Volume 3 Issue 2
June  2024
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Huijun Kong, Weiyan Li, Zhongqian Song, Li Niu. Recent advances in multimodal sensing integration and decoupling strategies for tactile perception[J]. Materials Futures, 2024, 3(2): 022501. doi: 10.1088/2752-5724/ad305e
Citation: Huijun Kong, Weiyan Li, Zhongqian Song, Li Niu. Recent advances in multimodal sensing integration and decoupling strategies for tactile perception[J]. Materials Futures, 2024, 3(2): 022501. doi: 10.1088/2752-5724/ad305e
Topical Review •

Recent advances in multimodal sensing integration and decoupling strategies for tactile perception

© 2024 The Author(s). Published by IOP Publishing Ltd on behalf of the Songshan Lake Materials Laboratory
Materials Futures, Volume 3, Number 2
  • Received Date: 2024-01-08
  • Accepted Date: 2024-03-05
  • Publish Date: 2024-03-21
  • Human skin perceives external environmental stimulus by the synergies between the subcutaneous tactile corpuscles. Soft electronics with multiple sensing capabilities by mimicking the function of human skin are of significance in health monitoring and artificial sensation. The last decade has witnessed unprecedented development and convergence between multimodal tactile sensing devices and soft bioelectronics. Despite these advances, traditional flexible electronics achieve multimodal tactile sensing for pressure, strain, temperature, and humidity by integrating monomodal sensing devices together. This strategy results in high energy consumption, limited integration, and complex manufacturing process. Various multimodal sensors and crosstalk-free sensing mechanisms have been proposed to bridge the gap between natural sensory system and artificial perceptual system. In this review, we provide a comprehensive summary of tactile sensing mechanism, integration design principles, signal-decoupling strategies, and current applications for multimodal tactile perception. Finally, we highlight the current challenges and present the future perspectives to promote the development of multimodal tactile perception.
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  • [1]
    Bai N et al 2023 A robotic sensory system with high spatiotemporal resolution for texture recognition Nat. Commun. 14 7121
    Hua Q, Sun J, Liu H, Bao R, Yu R, Zhai J, Pan C and Wang Z L 2018 Skin-inspired highly stretchable and conformable matrix networks for multifunctional sensing Nat. Commun. 9 244
    Boutry C M, Negre M, Jorda M, Vardoulis O, Chortos A, Khatib O and Bao Z 2018 A hierarchically patterned, bioinspired e-skin able to detect the direction of applied pressure for robotics Sci. Robot. 3 eaau6914
    Gao Y et al 2023 Mechanoreceptor inspired electronic skin for multi-modal tactile information decoding Adv. Mater. Technol. 8 2200759
    Kim T, Lee S, Hong T, Shin G, Kim T and Park Y L 2020 Heterogeneous sensing in a multifunctional soft sensor for human-robot interfaces Sci. Robot. 5 eabc6878
    Qu X, Liu Z, Tan P, Wang C, Liu Y, Feng H, Luo D, Li Z and Wang Z L 2022 Artificial tactile perception smart finger for material identification based on triboelectric sensing Sci. Adv. 8 eabq2521
    Li G, Liu S, Wang L and Zhu R 2020 Skin-inspired quadruple tactile sensors integrated on a robot hand enable object recognition Sci. Robot. 5 eabc8134
    Zhang X, Hu Z, Sun Q, Liang X, Gu P, Huang J and Zu G 2023 Bioinspired gradient stretchable aerogels for ultrabroad-range-response pressure-sensitive wearable electronics and high-efficient separators Angew. Chem., Int. Ed. 62 e202213952
