Extremely Elastic Wearable Carbon Nanotube Fiber Strain Sensor for Monitoring of Human Motion
Abstract
The increasing demand for wearable electronic devices has made the development of highly elastic strain sensors that can monitor various physical parameters an essential factor for realizing next generation electronics. Here, we report an ultrahigh stretchable and wearable device fabricated from dry-spun carbon nanotube (CNT) fibers. Stretching the highly oriented CNT fibers grown on a flexible substrate (Ecoflex) induces a constant decrease in the conductive pathways and contact areas between nanotubes depending on the stretching distance; this enables CNT fibers to behave as highly sensitive strain sensors. Owing to its unique structure and mechanism, this device can be stretched by over 900% while retaining high sensitivity, responsiveness, and durability. Furthermore, the device with biaxially oriented CNT fiber arrays shows independent cross-sensitivity, which facilitates simultaneous measurement of strains along multiple axes. We demonstrated potential applications of the proposed device, such as strain gauge, single and multiaxial detecting motion sensors. These devices can be incorporated into various motion detecting systems where their applications are limited to their strain.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Strain sensors fabricated by dry-spinning CNT fibers onto a prestrained (100%) Ecoflex substrate exhibited a GF of 0.54 for strain below 400% and 64 for strain between 400% and 960%.
“Strain sensors fabricated by dry-spinning CNT fibers onto a prestrained (100%) Ecoflex substrate exhibited a GF of 0.54 for strain below 400% and 64 for strain between 400% and 960% (Figure 4a).[53]”
From Nanomaterial-Enabled Wearable Sensors for Healthcare (2018) · cites this paper as [53]
Dry-spun CNT fibers were able to detect biaxial strain up to 200% with low cross-sensitivity between the two axes.
“A similar idea was applied for dry-spun CNT fibers, [53] which was able to detect biaxial strain up to 200% with a low cross-sensitivity between the two axes.”
From Nanomaterial-Enabled Wearable Sensors for Healthcare (2018) · cites this paper as [53]
Cites
Large-scale pattern growth of graphene films for stretchable transparent electrodes
Kim, K., Zhao, Y., Jang, H., Lee, S., Kim, J. M., Kim, K. S., Ahn, J., Kim, P., Choi, J., & Hong, B. H. (2009) · Nature · doi:10.1038/nature07719 · Cited by 10,399 · see citing works
Materials and Mechanics for Stretchable Electronics
Rogers, J. A., Someya, T., & Huang, Y. Y. (2010) · Science · doi:10.1126/science.1182383 · Cited by 5,071 · see citing works
Kim, D.-H., Lu, N., Ma, R., Kim, Y.-S., Kim, R.-H., Wang, S., Wu, J., Won, S. M., Tao, H., Islam, A., et al. (2011) · Science · doi:10.1126/science.1206157 · Cited by 4,836 · see citing works
A stretchable carbon nanotube strain sensor for human-motion detection
Yamada, T., Hayamizu, Y., Yamamoto, Y., Yomogida, Y., Izadi-Najafabadi, A., Futaba, D. N., & Hata, K. (2011) · Nature Nanotechnology · doi:10.1038/nnano.2011.36 · Cited by 3,247 · see citing works
Skin-like pressure and strain sensors based on transparent elastic films of carbon nanotubes
Lipomi, D. J., Vosgueritchian, M., Tee, B. C.-K., Hellstrom, S. L., Lee, J. A., Fox, C. H., & Bao, Z. (2011) · Nature Nanotechnology · doi:10.1038/nnano.2011.184 · Cited by 3,188 · see citing works
Multifunctional Carbon Nanotube Yarns by Downsizing an Ancient Technology
Zhang, M., Atkinson, K. R., & Baughman, R. H. (2004) · Science · doi:10.1126/science.1104276 · Cited by 1,725 · see citing works
A flexible and highly sensitive strain-gauge sensor using reversible interlocking of nanofibres
Pang, C., Lee, G.-Y., Kim, T.-I., Kim, S. M., Kim, H. N., Ahn, S.-H., & Suh, K.-Y. (2012) · Nature Materials · doi:10.1038/nmat3380 · Cited by 1,695 · see citing works
Self-citationA Stretchable Form of Single-Crystal Silicon for High-Performance Electronics on Rubber Substrates
