;4:1800281

[174] Gao W,Nyein HYY.Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis.Nature2016;529:509-14 PMCID:PMC4996079

[175] Kim D,Lee H.Body-attachable and stretchable multisensors integrated with wirelessly rechargeable energy storage devices.Adv Mater2016;28:748-56

[176] Tang X,Zhang T.A low-cost polyaniline@textile-based multifunctional sensor for simultaneously detecting tactile and olfactory stimuli.Macromol Mater Eng2018;303:1800340

[177] Zhou Y,Xu J.Giant magnetoelastic effect in soft systems for bioelectronics.Nat Mater2021;20:1670-6

[178] Fang Y,Xu J.Ambulatory cardiovascular monitoring via a machine-learning-assisted textile triboelectric sensor.Adv Mater2021;33:e2104178

[179] Homayounfar SZ,Kiaghadi A.Multimodal smart eyewear for longitudinal eye movement tracking.Matter2020;3:1275-93

[180] Zhao X,Xu J.Soft fibers with magnetoelasticity for wearable electronics.Nat Commun2021;12:6755 PMCID:PMC8604991

[181] Wei Y,Wang Y.Graphene-based multifunctional textile for sensing and actuating.ACS Nano2021;15:17738-47

[182] Li Y,Chen JY,Liu Q.Sensing performance of knitted strain sensor on two-dimensional and three-dimensional surfaces.Mater Des2021;197:109273

[183] Luo Y,Sharma P.Learning human-environment interactions using conformal tactile textiles.Nat Electron2021;4:193-201

[184] Yue X,Wang X.Highly stretchable and durable fiber-shaped strain sensor with porous core-sheath structure for human motion monitoring.Compos Sci Technol2020;189:108038

[185] Sharma S,Maharjan P.Polyaniline-nanospines engineered nanofibrous membrane based piezoresistive sensor for high-performance electronic skins.Nano Energy2022;95:106970

[186] Hu X,Xu T.Multiscale disordered porous fibers for self-sensing and self-cooling integrated smart sportswear.ACS Nano2020;14:559-67

[187] Lan B,Cheng Y.Scalable, stretchable and washable triboelectric fibers for self-powering human-machine interaction and cardiopulmonary resuscitation training.Nano Energy2022;102:107737

[188] Li S,Li F.Self-powered stretchable strain sensors for motion monitoring and wireless control.Nano Energy2022;92:106754

[189] Ding T,Zhou Y.Scalable thermoelectric fibers for multifunctional textile-electronics.Nat Commun2020;11:6006 PMCID:PMC7693281

[190] Duan S,Zhang C.Machine-learned, waterproof MXene fiber-based glove platform for underwater interactivities.Nano Energy2022;91:106650

[191] Duan S,Lin Y.Highly durable machine-learned waterproof electronic glove based on low-cost thermal transfer printing for amphibious wearable applications.Nano Res2022;

[192] Dong B,Shi Q.Wearable triboelectric-human-machine interface (THMI) using robust nanophotonic readout.ACS Nano2020;14:8915-30

[193] Liu Z,Yi Y.Flexible strain sensing percolation networks towards complicated wearable microclimate and multi-direction mechanical inputs.Nano Energy2022;99:107444

[194] Veeramuthu L,Venkatesan M.Muscle fibers inspired electrospun nanostructures reinforced conductive fibers for smart wearable optoelectronics and energy generators.Nano Energy2022;101:107592

[195] Wu R,Ma L,Kim T.Full-fiber auxetic-interlaced yarn sensor for sign-language translation glove assisted by artificial neural network.Nanomicro Lett2022;14:139 PMCID:PMC9249965

[196] Yang W,Gu W.Self-powered interactive fiber electronics with visual-digital synergies.Adv Mater2021;33:e2104681

[197] Zhang L,Liao Y.A self-protective, reproducible textile sensor with high performance towards human-machine interactions.J Mater Chem A2019;7:26631-40

[198] Bai Z,Zhang Z.Constructing highly tribopositive elastic yarn through interfacial design and assembly for efficient energy harvesting and human-interactive sensing.Nano Energy2022;94:106956

[199] Yang Y,Zhang Z,Salam B.Robust triboelectric information-mat enhanced by multi-modality deep learning for smart home.InfoMat2023;5

[200] Zhu M,Zhang Z.Haptic-feedback smart glove as a creative human-machine interface (HMI) for virtual/augmented reality applications.Sci Adv2020;6:eaaz8693 PMCID:PMC7209995

[201] Sun Z,Zhang Z.Artificial intelligence of things (AIoT) enabled virtual shop applications using self-powered sensor enhanced soft robotic manipulator.Adv Sci2021;8:e2100230 PMCID:PMC8292889

[202] Shi Q,Yang Y,Salam B.Artificial intelligence of things (AIoT) enabled floor monitoring system for smart home applications.ACS Nano2021;15:18312-26

[203] Ma S,Li P.Optical micro/nano fibers enabled smart textiles for human-machine interface.Adv Fiber Mater2022;4:1108-17