    Zhang W, Wang P-L, Huang L-Z, Guo W-Y, Zhao J and Ma M-G 2023 A stretchable, environmentally tolerant, and photoactive liquid metal/MXene hydrogel for high performance temperature monitoring, human motion detection and self-powered application Nano Energy 117 108875
    Yuan H, Liao X, Wu K, Chen J, Chen K, Zhu T, Wang Y, Zhang J, Liu G and Sun J 2023 Hierarchical wrinkling-cracking architectures for flexible pressure sensors Adv. Mater. Interfaces 10 2202169
    Hegde C, Su J, Tan J M R, He K, Chen X and Magdassi S 2023 Sensing in soft robotics ACS Nano 17 15277–307
    Yang R, Zhang W, Tiwari N, Yan H, Li T and Cheng H 2022 Multimodal sensors with decoupled sensing mechanisms Adv. Sci. 9 202202470
    Wang X M, Tao L Q, Yuan M, Wang Z P, Yu J, Xie D, Luo F, Chen X and Wong C 2021 Sea urchin-like microstructure pressure sensors with an ultra-broad range and high sensitivity Nat. Commun. 12 1776
    Lee H J et al 2021 Hetero-dimensional 2D Ti3C2Tx MXene and 1D graphene nanoribbon hybrids for machine learning-assisted pressure sensors ACS Nano 15 10347–56
    Sharma S, Chhetry A, Zhang S, Yoon H, Park C, Kim H, Sharifuzzaman M, Hui X and Park J Y 2021 Hydrogen-bond-triggered hybrid nanofibrous membrane-based wearable pressure sensor with ultrahigh sensitivity over a broad pressure range ACS Nano 15 4380–93
    Lv C, Tian C, Jiang J, Dang Y, Liu Y, Duan X, Li Q, Chen X and Xie M 2023 Ultrasensitive linear capacitive pressure sensor with wrinkled microstructures for tactile perception Adv. Sci. 10 e2206807
    Feng Z, He Q, Wang X, Lin Y, Qiu J, Wu Y and Yang J 2023 Capacitive sensors with hybrid dielectric structures and high sensitivity over a wide pressure range for monitoring biosignals ACS Appl. Mater. Interfaces 15 6217–27
    Yi Z, Liu Z, Li W, Ruan T, Chen X, Liu J, Yang B and Zhang W 2022 Piezoelectric dynamics of arterial pulse for wearable continuous blood pressure monitoring Adv. Mater. 34 e2110291
    Zhao Q Y, Yang L, Ma Y Z, Huang H J, He H Y, Ji H L, Wang Z F and Qiu J H 2021 Highly sensitive, reliable and flexible pressure sensor based on piezoelectric PVDF hybrid film using MXene nanosheet reinforcement J. Alloys Compd. 886 161069
    Yuan X, Gao X, Shen X, Yang J, Li Z and Dong S 2021 A 3D-printed, alternatively tilt-polarized PVDF-TrFE polymer with enhanced piezoelectric effect for self-powered sensor application Nano Energy 85 105985
    Zhao D et al 2021 Eco-friendly in-situ gap generation of no-spacer triboelectric nanogenerator for monitoring cardiovascular activities Nano Energy 90 106580
    Pu X, Liu M, Chen X, Sun J, Du C, Zhang Y, Zhai J, Hu W and Wang Z L 2017 Ultrastretchable, transparent triboelectric nanogenerator as electronic skin for biomechanical energy harvesting and tactile sensing Sci. Adv. 3 e1700015
    Guo H et al 2018 A highly sensitive, self-powered triboelectric auditory sensor for social robotics and hearing aids Sci. Robot. 3 eaat2516
    Fan W, He Q, Meng K, Tan X, Zhou Z, Zhang G, Yang J and Wang Z L 2020 Machine-knitted washable sensor array textile for precise epidermal physiological signal monitoring Sci. Adv. 6 eaay2840
    Wang H, Wang W, Kim J J, Wang C, Wang Y, Wang B, Lee S, Yokota T and Someya T 2023 An optical-based multipoint 3-axis pressure sensor with a flexible thin-film form Sci. Adv. 9 eadi2445
    Cao Y, Lewis L, Hamad W Y and MacLachlan M J 2019 Pressure-responsive hierarchical chiral photonic aerogels Adv. Mater. 31 1808186