Khang, D., Jiang, H., Huang, Y., & Rogers, J. A. (2005) · Science · doi:10.1126/science.1121401 · Cited by 1,693 · see citing works
Stretchable and Foldable Silicon Integrated Circuits
Kim, D., Ahn, J., Choi, W. M., Kim, H., Kim, T., Song, J., Huang, Y. Y., Liu, Z., Lu, C., & Rogers, J. A. (2008) · Science · doi:10.1126/science.1154367 · Cited by 1,680 · see citing works
Super-tough carbon-nanotube fibres
Dalton, A. Β., Collins, S., Muñoz, E., Razal, J. M., Ebron, V. H., Ferraris, J. P., Coleman, J. N., Kim, B. G., & Baughman, R. H. (2003) · Nature · doi:10.1038/423703a · Cited by 1,526 · see citing works
A Rubberlike Stretchable Active Matrix Using Elastic Conductors
Sekitani, T., Noguchi, Y., Hata, K., Fukushima, T., Aida, T., & Someya, T. (2008) · Science · doi:10.1126/science.1160309 · Cited by 1,369 · see citing works
Nanowire active-matrix circuitry for low-voltage macroscale artificial skin
Takei, K., Takahashi, T., Ho, J. C., Ko, H., Gillies, A. G., Leu, P. W., Fearing, R. S., & Javey, A. (2010) · Nature Materials · doi:10.1038/nmat2835 · Cited by 1,274 · see citing works
Omnidirectional Printing of Flexible, Stretchable, and Spanning Silver Microelectrodes
Ahn, B. Y., Duoss, E. B., Motala, M. J., Guo, X., Park, S.-I., Xiong, Y., Yoon, J., Nuzzo, R. G., Rogers, J. A., & Lewis, J. A. (2009) · Science · doi:10.1126/science.1168375 · Cited by 1,193 · see citing works
Spinning continuous carbon nanotube yarns
Jiang, K., Li, Q., & Fan, S. (2002) · Nature · doi:10.1038/419801a · Cited by 1,131 · see citing works
Lee, P., Lee, J., Lee, H.-M., Yeo, J., Hong, S., Nam, K. H., Lee, D., Lee, S. S., & Ko, S. H. (2012) · Advanced Materials · doi:10.1002/adma.201200359 · Cited by 1,062 · see citing works
Self-citationA carbon nanotube strain sensor for structural health monitoring
Kang, I., Schulz, M. J., Kim, J. H., Shanov, V. N., & Shi, D. (2006) · Smart Materials and Structures · doi:10.1088/0964-1726/15/3/009 · Cited by 1,004 · see citing works
Stretchable gold conductors on elastomeric substrates
Périchon, S., Wagner, S., Huang, Z., & Suo, Z. (2003) · Applied Physics Letters · doi:10.1063/1.1565683 · Cited by 887 · see citing works
Stretchable Organic Solar Cells
Lipomi, D. J., Tee, B. C. K., Vosgueritchian, M., & Bao, Z. (2011) · Advanced Materials · doi:10.1002/adma.201004426 · Cited by 855 · see citing works
Stretchable nanoparticle conductors with self-organized conductive pathways
Kim, Y., Zhu, J. G., Yeom, B., Prima, M. A. D., Su, X., Kim, J.-G., Yoo, S. J., Uher, C., & Kotov, N. A. (2013) · Nature · doi:10.1038/nature12401 · Cited by 854 · see citing works
A Wearable Health Care System Based on Knitted Integrated Sensors
Paradiso, R., Loriga, G., & Taccini, N. (2005) · IEEE Transactions on Information Technology in Biomedicine · doi:10.1109/titb.2005.854512 · Cited by 729 · see citing works
Super-Elastic Graphene Ripples for Flexible Strain Sensors
Wang, Y., Yang, R., Shi, Z., Zhang, L., Shi, D., Wang, E., & Zhang, G. (2011) · ACS Nano · doi:10.1021/nn103523t · Cited by 690 · see citing works
Stretchable Supercapacitors Based on Buckled Single‐Walled Carbon‐Nanotube Macrofilms
Yu, C., Masarapu, C., Rong, J., Wei, B., & Jiang, H. (2009) · Advanced Materials · doi:10.1002/adma.200901775 · Cited by 683 · see citing works
Stretchable Electronics: Materials Strategies and Devices
Kim, D., & Rogers, J. A. (2008) · Advanced Materials · doi:10.1002/adma.200801788 · Cited by 651 · see citing works
Deriving Carbon Atomic Chains from Graphene
Jin, C., Lan, H., Peng, L., Suenaga, K., & Iijima, S. (2009) · Physical Review Letters · doi:10.1103/physrevlett.102.205501 · Cited by 626 · see citing works
Stretchable Interconnects for Elastic Electronic Surfaces
Lacour, S. P., Jones, J., Wagner, S., Li, T., & Suo, Z. (2005) · Proceedings of the IEEE · doi:10.1109/jproc.2005.851502 · Cited by 621 · see citing works
Yu, Z., Niu, X., Liu, Z., & Pei, Q. (2011) · Advanced Materials · doi:10.1002/adma.201101986 · Cited by 537 · see citing works
Nanotube film based on single-wall carbon nanotubes for strain sensing
