Biofuel-powered soft electronic skin with multiplexed and wireless sensing for human-machine interfaces
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A flexible and fully biofuel-powered electronic skin enables continuous, multiplexed, and multimodal wireless sensing.
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Using the strain signal, the subject successfully controlled a prosthetic to assist walking in real-world environments.
“By utilizing the strain signal, the subject successfully controlled the prosthetic to assist walking in real-world environments (Figure 6B).[192]”
From Flexible Electronics and Devices as Human–Machine Interfaces for Medical Robotics (2022) · cites this paper as [192]
The Results section reports that a strain-sensor-integrated e-skin demonstrated prosthesis walking control for assistive walking in real-world environments. However, Materials and Methods specifies that a human operator, prompted by the transmitted strain signal, sent the command that triggered each swing step; it does not show the subject directly controlling the prosthesis. (LLM, conf=0.87)
Experimental — accuracy not yet measuredA biofuel-powered strain sensor integrated on a human elbow captured strain signals.
“As shown in Figure 6A, a biofuel powered strain sensor was integrated onto a human elbow to capture strain signals.”
From Flexible Electronics and Devices as Human–Machine Interfaces for Medical Robotics (2022) · cites this paper as [192]
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Cites
Preparation of Graphitic Oxide
Hummers, W. S., & Offeman, R. E. (1958) · Journal of the American Chemical Society · doi:10.1021/ja01539a017 · Cited by 29,962 · see citing works
Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis
Gao, W., Emaminejad, S., Nyein, H. Y. Y., Challa, S., Chen, K., Peck, A., Fahad, H. M., Ota, H., Shiraki, H., Kiriya, D., et al. (2016) · Nature · doi:10.1038/nature16521 · Cited by 5,087 · cited 1× · see citing works
“Despite high interest, only a limited number of sweat analytes can be accurately monitored by currently reported wearable sensors (12,13, 47).”
BackgroundSelf-citationWearable biosensors for healthcare monitoring
Kim, J., Campbell, A. S., de Ávila, B. E.-F., & Wang, J. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0045-y · Cited by 3,373 · see citing works
Trends in electrocatalysis on extended and nanoscale Pt-bimetallic alloy surfaces
Stamenkovic, V. R., Mun, B. S., Arenz, M., Mayrhofer, K. J. J., Lucas, C. A., Wang, G., Ross, P. N., & Markovic, N. M. (2007) · Nature Materials · doi:10.1038/nmat1840 · Cited by 3,252 · see citing works
Alloys of platinum and early transition metals as oxygen reduction electrocatalysts
Greeley, J., Stephens, I. E. L., Bondarenko, A. S., Johansson, T. P., Hansen, H. A., Jaramillo, T. F., Rossmeisl, J., Chorkendorff, I., & Nørskov, J. K. (2009) · Nature Chemistry · doi:10.1038/nchem.367 · Cited by 3,203 · see citing works
Hammock, M. L., Chortos, A., Tee, B. C. ‐., Tok, J. B. ‐., & Bao, Z. (2013) · Advanced Materials · doi:10.1002/adma.201302240 · Cited by 2,396 · see citing works
Pursuing prosthetic electronic skin
Chortos, A., Liu, J., & Bao, Z. (2016) · Nature Materials · doi:10.1038/nmat4671 · Cited by 2,396 · see citing works
Recent advancements in Pt and Pt-free catalysts for oxygen reduction reaction
Nie, Y., Li, L., & Wei, Z. (2015) · Chemical Society Reviews · doi:10.1039/c4cs00484a · Cited by 2,156 · see citing works
A wearable and highly sensitive pressure sensor with ultrathin gold nanowires