    Larson C, Peele B, Li S, Robinson S, Totaro M, Beccai L, Mazzolai B and Shepherd R 2016 Highly stretchable electroluminescent skin for optical signaling and tactile sensing Science 351 1071–4
    Tao X, Liao S, Wang S, Wu D and Wang Y 2018 Body compatible thermometer based on green electrolytes ACS Sens. 3 1338–46
    Tao X, Jia H, He Y, Liao S and Wang Y 2017 Ultrafast paper thermometers based on a green sensing ink ACS Sens. 2 449–54
    Yokota T et al 2015 Ultraflexible, large-area, physiological temperature sensors for multipoint measurements Proc. Natl Acad. Sci. 112 14533–8
    Gao X-Z, Gao F-L, Liu J, Li Y, Wan P, Yu Z-Z and Li X 2022 Self-powered resilient porous sensors with thermoelectric poly(3,4-ethylenedioxythiophene):poly(styrenesulfonate) and carbon nanotubes for sensitive temperature and pressure dual-mode sensing ACS Appl. Mater. Interfaces 14 43783–91
    Wang Y et al 2020 Flexible capacitive humidity sensors based on ionic conductive wood-derived cellulose nanopapers ACS Appl. Mater. Interfaces 12 41896–904
    Kuang Q, Lao C, Wang Z L, Xie Z and Zheng L 2007 High-sensitivity humidity sensor based on a single SnO2 nanowire J. Am. Chem. Soc. 129 6070–1
    Zheng H, Zhou A, Li Y, Chen X, Chen Y, Xu Y, Li Y, Ge H and Ning X 2023 A sandwich-like flexible nanofiber device boosts moisture induced electricity generation for power supply and multiple sensing applications Nano Energy 113 108529
    Cai T, Lan L, Peng B, Zhang C, Dai S, Zhang C, Ping J and Ying Y 2022 Bilayer wood membrane with aligned ion nanochannels for spontaneous moist-electric generation Nano Lett. 22 6476–83
    Li W-D et al 2022 Recent advances in multiresponsive flexible sensors towards E-skin: a delicate design for versatile sensing Small 18 2103734
    Tu J, Wang M, Li W, Su J, Li Y, Lv Z, Li H, Feng X and Chen X 2023 Electronic skins with multimodal sensing and perception Soft Sci. 3 25
    Tian S, Wang Y, Deng H, Wang Y and Zhang X 2023 Flexible pressure and temperature sensors towards e-skin: material, mechanism, structure and fabrication Soft Sci. 3 30
    Luo Y, Shao J, Chen S, Chen X, Tian H, Li X, Wang L, Wang D and Lu B 2019 Flexible capacitive pressure sensor enhanced by tilted micropillar arrays ACS Appl. Mater. Interfaces 11 17796–803
    Yao C et al 2023 Personalized machine learning-coupled nanopillar triboelectric pulse sensor for cuffless blood pressure continuous monitoring ACS Nano 17 24242–58
    Wu S et al 2023 Normal-direction graded hemispheres for ionic flexible sensors with a record-high linearity in a wide working range ACS Appl. Mater. Interfaces 15 47733–44
    Song Z et al 2022 Merkel receptor-inspired integratable and biocompatible pressure sensor with linear and ultrahigh sensitive response for versatile applications Chem. Eng. J. 444 136481
    Chen Z, Hu Y, Zhuo H, Liu L, Jing S, Zhong L, Peng X and Sun R-C 2019 Compressible, elastic, and pressure-sensitive carbon aerogels derived from 2D titanium carbide nanosheets and bacterial cellulose for wearable sensors Chem. Mater. 31 3301–12
    Cao X, Zhang J, Chen S, Varley R J and Pan K 2020 1D/2D nanomaterials synergistic, compressible, and response rapidly 3D graphene aerogel for piezoresistive sensor Adv. Funct. Mater. 30 2003618
    Zu G, Kanamori K, Nakanishi K and Huang J 2019 Superhydrophobic ultraflexible triple-network graphene/polyorganosiloxane aerogels for a high-performance multifunctional temperature/strain/pressure sensing array Chem. Mater. 31 6276–85