Dharap, P., Li, Z., Nagarajaiah, S., & Barrera, E. V. (2004) · Nanotechnology · doi:10.1088/0957-4484/15/3/026 · Cited by 519 · see citing works
Lee, J., Lee, P., Lee, H., Hong, S., Lee, I., Yeo, J., Lee, S. S., Kim, T., Lee, D., & Ko, S. H. (2013) · Advanced Functional Materials · doi:10.1002/adfm.201203802 · Cited by 507 · see citing works
Self-citationSensor for Measuring Strain in Textile
Mattmann, C., Clemens, F. J., & Tröster, G. (2008) · Sensors · doi:10.3390/s8063719 · Cited by 465 · see citing works
A Novel Class of Strain Gauges Based on Layered Percolative Films of 2D Materials
Hempel, M., Nezich, D., Kong, J., & Hofmann, M. (2012) · Nano Letters · doi:10.1021/nl302959a · Cited by 445 · see citing works
Biaxially Stretchable “Wavy” Silicon Nanomembranes
Choi, W. M., Song, J., Khang, D., Jiang, H., Huang, Y. Y., & Rogers, J. A. (2007) · Nano Letters · doi:10.1021/nl0706244 · Cited by 407 · see citing works
The First Truly All‐Polymer Electrochromic Devices
Argun, A. A., Çırpan, A., & Reynolds, J. R. (2003) · Advanced Materials · doi:10.1002/adma.200305038 · Cited by 405 · see citing works
Review of graphene-based strain sensors
Zhao, J., Zhang, G., & Shi, D. (2013) · Chinese Physics B · doi:10.1088/1674-1056/22/5/057701 · Cited by 388 · see citing works
Loh, K. J., Kim, J., Lynch, J. P., Kam, N. W. S., & Kotov, N. A. (2007) · Smart Materials and Structures · doi:10.1088/0964-1726/16/2/022 · Cited by 285 · see citing works
Thostenson, E. T., & Chou, T.-W. (2008) · Nanotechnology · doi:10.1088/0957-4484/19/21/215713 · Cited by 269 · see citing works
Carbon nanotube yarn strain sensors
Zhao, H., Zhang, Y., Bradford, P. D., Zhou, Q., Jia, Q. X., Yuan, F., & Zhu, Y. T. (2010) · Nanotechnology · doi:10.1088/0957-4484/21/30/305502 · Cited by 246 · see citing works
Piezoresistance of carbon nanotubes on deformable thin-film membranes
Grow, R. J., Wang, Q., Cao, J., Wang, D., & Dai, H. (2005) · Applied Physics Letters · doi:10.1063/1.1872221 · Cited by 229 · see citing works
Geng, H., Kim, K. K., Song, C., Xuyen, N. T., Kim, S. M., Park, K. A., Lee, D. S., An, K.-H., Lee, Y. S., Chang, Y., et al. (2008) · Journal of Materials Chemistry · doi:10.1039/b717387c · Cited by 145 · see citing works
Self-citation
Flagged first, then by citations
1 of the 39 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Yang, J. C., Mun, J., Kwon, S. Y., Park, S., Bao, Z., & Park, S. (2019) · Advanced Materials · doi:10.1002/adma.201904765 · Cited by 1,641 · see citing works
Advanced Carbon for Flexible and Wearable Electronics
Wang, C., Xia, K., Wang, H., Liang, X., Yin, Z., & Zhang, Y. (2018) · Advanced Materials · doi:10.1002/adma.201801072 · Cited by 1,304 · see citing works
Cai, Y., Shen, J., Ge, G., Zhang, Y., Jin, W., Huang, W., Shao, J., Yang, J., & Dong, X. (2017) · ACS Nano · doi:10.1021/acsnano.7b06251 · Cited by 934 · see citing works
Cai, G., Wang, J., Qian, K., Chen, J., Li, S., & Lee, P. S. (2017) · Advanced Science · doi:10.1002/advs.201600190 · Cited by 921 · see citing works
Self-citationCarbonized Silk Fabric for Ultrastretchable, Highly Sensitive, and Wearable Strain Sensors
Wang, C., Li, X., Gao, E., Jian, M., Xia, K., Wang, Q., Xu, Z., Ren, T., & Zhang, Y. (2016) · Advanced Materials · doi:10.1002/adma.201601572 · Cited by 916 · see citing works
Pang, Y., Zhang, K., Yang, Z., Jiang, S., Ju, Z., Li, Y., Wang, X., Wang, D., Jian, M., Zhang, Y., et al. (2018) · ACS Nano · doi:10.1021/acsnano.7b07613 · Cited by 774 · see citing works
Liao, M., Wan, P., Wen, J., Gong, M., Wu, X.-X., Wang, Y., Shi, R., & Zhang, L. (2017) · Advanced Functional Materials · doi:10.1002/adfm.201703852 · Cited by 762 · see citing works
Bandodkar, A. J., Gutruf, P., Choi, J., Lee, K., Sekine, Y., Reeder, J. T., Jeang, W. J., Aranyosi, A. J., Lee, S. P., Model, J. B., et al. (2019) · Science Advances · doi:10.1126/sciadv.aav3294 · Cited by 761 · see citing works
Recent advances in wearable tactile sensors: Materials, sensing mechanisms, and device performance