Gong, S., Schwalb, W., Wang, Y., Chen, Y., Tang, Y., Si, J., Shirinzadeh, B., & Cheng, W. (2014) · Nature Communications · doi:10.1038/ncomms4132 · Cited by 2,064 · see citing works
Fiber‐Based Wearable Electronics: A Review of Materials, Fabrication, Devices, and Applications
Xue, W., Shu, L., Li, Q., Chen, S., Wang, F., & Tao, X. (2014) · Advanced Materials · doi:10.1002/adma.201400633 · Cited by 2,030 · see citing works
Lee, H., Choi, T. K., Lee, Y. B., Cho, H. R., Ghaffari, R., Wang, L., Choi, H. J., Chung, T. D., Lu, N., Hyeon, T., et al. (2016) · Nature Nanotechnology · doi:10.1038/nnano.2016.38 · Cited by 1,802 · see citing works
Soft robotics: Technologies and systems pushing the boundaries of robot abilities
Laschi, C., Mazzolai, B., & Cianchetti, M. (2016) · Science Robotics · doi:10.1126/scirobotics.aah3690 · Cited by 1,570 · see citing works
Bariya, M., Nyein, H. Y. Y., & Javey, A. (2018) · Nature Electronics · doi:10.1038/s41928-018-0043-y · Cited by 1,486 · see citing works
Multifunctional wearable devices for diagnosis and therapy of movement disorders
Son, D., Lee, J., Qiao, S., Ghaffari, R., Kim, J., Lee, J. E., Song, C., Kim, S. J., Lee, D. J., Jun, S. W., et al. (2014) · Nature Nanotechnology · doi:10.1038/nnano.2014.38 · Cited by 1,462 · see citing works
Wearable and flexible electronics for continuous molecular monitoring
Yang, Y., & Gao, W. (2019) · Chemical Society Reviews · doi:10.1039/c7cs00730b · Cited by 1,315 · see citing works
Self-citationA soft, wearable microfluidic device for the capture, storage, and colorimetric sensing of sweat
Koh, A., Kang, D., Xue, Y., Lee, S., Pielak, R. M., Kim, J., Hwang, T., Min, S., Banks, A., Bastien, P., et al. (2016) · Science Translational Medicine · doi:10.1126/scitranslmed.aaf2593 · Cited by 1,308 · see citing works
A laser-engraved wearable sensor for sensitive detection of uric acid and tyrosine in sweat
Yang, Y., Song, Y., Bo, X., Min, J., Pak, O. S., Zhu, L., Wang, M., Tu, J., Kogan, A., Zhang, H., et al. (2020) · Nature Biotechnology · doi:10.1038/s41587-019-0321-x · Cited by 1,270 · see citing works
Self-citationSoft Microfluidic Assemblies of Sensors, Circuits, and Radios for the Skin
Xu, S., Zhang, Y., Jia, L., Mathewson, K. E., Jang, K.-I., Kim, J., Fu, H., Huang, X., Chava, P., Wang, R., et al. (2014) · Science · doi:10.1126/science.1250169 · Cited by 1,199 · see citing works
Understanding the electrocatalysis of oxygen reduction on platinum and its alloys
Stephens, I. E. L., Bandarenka, A. S., Vej-Hansen, U. G., Rossmeisl, J., & Chorkendorff, I. (2012) · Energy & Environmental Science · doi:10.1039/c2ee03590a · Cited by 1,179 · see citing works
The grand challenges of <i>Science Robotics</i>
Yang, G.-Z., Bellingham, J., Dupont, P. E., Fischer, P., Floridi, L., Full, R., Jacobstein, N., Kumar, V., McNutt, M., Merrifield, R., et al. (2018) · Science Robotics · doi:10.1126/scirobotics.aar7650 · Cited by 1,177 · see citing works
Self-powered ultra-flexible electronics via nano-grating-patterned organic photovoltaics
Park, S., Heo, S. W., Lee, W., Inoue, D., Jiang, Z., Yu, K., Jinno, H., Hashizume, D., Sekino, M., Yokota, T., et al. (2018) · Nature · doi:10.1038/s41586-018-0536-x · Cited by 1,068 · see citing works
Micro-cable structured textile for simultaneously harvesting solar and mechanical energy
Chen, J., Huang, Y., Zhang, N., Zou, H., Liu, R., Tao, C., Fan, X. H., & Wang, Z. L. (2016) · Nature Energy · doi:10.1038/nenergy.2016.138 · Cited by 1,060 · see citing works
Rich, S. I., Wood, R. J., & Majidi, C. (2018) · Nature Electronics · doi:10.1038/s41928-018-0024-1 · Cited by 1,025 · see citing works
Human metabolic individuality in biomedical and pharmaceutical research