    Yang L, Liu Y, Filipe C D M, Ljubic D, Luo Y, Zhu H, Yan J and Zhu S 2019 Development of a highly sensitive, broad-range hierarchically structured reduced graphene oxide/polyhipe foam for pressure sensing ACS Appl. Mater. Interfaces 11 4318–27
    Ma C, Xu D, Huang Y-C, Wang P, Huang J, Zhou J, Liu W, Li S-T, Huang Y and Duan X 2020 Robust flexible pressure sensors made from conductive micropyramids for manipulation tasks ACS Nano 14 12866–76
    Zhao P, Zhang R, Tong Y, Zhao X, Tang Q and Liu Y 2020 All-paper, all-organic, cuttable, and foldable pressure sensor with tuneable conductivity polypyrrole Adv. Electron. Mater. 6 1901426
    Shi H, Al-Rubaiai M, Holbrook C M, Miao J, Pinto T, Wang C and Tan X 2019 Screen-printed soft capacitive sensors for spatial mapping of both positive and negative pressures Adv. Funct. Mater. 29 1809116
    Qiu Y et al 2020 Bioinspired, multifunctional dual-mode pressure sensors as electronic skin for decoding complex loading processes and human motions Nano Energy 78 105337
    Kong H et al 2022 A self-protective piezoelectric-piezoresistive dual-mode device with superior dynamic-static mechanoresponse and energy harvesting performance enabled by flextensional transduction Nano Energy 100 107498
    Song Z, Li W, Bao Y, Han F, Gao L, Xu J, Ma Y, Han D and Niu L 2018 Breathable and skin-mountable strain sensor with tunable stretchability, sensitivity, and linearity via surface strain delocalization for versatile skin activities’ recognition ACS Appl. Mater. Interfaces 10 42826–36
    Kong H et al 2021 Skin-inspired hair-epidermis-dermis hierarchical structures for electronic skin sensors with high sensitivity over a wide linear range ACS Nano 15 16218–27
    Pang Y, Xu X, Chen S, Fang Y, Shi X, Deng Y, Wang Z-L and Cao C 2022 Skin-inspired textile-based tactile sensors enable multifunctional sensing of wearables and soft robots Nano Energy 96 107137
    Kim S, Cho W, Hwang J and Kim J 2023 Self-powered pressure sensor for detecting static and dynamic stimuli through electrochemical reactions Nano Energy 107 108109
    Wu X, Ahmed M, Khan Y, Payne M E, Zhu J, Lu C, Evans J W and Arias A C 2020 A potentiometric mechanotransduction mechanism for novel electronic skins Sci. Adv. 6 eaba1062
    Wu X, Zhu J, Evans J W and Arias A C 2020 A single-mode, self-adapting, and self-powered mechanoreceptor based on a potentiometric-triboelectric hybridized sensing mechanism for resolving complex stimuli Adv. Mater. 32 e2005970
    Kim T, Kim J, You I, Oh J, Kim S P and Jeong U 2022 Dynamic tactility by position-encoded spike spectrum Sci. Robot. 7 eabl5761
    Hu M, Gao Y, Jiang Y, Zeng H, Zeng S, Zhu M, Xu G and Sun L 2021 High-performance strain sensors based on bilayer carbon black/PDMS hybrids Adv. Compos. Hybrid Mater. 4 514–20
    Roh E, Hwang B-U, Kim D, Kim B-Y and Lee N-E 2015 Stretchable, transparent, ultrasensitive, and patchable strain sensor for human–machine interfaces comprising a nanohybrid of carbon nanotubes and conductive elastomers ACS Nano 9 6252–61
    Cai Y, Shen J, Ge G, Zhang Y, Jin W, Huang W, Shao J, Yang J and Dong X 2018 Stretchable Ti3C2Tx MXene/carbon nanotube composite based strain sensor with ultrahigh sensitivity and tunable sensing range ACS Nano 12 56–62
    Cheng X, Cai J, Xu J and Gong D 2022 High-performance strain sensors based on Au/graphene composite films with hierarchical cracks for wide linear-range motion monitoring ACS Appl. Mater. Interfaces 14 39230–9
    Sun Z et al 2020 Skin-like ultrasensitive strain sensor for full-range detection of human health monitoring ACS Appl. Mater. Interfaces 12 13287–95