Yang, T., Xie, D., Li, Z., & Zhu, H. (2017) · Materials Science and Engineering R Reports · doi:10.1016/j.mser.2017.02.001 · Cited by 755 · see citing works
Wearable and Stretchable Strain Sensors: Materials, Sensing Mechanisms, and Applications
Souri, H., Banerjee, H., Jusufi, A., Radacsi, N., Stokes, A. A., Park, I., Sitti, M., & Amjadi, M. (2020) · Advanced Intelligent Systems · doi:10.1002/aisy.202000039 · Cited by 691 · see citing works
Graphene and its sensor-based applications: A review
Nag, A., Mitra, A., & Mukhopadhyay, S. C. (2017) · Sensors and Actuators A Physical · doi:10.1016/j.sna.2017.12.028 · Cited by 668 · see citing works
Materials and Structures toward Soft Electronics
Wang, C., Wang, C., Huang, Z., & Xu, S. H. (2018) · Advanced Materials · doi:10.1002/adma.201801368 · Cited by 671 · see citing works
Heo, J. S., Eom, J., Kim, Y., & Park, S. K. (2017) · Small · doi:10.1002/smll.201703034 · Cited by 633 · see citing works
Significance of Nanomaterials in Wearables: A Review on Wearable Actuators and Sensors
Jayathilaka, W. A. D. M., Qi, K., Qin, Y., Chinnappan, A., Serrano‐García, W., Baskar, C., Wang, H., He, J., Cui, S., Thomas, S. W., et al. (2019) · Advanced Materials · doi:10.1002/adma.201805921 · Cited by 627 · see citing works
Multifunctional Skin‐Inspired Flexible Sensor Systems for Wearable Electronics
Xu, K., Lu, Y., & Takei, K. (2019) · Advanced Materials Technologies · doi:10.1002/admt.201800628 · Cited by 602 · see citing works
Nanomaterial-Enabled Wearable Sensors for Healthcare
Yao, S., Swetha, P., & Zhu, Y. (2018) · Advanced Healthcare Materials · doi:10.1002/adhm.201700889 · Cited by 576 · see citing works
Emerging flexible and wearable physical sensing platforms for healthcare and biomedical applications
Kenry, Yeo, J. C., & Lim, C. T. (2016) · Microsystems & Nanoengineering · doi:10.1038/micronano.2016.43 · Cited by 550 · see citing works
Carbonized Cotton Fabric for High‐Performance Wearable Strain Sensors
Zhang, M., Wang, C., Wang, H., Jian, M., Hao, X., & Zhang, Y. (2016) · Advanced Functional Materials · doi:10.1002/adfm.201604795 · Cited by 515 · see citing works
Jing, X., Mi, H.-Y., Lin, Y.-J., Enriquez, E., Peng, X.-F., & Turng, L. (2018) · ACS Applied Materials and Interfaces · doi:10.1021/acsami.8b06475 · Cited by 423 · see citing works
Graphene-based wearable piezoresistive physical sensors
Zheng, Q., Lee, J., Shen, X., Chen, X., & Kim, J. (2020) · Materials Today · doi:10.1016/j.mattod.2019.12.004 · Cited by 485 · see citing works
Kim, T., Park, J., Sohn, J., Cho, D., & Jeon, S. (2016) · ACS Nano · doi:10.1021/acsnano.6b01355 · Cited by 474 · see citing works
Nanocomposite hydrogel-based strain and pressure sensors: a review
Sun, X., Yao, F., & Li, J. (2020) · Journal of Materials Chemistry A · doi:10.1039/d0ta06965e · Cited by 422 · see citing works
Seyedin, S., Zhang, P., Naebe, M., Qin, S. A., Chen, J., Wang, X., & Razal, J. M. (2018) · Materials Horizons · doi:10.1039/c8mh01062e · Cited by 424 · see citing works
Choi, D. Y., Kim, M. H., Oh, Y. S., Jung, S., Jung, J. H., Sung, H. J., Lee, H. W., & Lee, H. M. (2016) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6b12415 · Cited by 413 · see citing works
The Evolution of Flexible Electronics: From Nature, Beyond Nature, and To Nature
Wang, P., Hu, M., Wang, H., Chen, Z., Feng, Y., Wang, J., Ling, W., & Huang, Y. (2020) · Advanced Science · doi:10.1002/advs.202001116 · Cited by 396 · see citing works
Flexible Electronics: Status, Challenges and Opportunities
Corzo, D., Tostado‐Blazquez, G., & Baran, D. (2020) · Frontiers in Electronics · doi:10.3389/felec.2020.594003 · Cited by 399 · see citing works
Wearable Sensors for Biochemical Sweat Analysis
Bandodkar, A. J., Jeang, W. J., Ghaffari, R., & Rogers, J. A. (2019) · Annual Review of Analytical Chemistry · doi:10.1146/annurev-anchem-061318-114910 · Cited by 387 · see citing works
Lu, Y., Biswas, M. C., Guo, Z., Jeon, J., & Wujcik, E. K. (2018) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2018.08.037 · Cited by 392 · see citing works