CARDIoGRAM, Suhre, K., Shin, S.-Y., Petersen, A.-K., Mohney, R. P., Meredith, D., Wägele, B., Altmaier, E., Deloukas, P., Erdmann, J., et al. (2011) · Nature · doi:10.1038/nature10354 · Cited by 1,017 · see citing works
Recent Progress in Electronic Skin
Wang, X., Dong, L., Zhang, H., Yu, R., Pan, C., & Wang, Z. L. (2015) · Advanced Science · doi:10.1002/advs.201500169 · Cited by 976 · see citing works
Soft and elastic hydrogel-based microelectronics for localized low-voltage neuromodulation
Liu, Y., Liu, J., Chen, S., Lei, T., Kim, Y., Niu, S., Wang, H., Wang, X., Foudeh, A. M., Tok, J. B.-H., et al. (2019) · Nature Biomedical Engineering · doi:10.1038/s41551-018-0335-6 · Cited by 811 · see citing works
A highly sensitive, self-powered triboelectric auditory sensor for social robotics and hearing aids
Guo, H., Pu, X., Chen, J., Meng, Y., Yeh, M., Liu, G., Tang, Q., Chen, B., Liu, D., Qi, S., et al. (2018) · Science Robotics · doi:10.1126/scirobotics.aat2516 · Cited by 790 · 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
Accessing analytes in biofluids for peripheral biochemical monitoring
Heikenfeld, J., Jajack, A., Feldman, B., Granger, S. W., Gaitonde, S., Begtrup, G., & Katchman, B. A. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0040-3 · Cited by 758 · see citing works
Tackling the Challenges of Enzymatic (Bio)Fuel Cells
Xiao, X., Xia, H.-Q., Wu, R., Bai, L., Yan, L., Magner, E., Cosnier, S., Lojou, É., Zhu, Z., & Liu, A. (2019) · Chemical Reviews · doi:10.1021/acs.chemrev.9b00115 · Cited by 507 · see citing works
Toward a new generation of smart skins
Someya, T., & Amagai, M. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0079-1 · Cited by 485 · see citing works
Designing thermoelectric generators for self-powered wearable electronics
Suarez, F., Nozariasbmarz, A., Vashaee, D., & Öztürk, M. C. (2016) · Energy & Environmental Science · doi:10.1039/c6ee00456c · Cited by 431 · see citing works
A transparent single-friction-surface triboelectric generator and self-powered touch sensor
Meng, B., Tang, W., Too, Z.-H., Zhang, X., Han, M., Liu, W., & Zhang, H. (2013) · Energy & Environmental Science · doi:10.1039/c3ee42311e · Cited by 419 · see citing works
Bandodkar, A. J., You, J., Kim, N.-H., Gu, Y. Q., Kumar, R., Mohan, A. M. V., Kurniawan, J. F., Imani, S., Nakagawa, T., Parish, B., et al. (2017) · Energy & Environmental Science · doi:10.1039/c7ee00865a · Cited by 413 · see citing works
Flexible and stretchable power sources for wearable electronics
Zamarayeva, A. M., Ostfeld, A. E., Wang, M. J., Duey, J. K., Deckman, I., Lechêne, B., Davies, G., Steingart, D. A., & Arias, A. C. (2017) · Science Advances · doi:10.1126/sciadv.1602051 · Cited by 402 · see citing works
Glucose and lactate metabolism during brain activation
Dienel, G. A., & Hertz, L. (2001) · Journal of Neuroscience Research · doi:10.1002/jnr.10079 · Cited by 329 · see citing works
Metabolic signaling by lactate in the brain
Barros, L. F. (2013) · Trends in Neurosciences · doi:10.1016/j.tins.2013.04.002 · Cited by 326 · see citing works
Epidermal Biofuel Cells: Energy Harvesting from Human Perspiration
Jia, W., Valdés‐Ramírez, G., Bandodkar, A. J., Windmiller, J. R., & Wang, J. (2013) · Angewandte Chemie International Edition · doi:10.1002/anie.201302922 · Cited by 324 · see citing works
Recent Progress of Self‐Powered Sensing Systems for Wearable Electronics
Lou, Z., Li, L., Wang, L., & Shen, G. (2017) · Small · doi:10.1002/smll.201701791 · Cited by 323 · see citing works
A wearable pH sensor with high sensitivity based on a flexible charge-coupled device