    Liu Q, Chen J, Li Y and Shi G 2016 High-performance strain sensors with fish-scale-like graphene-sensing layers for full-range detection of human motions ACS Nano 10 7901–6
    Zhao P, Zhang R, Tong Y, Zhao X, Zhang T, Tang Q and Liu Y 2020 Strain-discriminable pressure/proximity sensing of transparent stretchable electronic skin based on PEDOT:PSS/SWCNT electrodes ACS Appl. Mater. Interfaces 49 55083–93
    Kim K K, Hong S, Cho H M, Lee J, Suh Y D, Ham J and Ko S H 2015 Highly sensitive and stretchable multidimensional strain sensor with prestrained anisotropic metal nanowire percolation networs Nano Lett. 15 5240–7
    Liu Z et al 2018 3D-structured stretchable strain sensors for out-of-plane force detection Adv. Mater. 30 e1707285
    Li Q, Zhang L-N, Tao X-M and Ding X 2017 Review of flexible temperature sensing networks for wearable physiological monitoring Adv. Healthcare Mater. 6 1601371
    Cai M, Jiao Z, Nie S, Wang C, Zou J and Song J 2021 A multifunctional electronic skin based on patterned metal films for tactile sensing with a broad linear response range Sci. Adv. 7 eabl8313
    Bae G Y, Han J T, Lee G, Lee S, Kim S W, Park S, Kwon J, Jung S and Cho K 2018 Pressure/temperature sensing bimodal electronic skin with stimulus discriminability and linear sensitivity Adv. Mater. 30 e1803388
    Ge G, Lu Y, Qu X, Zhao W, Ren Y, Wang W, Wang Q, Huang W and Dong X 2020 Muscle-inspired self-healing hydrogels for strain and temperature sensor ACS Nano 14 218–28
    Shin Y, Kim Y W, Kang H J, Lee J H, Byun J E, Yang J Y and Lee J W 2023 Stretchable and skin-mountable temperature sensor array using reduction-controlled graphene oxide for dermatological thermography Nano Lett. 23 5391–8
    Jia H, He Y, Zhang X, Du W and Wang Y 2015 Integrating ultra-thermal-sensitive fluids into elastomers for multifunctional flexible sensors Adv. Electron. Mater. 1 1500029
    Gui Q, He Y, Gao N, Tao X and Wang Y 2017 A skin-inspired integrated sensor for synchronous monitoring of multiparameter signals Adv. Funct. Mater. 27 1702050
    Han S, Jiao F, Khan Z U, Edberg J, Fabiano S and Crispin X 2017 Thermoelectric polymer aerogels for pressure-temperature sensing applications Adv. Funct. Mater. 27 1703549
    Gao F-L, Liu J, Li X-P, Ma Q, Zhang T, Yu Z-Z, Shang J, Li R-W and Li X 2023 Ti3C2Tx MXene-based multifunctional tactile sensors for precisely detecting and distinguishing temperature and pressure stimuli ACS Nano 17 16036–47
    Kwon C et al 2023 Multi-functional and stretchable thermoelectric Bi2Te3 fabric for strain, pressure, and temperature-sensing Adv. Funct. Mater. 33 2300092
    Li Y, Wang R, Wang G-E, Feng S, Shi W, Cheng Y, Shi L, Fu K and Sun J 2021 Mutually noninterfering flexible pressure–temperature dual-modal sensors based on conductive metal–organic framework for electronic skin ACS Nano 16 473–84
    Jung M, Jeon S and Bae J 2018 Scalable and facile synthesis of stretchable thermoelectric fabric for wearable self-powered temperature sensors RSC Adv. 8 39992–9
    Zhu P, Ou H, Kuang Y, Hao L, Diao J and Chen G 2020 Cellulose nanofiber/carbon nanotube dual network-enabled humidity sensor with high sensitivity and durability ACS Appl. Mater. Interfaces 12 33229–38
    Wang Y, Zhang L, Zhang Z, Sun P and Chen H 2020 High-sensitivity wearable and flexible humidity sensor based on graphene oxide/non-woven fabric for respiration monitoring Langmuir 36 9443–8
    Li N, Jiang Y, Zhou C, Xiao Y, Meng B, Wang Z, Huang D, Xing C and Peng Z 2019 High-performance humidity sensor based on urchin-like composite of Ti3C2 MXene-derived TiO2 nanowires ACS Appl. Mater. Interfaces 11 38116–25