Age of Flexible Electronics: Emerging Trends in Soft Multifunctional Sensors
Lee, J., Cho, K., & Kim, J. (2024) · Advanced Materials · doi:10.1002/adma.202310505 · Cited by 367 · see citing works
Xia, S., Song, S., Jia, F., & Gao, G. (2019) · Journal of Materials Chemistry B · doi:10.1039/c9tb01039d · Cited by 349 · see citing works
Self‐Healable Multifunctional Electronic Tattoos Based on Silk and Graphene
Wang, Q., Ling, S., Liang, X., Wang, H., Lü, H., & Zhang, Y. (2019) · Advanced Functional Materials · doi:10.1002/adfm.201808695 · Cited by 348 · see citing works
Zhou, Y., Zhan, P., Ren, M., Zheng, G., Dai, K., Mi, L., Liu, C., & Shen, C. (2019) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.8b20768 · Cited by 339 · see citing works
Bioinspired Electronics for Artificial Sensory Systems
Jung, Y. H., Park, B., Kim, J. U., & Kim, T. (2018) · Advanced Materials · doi:10.1002/adma.201803637 · Cited by 340 · see citing works
A Review on Graphene Fibers: Expectations, Advances, and Prospects
Fang, B., Chang, D., Xu, Z. Y., & Gao, C. (2019) · Advanced Materials · doi:10.1002/adma.201902664 · Cited by 333 · see citing works
Shi, Q., He, T., & Lee, C. (2019) · Nano Energy · doi:10.1016/j.nanoen.2019.01.002 · Cited by 323 · see citing works
A skin-inspired tactile sensor for smart prosthetics
Wu, Y., Liu, Y., Zhou, Y., Man, Q., Hu, C., Asghar, W., Li, F., Yu, Z., Shang, J., Liu, G., et al. (2018) · Science Robotics · doi:10.1126/scirobotics.aat0429 · Cited by 315 · see citing works
Flexible and Anisotropic Strain Sensor Based on Carbonized Crepe Paper with Aligned Cellulose Fibers
Chen, S., Song, Y., Ding, D., Ling, Z., & Xu, F. (2018) · Advanced Functional Materials · doi:10.1002/adfm.201802547 · Cited by 313 · see citing works
Highly Stretchable Core–Sheath Fibers via Wet-Spinning for Wearable Strain Sensors
Tang, Z., Jia, S., Wang, F., Bian, C., Chen, Y., Wang, Y., & Li, B. (2018) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.7b18677 · Cited by 312 · see citing works
Functional Fiber Materials to Smart Fiber Devices
Chen, C., Feng, J., Li, J., Guo, Y., Shi, X., & Peng, H. (2022) · Chemical Reviews · doi:10.1021/acs.chemrev.2c00192 · Cited by 312 · see citing works
Kanoun, O., Bouhamed, A., Ramalingame, R., Bautista‐Quijano, J. R., Rajendran, D., & Al‐Hamry, A. (2021) · Sensors · doi:10.3390/s21020341 · Cited by 307 · see citing works
Textile‐Based Strain Sensor for Human Motion Detection
Wang, J., Lu, C., & Zhang, K. (2019) · Energy & environment materials · doi:10.1002/eem2.12041 · Cited by 296 · see citing works
Lee, J., Shin, S., Lee, S.-G., Song, J., Kang, S., Han, H., Kim, S., Kim, S., Seo, J., Kim, D., et al. (2018) · ACS Nano · doi:10.1021/acsnano.7b07795 · Cited by 281 · see citing works
Self-citationZhang, L., He, Y., Cheng, S., Sheng, H., Dai, K., Zheng, W. J., Wang, M. X., Chen, Z. S., Chen, Y. M., & Suo, Z. (2019) · Small · doi:10.1002/smll.201804651 · Cited by 280 · see citing works
Wu, X., Han, Y., Zhang, X., & Lu, C. (2016) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6b01174 · Cited by 278 · see citing works
Polymer nanocomposite meshes for flexible electronic devices
Gong, M., Zhang, L., & Wan, P. (2020) · Progress in Polymer Science · doi:10.1016/j.progpolymsci.2020.101279 · Cited by 270 · see citing works
Porous Conductive Textiles for Wearable Electronics
Ding, Y., Jiang, J., Wu, Y., Zhang, Y., Zhou, J., Zhang, Y., Huang, Q., & Zheng, Z. (2024) · Chemical Reviews · doi:10.1021/acs.chemrev.3c00507 · Cited by 273 · see citing works
Electrospun nanofiber-based soft electronics
Wang, Y., Yokota, T., & Someya, T. (2021) · NPG Asia Materials · doi:10.1038/s41427-020-00267-8 · Cited by 271 · see citing works
Xiang, D., Zhang, X., Li, Y., Harkin‐Jones, E., Zheng, Y., Wang, L., Zhao, C., & Wang, P. (2019) · Composites Part B Engineering · doi:10.1016/j.compositesb.2019.107250 · Cited by 268 · see citing works
Xia, S., Zhang, Q., Song, S., Duan, L., & Gao, G. (2019) · Chemistry of Materials · doi:10.1021/acs.chemmater.9b03919 · Cited by 268 · see citing works