Nakata, S., Shiomi, M., Fujita, Y., Arie, T., Akita, S., & Takei, K. (2018) · Nature Electronics · doi:10.1038/s41928-018-0162-5 · Cited by 256 · see citing works
Reaction pathways and poisons—II
Vogel, W., Lundquist, L., Ross, P., et al. (1975) · Electrochimica Acta · doi:10.1016/0013-4686(75)85048-1 · Cited by 241 · see citing works
Biofuel cell as a power source for electronic contact lenses
Falk, M., Andoralov, V., Blum, Z., Sotres, J., Suyatin, D. B., Ruzgas, T. A., Arnebrant, T., & Shleev, S. (2012) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2012.04.030 · Cited by 211 · see citing works
Wearable textile biofuel cells for powering electronics
Jia, W., Wang, X., Imani, S., Bandodkar, A. J., Ramírez, J., Mercier, P. P., & Wang, J. (2014) · J. Mater. Chem. A · doi:10.1039/c4ta04796f · Cited by 184 · see citing works
A Comprehensive Review on Controlling Surface Composition of Pt‐Based Bimetallic Electrocatalysts
Zhang, B., Yang, H., Wang, Y., Dou, S. X., & Liu, H. (2018) · Advanced Energy Materials · doi:10.1002/aenm.201703597 · Cited by 170 · see citing works
Contact lens biofuel cell tested in a synthetic tear solution
Reid, R. C., Minteer, S. D., & Gale, B. K. (2014) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2014.12.034 · Cited by 157 · see citing works
Microbial battery for efficient energy recovery
Xie, X. H., Ye, M., Hsu, P., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1307327110 · Cited by 78 · see citing works
Materials and Designs for Power Supply Systems in Skin-Interfaced Electronics
Li, J., Zhao, J., & Rogers, J. A. (2018) · Accounts of Chemical Research · doi:10.1021/acs.accounts.8b00486 · Cited by 71 · see citing works
Conghaile, P. Ó., Falk, M., MacAodha, D., et al. (2016) · Analytical Chemistry · doi:10.1021/acs.analchem.5b03745 · Cited by 65 · see citing works
Zhao, H., Horn, J. C., Reher, J., Paredes, V., & Ames, A. D. (2016) · Autonomous Robots · doi:10.1007/s10514-016-9565-1 · Cited by 55 · see citing works
Self-citationMiniature Direct Electron Transfer Based Enzymatic Fuel Cell Operating in Human Sweat and Saliva
Falk, M., Pankratov, D., Lindh, L., Arnebrant, T., & Shleev, S. (2014) · Fuel Cells · doi:10.1002/fuce.201400037 · Cited by 48 · see citing works
Clean energy from human sweat using an enzymatic patch
Escalona-Villalpando, R. A., Ortiz-Ortega, E., Bocanegra-Ugalde, J. P., Minteer, S. D., García, J. L., & Arriaga, L. G. (2018) · Journal of Power Sources · doi:10.1016/j.jpowsour.2018.11.076 · Cited by 47 · see citing works
Self-powered fluorescence controlled switch systems based on biofuel cells
Bai, L., Jin, L., Han, L., et al. (2013) · Energy & Environmental Science · doi:10.1039/c3ee41028e · Cited by 36 · see citing works
Zhao, H., Ambrose, E., & Ames, A. D. (2017) · Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · doi:10.1109/icra.2017.7989136 · Cited by 36 · see citing works
Self-citationDeconvoluting Cyclic Voltammograms To Accurately Calculate Pt Electrochemically Active Surface Area
McCrum, I. T., & Janik, M. J. (2017) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.7b01617 · Cited by 27 · see citing works
Ferreira, C. U., Gushikem, Y., & Kubota, L. T. (2000) · Journal of Solid State Electrochemistry · doi:10.1007/s100080050207 · Cited by 22 · see citing works
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Sempionatto, J. R., Lasalde-Ramírez, J. A., Mahato, K., Wang, J., & Gao, W. (2022) · Nature Reviews Chemistry · doi:10.1038/s41570-022-00439-w · Cited by 613 · see citing works
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Tu, J., Min, J., Song, Y., Xu, C., Li, J., Moore, J., Hanson, J., Hu, E., Parimon, T., Wang, T.-Y., et al. (2023) · Nature Biomedical Engineering · doi:10.1038/s41551-023-01059-5 · Cited by 395 · see citing works