    Yi Y et al 2022 A free-standing humidity sensor with high sensing reliability for environmental and wearable detection Nano Energy 103 107780
    He J, Zheng X, Zheng Z, Kong D, Ding K, Chen N, Zhang H and Yang W 2022 Pair directed silver nano-lines by single-particle assembly in nanofibers for non-contact humidity sensors Nano Energy 92 106748
    Rana S M S et al 2022 Zirconium metal-organic framework and hybridized Co-NPC@MXene nanocomposite-coated fabric for stretchable, humidity-resistant triboelectric nanogenerators and self-powered tactile sensors Nano Energy 104 107931
    Zhang D, Xu Z, Yang Z and Song X 2020 High-performance flexible self-powered tin disulfide nanoflowers/reduced graphene oxide nanohybrid-based humidity sensor driven by triboelectric nanogenerator Nano Energy 67 104251
    Yang C, Wang H, Yang J, Yao H, He T, Bai J, Guang T, Cheng H, Yan J and Qu L 2022 A machine-learning-enhanced simultaneous and multimodal sensor based on moist-electric powered graphene oxide Adv. Mater. 34 2205249
    Li P, Su N, Wang Z and Qiu J 2021 A Ti3C2Tx MXene-based energy-harvesting soft actuator with self-powered humidity sensing and real-time motion tracking capability ACS Nano 15 16811–8
    Li X, Guo Y, Meng J, Li X, Li M and Gao D 2022 Self-powered carbon ink/filter paper flexible humidity sensor based on moisture-induced voltage generation Langmuir 38 8232–40
    Park J, Kim M, Lee Y, Lee H S and Ko H 2015 Fingertip skin–inspired microstructured ferroelectric skins discriminate static/dynamic pressure and temperature stimuli Sci. Adv. 1 e1500661
    Yang J C, Kim J-O, Oh J, Kwon S Y, Sim J Y, Kim D W, Choi H B and Park S 2019 Microstructured porous pyramid-based ultrahigh sensitive pressure sensor insensitive to strain and temperature ACS Appl. Mater. Interfaces 11 19472–80
    Ding X, Zhong W, Jiang H, Li M, Chen Y, Lu Y, Ma J, Yadav A, Yang L and Wang D 2020 Highly accurate wearable piezoresistive sensors without tension disturbance based on weaved conductive yarn ACS Appl. Mater. Interfaces 12 35638–46
    He Q, Sheng T, Wang B, Zhang D, Zhang W, Li D, Wu T and Jiang Y 2023 Flexible bioelectronic tag with a kirigami-based design for crosstalk suppression in multimodal sensing Adv. Mater. Technol. 8 2300982
    Chang T H, Tian Y, Li C, Gu X, Li K, Yang H, Sanghani P, Lim C M, Ren H and Chen P Y 2019 Stretchable graphene pressure sensors with shar-pei-like hierarchical wrinkles for collision-aware surgical robotics ACS Appl. Mater. Interfaces 11 10226–36
    Zhu C et al 2018 Stretchable temperature-sensing circuits with strain suppression based on carbon nanotube transistors Nat. Electron. 1 183–90
    Wang C, Xia K, Zhang M, Jian M and Zhang Y 2017 An all-silk-derived dual-mode E-skin for simultaneous temperature-pressure detection ACS Appl. Mater. Interfaces 9 39484–92
    Liu H et al 2022 Approaching intrinsic dynamics of MXenes hybrid hydrogel for 3D printed multimodal intelligent devices with ultrahigh superelasticity and temperature sensitivity Nat. Commun. 13 3420
    Wu J, Fan X, Liu X, Ji X, Shi X, Wu W, Yue Z and Liang J 2022 Highly sensitive temperature-pressure bimodal aerogel with stimulus discriminability for human physiological monitoring Nano Lett. 22 4459–67
    Xia M, Pan N, Zhang C, Zhang C, Fan W, Xia Y, Wang Z and Sui K 2022 Self-powered multifunction ionic skins based on gradient polyelectrolyte hydrogels ACS Nano 16 4714–25