Shen, X., Zheng, Q., & Kim, J. (2020) · Progress in Materials Science · doi:10.1016/j.pmatsci.2020.100708 · Cited by 271 · see citing works
Shi, G., Araby, S., Gibson, C. T., Meng, Q., Zhu, S., & Ma, J. (2018) · Advanced Functional Materials · doi:10.1002/adfm.201706705 · Cited by 268 · see citing works
Huang, J., Peng, S., Gu, J., Chen, G., Gao, J., Zhang, J. C., Hou, L., Yang, X., Jiang, X., & Guan, L. (2020) · Materials Horizons · doi:10.1039/d0mh00100g · Cited by 260 · see citing works
Lin, Y. Q., Liu, S., Song, C., Wei, Y., Dong, X., & Liu, L. (2016) · Journal of Materials Chemistry C · doi:10.1039/c6tc01925k · Cited by 255 · see citing works
Carbon nanotube-based electrodes for flexible supercapacitors
Zhu, S., Ni, J., & Li, Y. (2020) · Nano Research · doi:10.1007/s12274-020-2729-5 · Cited by 256 · see citing works
Ultrasensitive and stretchable resistive strain sensors designed for wearable electronics
Liao, X., Zhang, Z., Kang, Z., Gao, F., Liao, Q., & Zhang, Y. (2017) · Materials Horizons · doi:10.1039/c7mh00071e · Cited by 253 · see citing works
Flexible strain sensors fabricated using carbon-based nanomaterials: A review
Yan, T., Wang, Z., & Pan, Z. (2018) · Current Opinion in Solid State and Materials Science · doi:10.1016/j.cossms.2018.11.001 · Cited by 254 · see citing works
A highly sensitive graphene woven fabric strain sensor for wearable wireless musical instruments
Liu, X., Tang, C. Y., Du, X., Xiong, S., Xi, S., Liu, Y., Shen, X., Zheng, Q., Wang, Z., Wu, Y., et al. (2017) · Materials Horizons · doi:10.1039/c7mh00104e · Cited by 245 · see citing works
Sheath–Core Graphite/Silk Fiber Made by Dry-Meyer-Rod-Coating for Wearable Strain Sensors
Zhang, M., Wang, C., Wang, Q., Jian, M., & Zhang, Y. (2016) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6b06984 · Cited by 245 · see citing works
Functionalized Fiber-Based Strain Sensors: Pathway to Next-Generation Wearable Electronics
Liu, Z., Zhu, T., Wang, J., Zheng, Z., Li, Y., Li, J., & Lai, Y. (2022) · Nano-Micro Letters · doi:10.1007/s40820-022-00806-8 · Cited by 248 · see citing works
Ge, G., Wei, Y., Zhao, W. J., Lu, Y., Zhang, Y., Wang, W., Chen, P., Huang, W., Si, W., & Dong, X. (2019) · Journal of Materials Chemistry A · doi:10.1039/c9ta00641a · Cited by 239 · see citing works
Highly Flexible Strain Sensor from Tissue Paper for Wearable Electronics
Li, Y., Samad, Y. A., Taha, T., Cai, G., Fu, S., & Liao, K. (2016) · ACS Sustainable Chemistry & Engineering · doi:10.1021/acssuschemeng.6b00783 · Cited by 239 · see citing works
A Path Beyond Metal and Silicon:Polymer/Nanomaterial Composites for Stretchable Strain Sensors
Qiu, A., Li, P., Yang, Z., Yao, Y., Lee, I., & Ma, J. (2019) · Advanced Functional Materials · doi:10.1002/adfm.201806306 · Cited by 237 · see citing works
Extraordinarily Stretchable All‐Carbon Collaborative Nanoarchitectures for Epidermal Sensors
Cai, Y., Shen, J., Dai, Z., Zang, X., Dong, Q., Guan, G., Li, L., Huang, W., & Dong, X. (2017) · Advanced Materials · doi:10.1002/adma.201606411 · Cited by 235 · see citing works
Zhang, S. L., Lai, Y., He, X., Liu, R., Zi, Y., & Wang, Z. L. (2017) · Advanced Functional Materials · doi:10.1002/adfm.201606695 · Cited by 235 · see citing works
Recent advances in 3D printing technologies for wearable (bio)sensors
Kalkal, A., Kumar, S., Kumar, P., Pradhan, R., Willander, M., Packirisamy, G., Kumar, S., & Malhotra, B. D. (2021) · Additive manufacturing · doi:10.1016/j.addma.2021.102088 · Cited by 238 · see citing works
He, Z., Zhou, G., Byun, J., Lee, S., Um, M., Park, B., Kim, T., Lee, S. B., & Chou, T. (2019) · Nanoscale · doi:10.1039/c9nr01005j · Cited by 225 · see citing works
Conductive and superhydrophobic F-rGO@CNTs/chitosan aerogel for piezoresistive pressure sensor
Wu, J., Li, H., Lai, X., Chen, Z., & Zeng, X. (2019) · Chemical Engineering Journal · doi:10.1016/j.cej.2019.123998 · Cited by 227 · see citing works
Flexible inorganic bioelectronics
Chen, Y., Zhang, Y., Liang, Z., Cao, Y. K., Han, Z., & Feng, X. (2020) · npj Flexible Electronics · doi:10.1038/s41528-020-0065-1 · Cited by 231 · see citing works