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Song, Y., Mukasa, D., Zhang, H., & Gao, W. (2021) · Accounts of Materials Research · doi:10.1021/accountsmr.1c00002 · Cited by 237 · see citing works
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Khoshmanesh, F., Thurgood, P., Pirogova, E., Nahavandi, S., & Baratchi, S. (2021) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2020.112946 · Cited by 204 · see citing works
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Yang, S., Sencadas, V., You, S. S., Jia, N. Z., Srinivasan, S. S., Huang, H., Ahmed, A. E., Liang, J. Y., & Traverso, G. (2021) · Advanced Functional Materials · doi:10.1002/adfm.202009289 · Cited by 183 · see citing works
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Fu, X., Cheng, W., Wan, G., Yang, Z., & Tee, B. C. K. (2024) · Chemical Reviews · doi:10.1021/acs.chemrev.4c00049 · Cited by 172 · see citing works
A passive perspiration biofuel cell: High energy return on investment
Yin, L., Moon, J.-M., Sempionatto, J. R., Lin, M., Cao, M., Trifonov, A., Zhang, F., Lou, Z., Jeong, J.-M., Lee, S.-J., et al. (2021) · Joule · doi:10.1016/j.joule.2021.06.004 · Cited by 134 · see citing works
Designing wearable microgrids: towards autonomous sustainable on-body energy management
Yin, L., Kim, K. N., Trifonov, A., Podhajny, T., & Wang, J. (2022) · Energy & Environmental Science · doi:10.1039/d1ee03113a · Cited by 111 · see citing works
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Gao, X., Chen, X., Lin, M., Yue, W., Hu, H., Qin, S., Zhang, F., Lou, Z., Yin, L., Huang, H., et al. (2024) · Nature Electronics · doi:10.1038/s41928-024-01271-4 · Cited by 95 · see citing works
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Cheng, S., Gu, Z., Zhou, L., Hao, M., An, H., Song, K., Wu, X., Zhang, K., Zhao, Z., Dong, Y., et al. (2021) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2021.765987 · Cited by 64 · see citing works
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- Authors
- Yu, Y., Nassar, J., Xu, C., Min, J., Yang, Y., Dai, A., Doshi, R., Huang, A., Song, Y., Gehlhar, R., Ames, A. D., & Gao, W.
- Affiliations
- California Institute of Technology (US)
- Corresponding author
- Gao, Wei
- ORCID
- Venue
- Science Robotics
- Published
- 2020-04-15
- Volume
- 5
- Issue
- 41
- ISSN
- 2470-9476 (ISSN-L)
- PMC
- PMC7326328
- OpenAlex
- W3017605837
- Cited by
- 655
- References
- 55
- Citations by year
- 2026: 56 · 2025: 94 · 2024: 132 · 2023: 118 · 2022: 123 · 2021: 103 · 2020: 29
- FWCI
- 29.30
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Science Robotics (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- CaltechAUTHORS (California Institute of Technology) (submittedVersion)
- Funders
- National Institutes of Health (5R21NR018271)
- California Institute of Technology
- Rothenberg Innovation Initiative
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Advanced Sensor and Energy Harvesting Materials
- Physical Sciences › Engineering › Biomedical Engineering › Soft Robotics and Applications
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Keywords
- wireless sensing, human-machine interaction, glucose detection, pH sensing, skin temperature monitoring, Bluetooth data transmission, wearable sensors
- MeSH terms
- Wearable Electronic Devices, Bioelectric Energy Sources, Humans, Muscle Contraction, Robotics, Skin Temperature, Sweat, Biosensing Techniques, Nanoparticles, Wireless Technology
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