    Zhu P, Wang Y, Sheng M, Wang Y, Yu Y and Deng Y 2019 A flexible active dual-parameter sensor for sensitive temperature and physiological signal monitoring via integrating thermoelectric and piezoelectric conversion J. Mater. Chem. A 7 8258–67
    Zhu P, Wang Y, Wang Y, Mao H, Zhang Q and Deng Y 2020 Flexible 3D architectured piezo/thermoelectric bimodal tactile sensor array for E-skin application Adv. Energy Mater. 10 2001945
    Zhang F, Zang Y, Huang D, Di C A and Zhu D 2015 Flexible and self-powered temperature-pressure dual-parameter sensors using microstructure-frame-supported organic thermoelectric materials Nat. Commun. 6 8356
    Li M et al 2020 Large-area, wearable, self-powered pressure–temperature sensor based on 3D thermoelectric spacer fabric ACS Sens. 5 2545–54
    Zhao P, Song Y, Xie P, Zhang F, Xie T, Liu G, Zhao J, Han S T and Zhou Y 2023 All-organic smart textile sensor for deep-learning-assisted multimodal sensing Adv. Funct. Mater. 33 2301816
    Li F, Liu Y, Shi X, Li H, Wang C, Zhang Q, Ma R and Liang J 2020 Printable and stretchable temperature-strain dual-sensing nanocomposite with high sensitivity and perfect stimulus discriminability Nano Lett. 20 6176–84
    Zhang H et al 2022 Bioinspired chromotropic ionic skin with in-plane strain/temperature/pressure multimodal sensing and ultrahigh stimuli discriminability Adv. Funct. Mater. 32 2208362
    Han S, Alvi N U H, Granlof L, Granberg H, Berggren M, Fabiano S and Crispin X 2019 A multiparameter pressure-temperature-humidity sensor based on mixed ionic-electronic cellulose aerogels Adv. Sci. 6 1802128
    Rao J et al 2020 Tactile electronic skin to simultaneously detect and distinguish between temperature and pressure based on a triboelectric nanogenerator Nano Energy 75 105073
    Zhang X, Tang S, Ma R, Chen Z, Zhuo J, Cao L, Yang J, Yang G and Yi F 2022 High-performance multimodal smart textile for artificial sensation and health monitoring Nano Energy 103 107778
    Alam M M, Lee S, Kim M, Han K S, Cao V A and Nah J 2020 Ultra-flexible nanofiber-based multifunctional motion sensor Nano Energy 72 104672
    Kim J O, Kwon S Y, Kim Y, Choi H B, Yang J C, Oh J, Lee H S, Sim J Y, Ryu S and Park S 2019 Highly ordered 3D microstructure-based electronic skin capable of differentiating pressure, temperature, and proximity ACS Appl. Mater. Interfaces 11 1503–11
    Wang S, Wang X, Wang Q, Ma S, Xiao J, Liu H, Pan J, Zhang Z and Zhang L 2023 Flexible optoelectronic multimodal proximity/pressure/temperature sensors with low signal interference Adv. Mater. 35 2304701
    Xu J, Sun X, Sun B, Zhu H, Fan X, Guo Q, Li Y, Zhu Z and Qian K 2023 Stretchable, adhesive, and bioinspired visual electronic skin with strain/temperature/pressure multimodal non-interference sensing ACS Appl. Mater. Interfaces 15 33774–83
    Khatib M, Rapoport S, Zohar O, Mansour E, Zheng Y, Tang N, Saliba W, Mulytin Y, Huynh T P and Haick H 2022 Hierarchical graphene-dye bilayers for multimodal optoelectronic sensing and decoupling of complex stimuli Adv. Mater. Technol. 8 2200920
    Ge J, Sun L, Zhang F R, Zhang Y, Shi L A, Zhao H Y, Zhu H W, Jiang H L and Yu S H 2015 A stretchable electronic fabric artificial skin with pressure-, lateral strain-, and flexion-sensitive properties Adv. Mater. 28 722–8
    Park J, Lee Y, Hong J, Lee Y, Ha M, Jung Y, Lim H, Kim S Y and Ko H 2014 Tactile-direction-sensitive and stretchable electronic skins based on human-skin-inspired interlocked microstructures ACS Nano 8 12020–9
    Tang C-Y et al 2021 Low-entropy structured wearable film sensor with piezoresistive-piezoelectric hybrid effect for 3D mechanical signal screening Nano Energy 90 106603