Emerging flexible sensors based on nanomaterials: recent status and applications
Wen, N., Zhang, L., Jiang, D., Wu, Z., Li, B., Sun, C., & Guo, Z. (2020) · Journal of Materials Chemistry A · doi:10.1039/d0ta09556g · Cited by 228 · see citing works
Flexible Sensors—From Materials to Applications
Costa, J. C., Spina, F., Lugoda, P., Garcia‐Garcia, L. A., Roggen, D., & Munzenrieder, N. S. (2019) · Technologies · doi:10.3390/technologies7020035 · Cited by 226 · see citing works
Review—Recent Progress in Flexible and Stretchable Piezoresistive Sensors and Their Applications
Li, J., Fang, L., Sun, B., Li, X., & Kang, S. H. (2020) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ab6828 · Cited by 227 · see citing works
Chen, S., Wei, Y., Xue, Y., Lin, Y. Q., & Liu, L. (2016) · Journal of Materials Chemistry C · doi:10.1039/c6tc00300a · Cited by 223 · see citing works
Niu, Y., Liu, H., He, R., Li, Z., Ren, H., Gao, B., Guo, H., Genin, G. M., & Xu, F. (2020) · Materials Today · doi:10.1016/j.mattod.2020.10.004 · Cited by 223 · see citing works
Advanced carbon materials for flexible and wearable sensors
Jian, M., Wang, C., Wang, Q., Wang, H., Xia, K., Yin, Z., Zhang, M., Liang, X., & Zhang, Y. (2017) · Science China Materials · doi:10.1007/s40843-017-9077-x · Cited by 224 · see citing works
Highly stretchable self-sensing actuator based on conductive photothermally-responsive hydrogel
Lo, C., Zhao, Y., Kim, C., Alsaid, Y., Khodambashi, R., Peet, M. M., Fisher, R. E., Marvi, H., Berman, S., Aukes, D. M., et al. (2021) · Materials Today · doi:10.1016/j.mattod.2021.05.008 · Cited by 219 · see citing works
Flexible and wearable strain sensing fabrics
Cai, G., Yang, M., Xu, Z., Liu, J., Tang, B., & Wang, X. (2017) · Chemical Engineering Journal · doi:10.1016/j.cej.2017.05.091 · Cited by 218 · see citing works
Lee, J., Kim, J., Liu, D., Guo, F., Shen, X., Zheng, Q., Jeon, S., & Kim, J. (2019) · Advanced Functional Materials · doi:10.1002/adfm.201901623 · Cited by 214 · see citing works
Ultrasensitive Strain Sensor Based on Separation of Overlapped Carbon Nanotubes
Lee, J. Y., Pyo, S., Kwon, D., Jo, E., Kim, W., & Kim, J. (2019) · Small · doi:10.1002/smll.201805120 · Cited by 215 · see citing works
Zhang, D., Tang, Y., Zhang, Y., Yang, F., Liu, Y., Wang, X., Yang, J., Gong, X., & Zheng, J. (2020) · Journal of Materials Chemistry A · doi:10.1039/d0ta07390c · Cited by 213 · see citing works
Li, Y.-Q., Zhu, W.-B., Yu, X.-G., Huang, P., Fu, S.-Y., Hu, N., & Liao, K. (2016) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.6b11196 · Cited by 207 · see citing works
He, J., Zhang, Y., Zhou, R., Meng, L., Chen, T., Mai, W., & Pan, C. (2020) · Journal of Materiomics · doi:10.1016/j.jmat.2020.01.009 · Cited by 210 · see citing works
Recent Advances in Smart Wearable Sensing Systems
Lou, Z., Wang, L., & Shen, G. (2018) · Advanced Materials Technologies · doi:10.1002/admt.201800444 · Cited by 207 · see citing works
Kim, K., Jang, N., Ha, S., Cho, J. H., & Kim, J. (2018) · Small · doi:10.1002/smll.201704232 · Cited by 205 · see citing works
Sun, H., Dai, K., Zhai, W., Zhou, Y., Li, J., Zheng, G., Li, B., Liu, C., & Shen, C. (2019) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.9b09229 · Cited by 205 · see citing works
Wang, X., Meng, S., Tebyetekerwa, M., Li, Y., Pionteck, J., Sun, B., Qin, Z., & Zhu, M. (2017) · Composites Part A Applied Science and Manufacturing · doi:10.1016/j.compositesa.2017.11.027 · Cited by 199 · see citing works
Zhang, H., Liu, D., Lee, J., Chen, H., Kim, E., Shen, X., Zheng, Q., Yang, J., & Kim, J. (2021) · Nano-Micro Letters · doi:10.1007/s40820-021-00615-5 · Cited by 199 · see citing works
Zhang, X., Xiang, D., Zhu, W., Zheng, Y., Harkin‐Jones, E., Wang, P., Zhao, C., Li, H., Wang, B., & Li, Y. (2020) · Composites Science and Technology · doi:10.1016/j.compscitech.2020.108437 · Cited by 191 · see citing works
Monitoring Methods of Human Body Joints: State-of-the-Art and Research Challenges