[204] Wen F,He T.AI enabled sign language recognition and VR space bidirectional communication using triboelectric smart glove.Nat Commun2021;12:5378 PMCID:PMC8433305

[205] Wen F,He T.Machine learning glove using self-powered conductive superhydrophobic triboelectric textile for gesture recognition in VR/AR applications.Adv Sci2020;7:2000261 PMCID:PMC7375248

[206] Choi S,Lee S.Conductive hierarchical hairy fibers for highly sensitive, stretchable, and water-resistant multimodal gesture-distinguishable sensor, VR applications.Adv Funct Mater2019;29:1905808

[207] Dong B,Yang Y,Zhang Z.Technology evolution from self-powered sensors to AIoT enabled smart homes.Nano Energy2021;79:105414

[208] Zhang Z,He T.Artificial intelligence of toilet (AI-Toilet) for an integrated health monitoring system (IHMS) using smart triboelectric pressure sensors and image sensor.Nano Energy2021;90:106517

[209] Shi Q,He T.Deep learning enabled smart mats as a scalable floor monitoring system.Nat Commun2020;11:4609 PMCID:PMC7490371

[210] Zhao Y,Hou N.Self-powered sensor integration system based on thorn-like polyaniline composites for smart home applications.Nano Energy2022;104:107966

[211] Xu F,Liu G.Scalable fabrication of stretchable and washable textile triboelectric nanogenerators as constant power sources for wearable electronics.Nano Energy2021;88:106247

[212] He E,Wang X.3D angle-interlock woven structural wearable triboelectric nanogenerator fabricated with silicone rubber coated graphene oxide/cotton composite yarn.Compos B Eng2020;200:108244

[213] Ma L,Liu S.A machine-fabricated 3D honeycomb-structured flame-retardant triboelectric fabric for fire escape and rescue.Adv Mater2020;32:e2003897

[214] Niu L,Chen L.Industrial production of bionic scales knitting fabric-based triboelectric nanogenerator for outdoor rescue and human protection.Nano Energy2022;97:107168

[215] Zhang H,Shang S.A high-performance, biocompatible, and degradable piezoresistive-triboelectric hybrid device for cross-scale human activities monitoring and self-powered smart home system.Nano Energy2022;102:107687

[216] Chen M,Jian A.Imperceptible, designable, and scalable braided electronic cord.Nat Commun2022;13:7097 PMCID:PMC9675780

[217] Fu M,Jin Y,Huang S.A highly sensitive, reliable, and high-temperature-resistant flexible pressure sensor based on ceramic nanofibers.Adv Sci2020;7:2000258 PMCID:PMC7507114

[218] Niu H,Kim E.Advances in flexible sensors for intelligent perception system enhanced by artificial intelligence.InfoMat2023:e12412

[219] Zhu M,Luo Y.A mechanically interlocking strategy based on conductive microbridges for stretchable electronics.Adv Mater2022;34:e2101339

[220] Yuan Z,Gao W.Flexible and stretchable strategies for electronic skins: materials, structure, and integration.ACS Appl Electron Mater2022;4:1-26

[221] Zhao C,Tang G.Ionic flexible sensors: mechanisms, materials, structures, and applications.Adv Funct Mater2022;32:2110417

[222] Yao S,Song R.Nanomaterial-enabled flexible and stretchable sensing systems: processing, integration, and applications.Adv Mater2020;32:e1902343

[223] Wang T,Chen L.Large-scale production of the 3D warp knitted terry fabric triboelectric nanogenerators for motion monitoring and energy harvesting.Nano Energy2023;109:108309

[224] Duan S,Lin Y.Waterproof mechanically robust multifunctional conformal sensors for underwater interactive human-machine interfaces.Adv Intell Syst2021;3:2100056

[225] Yang Y,Zhang N.A non-printed integrated-circuit textile for wireless theranostics.Nat Commun2021;12:4876 PMCID:PMC8361012

[226] de Medeiros M, Goswami D, Chanci D, Moreno C, Martinez RV. Washable, breathable, and stretchable e-textiles wirelessly powered by omniphobic silk-based coils.Nano Energy2021;87:106155

[227] Praveen S,Ho CW.3D-printed twisted yarn-type Li-ion battery towards smart fabrics.Energy Stor Mater2021;41:748-57

[228] Li D,Chen X,Huang W.3D wearable fabric-based micro-supercapacitors with ultra-high areal capacitance.Adv Funct Mater2021;31:2107484

[229] Rafique A,Abbas G.Recent advances and challenges toward application of fibers and textiles in integrated photovoltaic energy storage devices.Nanomicro Lett2023;15:40 PMCID:PMC9860006

[230] Duan S,Wu J.Multimodal sensors and ML-based data fusion for advanced robots.Adv Intell Syst2022;4:2200213

[231] Zhu M,Lee C.Technologies toward next generation human machine interfaces: From machine learning enhanced tactile sensing to neuromorphic sensory systems.Appl Phys Rev2020;7:031305