    Oh J, Yang J C, Kim J-O, Park H, Kwon S Y, Lee S, Sim J Y, Oh H W, Kim J and Park S 2018 Pressure insensitive strain sensor with facile solution-based process for tactile sensing applications ACS Nano 12 7546–53
    Won S M et al 2019 Multimodal sensing with a three-dimensional piezoresistive structure ACS Nano 13 10972–9
    Ge R, Yu Q, Zhou F, Liu S and Qin Y 2023 Dual-modal piezotronic transistor for highly sensitive vertical force sensing and lateral strain sensing Nat. Commun. 14 6315
    Lee J S, Shin K-Y, Cheong O J, Kim J H and Jang J 2015 Highly sensitive and multifunctional tactile sensor using free-standing ZnO/PVDF thin film with graphene electrodes for pressure and temperature monitoring Sci. Rep. 5 7887
    Ma M, Zhang Z, Zhao Z, Liao Q, Kang Z, Gao F, Zhao X and Zhang Y 2019 Self-powered flexible antibacterial tactile sensor based on triboelectric-piezoelectric-pyroelectric multi-effect coupling mechanism Nano Energy 66 104105
    Suh W, Ki K, Kim T, Choi H, Lee A and Jeong U 2023 Shear-pressure decoupling and accurate perception of shear directions in ionic sensors by analyzing the frequency-dependent ionic behavior ACS Appl. Mater. Interfaces 15 51538–48
    You I et al 2020 Artificial multimodal receptors based on ion relaxation dynamics Science 370 961–5
    Lo L W, Zhao J Y, Wan H C, Wang Y, Chakrabartty S and Wang C 2022 A soft sponge sensor for multimodal sensing and distinguishing of pressure, strain, and temperature ACS Appl. Mater. Interfaces 14 9570–8
    Ma Z, Zhang J, Li J, Shi Y and Pan L 2020 Frequency-enabled decouplable dual-modal flexible pressure and temperature sensor IEEE Electron Device Lett. 41 1568–71
    Kwon K et al 2023 A battery-less wireless implant for the continuous monitoring of vascular pressure, flow rate and temperature Nat. Biomed. Eng. 7 1215–28
    Cho S et al 2023 Wireless, multimodal sensors for continuous measurement of pressure, temperature, and hydration of patients in wheelchair npj Flex. Electron. 7 8
    Li Y et al 2023 Learning hand kinematics for Parkinson’s disease assessment using a multimodal sensor glove Adv. Sci. 10 2206982
    Zhu M, Sun Z and Lee C 2022 Soft modular glove with multimodal sensing and augmented haptic feedback enabled by materials’ multifunctionalities ACS Nano 16 14097–110
    Cui Z et al 2021 Haptically quantifying Young’s modulus of soft materials using a self-locked stretchable strain sensor Adv. Mater. 34 2104078
    Beker L, Matsuhisa N, You I, Ruth S R A, Niu S, Foudeh A, Tok J B, Chen X and Bao Z 2020 A bioinspired stretchable membrane-based compliance sensor Proc. Natl Acad. Sci. 117 11314–20
    Hao Y, Yan Q, Liu H, He X, Zhang P, Qin X, Wang R, Sun J, Wang L and Cheng Y 2023 A stretchable, breathable, and self-adhesive electronic skin with multimodal sensing capabilities for human-centered healthcare Adv. Funct. Mater. 33 2303881
    Peng Y et al 2023 Multimodal health monitoring via a hierarchical and ultrastretchable all-in-one electronic textile Nano Energy 110 108374
    Feng K, Lei M, Wang X, Zhou B and Xu Q 2023 A flexible bidirectional interface with integrated multimodal sensing and haptic feedback for closed-loop human–machine interaction Adv. Intell. Syst. 5 2300291
    Lee G, Son J H, Lee S, Kim S W, Kim D, Nguyen N N, Lee S G and Cho K 2021 Fingerpad-inspired multimodal electronic skin for material discrimination and texture recognition Adv. Sci. 8 2002606
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