Faisal, A. I., Majumder, S., Mondal, T., Cowan, D., Naseh, S., & Deen, M. J. (2019) · Sensors · doi:10.3390/s19112629 · Cited by 187 · see citing works
Agarwala, S., Goh, G. L., Le, T. D., An, J., Peh, Z. K., Yeong, W. Y., & Kim, Y. (2018) · ACS Sensors · doi:10.1021/acssensors.8b01293 · Cited by 186 · see citing works
Qi, K., He, J., Wang, H., Zhou, Y., You, X., Nan, N., Shao, W., Wang, L., Ding, B., & Cui, S. (2017) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.7b07935 · Cited by 185 · see citing works
Highly Sensitive and Stretchable Polyurethane Fiber Strain Sensors with Embedded Silver Nanowires
Zhu, G., Ren, P., Guo, H., Jin, Y., Yan, D., & Li, Z. (2019) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.9b08611 · Cited by 186 · see citing works
Liu, G., Lv, Z., Batool, S. A., Li, M.-Z., Zhao, P., Guo, L., Wang, Y., Zhou, Y., & Han, S. (2023) · Small · doi:10.1002/smll.202207879 · Cited by 191 · see citing works
Jason, N. N., Ho, M. D., & Cheng, W. (2017) · Journal of Materials Chemistry C · doi:10.1039/c7tc01169e · Cited by 184 · see citing works
Jia, Y., Yue, X., Wang, Y., Yan, C., Zheng, G., Dai, K., Liu, C., & Shen, C. (2019) · Composites Part B Engineering · doi:10.1016/j.compositesb.2019.107696 · Cited by 181 · see citing works
Highly Flexible Wrinkled Carbon Nanotube Thin Film Strain Sensor to Monitor Human Movement
Park, S., Kim, J. P., Chu, M. L., & Khine, M. (2016) · Advanced Materials Technologies · doi:10.1002/admt.201600053 · Cited by 180 · see citing works
Multiscale Wrinkled Microstructures for Piezoresistive Fibers
Wei, Y., Chen, S., Xue, Y., Wang, P., & Liu, L. (2016) · Advanced Functional Materials · doi:10.1002/adfm.201600580 · Cited by 177 · see citing works
Recent Advances in 2D MXene Integrated Smart-Textile Interfaces for Multifunctional Applications
Ahmed, A. K. R., Hossain, M. M., Adak, B., & Mukhopadhyay, S. (2020) · Chemistry of Materials · doi:10.1021/acs.chemmater.0c03392 · Cited by 178 · see citing works
Soft, Wearable Robotics and Haptics: Technologies, Trends, and Emerging Applications
Zhu, M., Biswas, S., Dinulescu, S., Kastor, N., Hawkes, E. W., & Visell, Y. (2022) · Proceedings of the IEEE · doi:10.1109/jproc.2021.3140049 · Cited by 181 · see citing works
Huang, T., He, P., Wang, R., Yang, S., Sun, J., Xie, X., & Ding, G. (2019) · Advanced Functional Materials · doi:10.1002/adfm.201903732 · Cited by 176 · see citing works
Wang, C., Zhao, J., Ma, C., Sun, J., Tian, L., Li, X., Li, F., Han, X., Liu, C., Shen, C., et al. (2017) · Nano Energy · doi:10.1016/j.nanoen.2017.02.050 · Cited by 173 · see citing works
- Authors
- Ryu, S., Lee, P., Chou, J. B., Xu, R., Zhao, R., Hart, A. J., & Kim, S.-G.
- Affiliations
- Singapore University of Technology and Design (SG)
- Massachusetts Institute of Technology (US)
- Corresponding author
- Kim, Sang-Gook
- Venue
- ACS Nano
- Publisher
- American Chemical Society (ACS)
- Published
- 2015-06-09
- Volume
- 9
- Issue
- 6
- Pages
- 5929-5936
- ISSN
- 1936-0851 (ISSN-L)
- 1936-086X
- OpenAlex
- W2404934666
- Cited by
- 770
- References
- 39
- Citations by year
- 2026: 31 · 2025: 45 · 2024: 69 · 2023: 51 · 2022: 61 · 2021: 97 · 2020: 92 · 2019: 118 · 2018: 96 · 2017: 66 · 2016: 41 · 2015: 3
- FWCI
- 34.17
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- ACS Nano (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Massachusetts Institute of Technology
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Advanced Sensor and Energy Harvesting Materials
- Physical Sciences › Materials Science › Materials Chemistry › Carbon Nanotubes in Composites
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Nanomaterials and Printing Technologies
- Keywords
- carbon nanotube fibers, strain sensors, wearable electronics, stretchable sensors, human motion monitoring, cross-sensitivity, conductive pathways, motion sensors
- MeSH terms
- Clothing, Elasticity, Electronics, Humans, Monitoring, Physiologic, Movement, Nanotechnology, Nanotubes, Carbon
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review