Decoding of facial strains via conformable piezoelectric interfaces.


Journal

Nature biomedical engineering
ISSN: 2157-846X
Titre abrégé: Nat Biomed Eng
Pays: England
ID NLM: 101696896

Informations de publication

Date de publication:
10 2020
Historique:
received: 10 02 2020
accepted: 19 08 2020
entrez: 23 10 2020
pubmed: 24 10 2020
medline: 31 12 2020
Statut: ppublish

Résumé

Devices that facilitate nonverbal communication typically require high computational loads or have rigid and bulky form factors that are unsuitable for use on the face or on other curvilinear body surfaces. Here, we report the design and pilot testing of an integrated system for decoding facial strains and for predicting facial kinematics. The system consists of mass-manufacturable, conformable piezoelectric thin films for strain mapping; multiphysics modelling for analysing the nonlinear mechanical interactions between the conformable device and the epidermis; and three-dimensional digital image correlation for reconstructing soft-tissue surfaces under dynamic deformations as well as for informing device design and placement. In healthy individuals and in patients with amyotrophic lateral sclerosis, we show that the piezoelectric thin films, coupled with algorithms for the real-time detection and classification of distinct skin-deformation signatures, enable the reliable decoding of facial movements. The integrated system could be adapted for use in clinical settings as a nonverbal communication technology or for use in the monitoring of neuromuscular conditions.

Identifiants

pubmed: 33093670
doi: 10.1038/s41551-020-00612-w
pii: 10.1038/s41551-020-00612-w
doi:

Substances chimiques

Dimethylpolysiloxanes 0
baysilon 63148-62-9

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S. Video-Audio Media

Langues

eng

Sous-ensembles de citation

IM

Pagination

954-972

Commentaires et corrections

Type : CommentIn

Références

Asheber, W. T., Lin, C.-Y. & Yen, S. H. Humanoid head face mechanism with expandable facial expressions. Int. J. Adv. Robot. Syst. 13, 29 (2016).
doi: 10.5772/62181
Blow, M., Dautenhahn, K., Appleby, A., Nehaniv, C. L. & Lee, D. The art of designing robot faces: dimensions for human–robot interaction. In Proc. 1st ACM SIGCHI/SIGART Conference on Human–Robot Interaction Vol. 6 (Eds Goodrich, M. A. et al.) 331–332 (Association for Computing Machinery, 2006).
Yagi, M. Mathematical modeling of aging effects in adulthood on the basis of smiling motions with skin mechanical properties. In Proc. 2013 4th International Conference on Intelligent Systems, Modelling and Simulation (Eds Al-Dabass, D. et al.) 182–185 (Institute of Electrical and Electronics Engineers, 2013).
Shaw, P. J. Molecular and cellular pathways of neurodegeneration in motor neurone disease. J. Neurol. Neurosurg. Psychiatry 76, 1046–1057 (2005).
pubmed: 16024877 pmcid: 1739758 doi: 10.1136/jnnp.2004.048652
GBD 2016 Motor Neuron Disease Collaborators. Global, regional, and national burden of motor neuron diseases 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet Neurol. 17, 1083–1097 (2018).
Rong, P. et al. Predicting speech intelligibility decline in amyotrophic lateral sclerosis based on the deterioration of individual speech subsystems. PLoS ONE 11, e0154971 (2016).
pubmed: 27148967 pmcid: 4858181 doi: 10.1371/journal.pone.0154971
Bandini, A. et al. Automatic detection of amyotrophic lateral sclerosis (ALS) from video-based analysis of facial movements: speech and non-speech tasks. In Proc. 2018 13th IEEE International Conference on Automatic Face Gesture Recognition (FG 2018) (Eds Bhanu, B. et al.) 150–157 (Institute of Electrical and Electronics Engineers, 2018).
Kapur, A., Kapur, S. & Maes, P. AlterEgo: a personalized wearable silent speech interface. In Proc. 23rd International Conference on Intelligent User Interfaces (Eds Berkovsky, S. et al.) 43–53 (Association for Computing Machinery, 2018).
Shao, L. Facial movements recognition using multichannel EMG signals. In Proc. 2019 IEEE Fourth International Conference on Data Science in Cyberspace (DSC) (Eds Zhu, S. et al.) 561–566 (Institute of Electrical and Electronics Engineers, 2019).
Essa, I. A. & Pentland, A. P. Facial expression recognition using a dynamic model and motion energy. In Proc. IEEE International Conference on Computer Vision 360–367 (Institute of Electrical and Electronics Engineers, 1995).
Essa, I., Basu, S., Darrell, T. & Pentland, A. Modeling, tracking and interactive animation of faces and heads using input from video. In Proc. Computer Animation ‘96 Vol. 96 (Eds Thalmann, N. M. & Thalmann, D.) 68–79 (Institute of Electrical and Electronics Engineers, 1996).
La Cascia, M., Valenti, L. & Sclaroff, S. Fully automatic, real-time detection of facial gestures from generic video. In Proc. IEEE 6th Workshop on Multimedia Signal Processing, 2004 (Ed. Barni, M), 175–178 (Institute of Electrical and Electronics Engineers, 2004).
Wilson, A. J., Chin, B. C., Hsu, V. M., Mirzabeigi, M. N. & Percec, I. Digital image correlation: a novel dynamic three-dimensional imaging technique for precise quantification of the dynamic rhytid and botulinum toxin type A efficacy. Plast. Reconstr. Surg. 135, 869e–876e (2015).
doi: 10.1097/PRS.0000000000001224 pubmed: 25919269
Miura, N., Sakamoto, T., Aoyagi, Y. & Yoneyama, S. Visualizing surface strain distribution of facial skin using stereovision. Theor. Appl. Mech. Lett. 6, 167–170 (2016).
doi: 10.1016/j.taml.2016.05.005
Chen, Z. et al. Noninvasive, three-dimensional full-field body sensor for surface deformation monitoring of human body in vivo. J. Biomed. Opt. 22, 095001 (2017).
Dagnes, N. et al. Optimal marker set assessment for motion capture of 3D mimic facial movements. J. Biomech. 93, 86–93 (2019).
doi: 10.1016/j.jbiomech.2019.06.012 pubmed: 31327523
de Lucena, J. O., Lima, J. P., Thomas, D. & Teichrieb, V. Real-time facial motion capture using RGB-D images under complex motion and occlusions. In Proc. 2019 21st Symposium on Virtual and Augmented Reality (SVR) (Eds Raposo, A. & Trevisan, D.) 120–129 (Institute of Electrical and Electronics Engineers, 2019).
Dagdeviren, C. et al. Conformal piezoelectric systems for clinical and experimental characterization of soft tissue biomechanics. Nat. Mater. 14, 728–736 (2015).
doi: 10.1038/nmat4289 pubmed: 25985458
Yuan, J. et al. Computational models for the determination of depth-dependent mechanical properties of skin with a soft, flexible measurement device. Proc. R. Soc. A 472, 20160225 (2016).
doi: 10.1098/rspa.2016.0225 pubmed: 27843395 pmcid: 5095436
Feng, X. et al. Stretchable ferroelectric nanoribbons with wavy configurations on elastomeric substrates. ACS Nano 5, 3326–3332 (2011).
doi: 10.1021/nn200477q pubmed: 21395261
Dong, G. et al. Super-elastic ferroelectric single-crystal membrane with continuous electric dipole rotation. Science 366, 475–479 (2019).
doi: 10.1126/science.aay7221 pubmed: 31649196
Dagdeviren, C. et al. Transient, biocompatible electronics and energy harvesters based on ZnO. Small 9, 3398–3404 (2013).
doi: 10.1002/smll.201300146 pubmed: 23606533
Persano, L. et al. High performance piezoelectric devices based on aligned arrays of nanofibers of poly(vinylidenefluoride-co-trifluoroethylene). Nat. Commun. 4, 1633 (2013).
doi: 10.1038/ncomms2639 pubmed: 23535654
Persano, L. et al. Shear piezoelectricity in poly(vinylidenefluoride-co-trifluoroethylene): full piezotensor coefficients by molecular modeling, biaxial transverse response, and use in suspended energy-harvesting nanostructures. Adv. Mater. 28, 7633–7639 (2016).
doi: 10.1002/adma.201506381 pubmed: 27357595
Dagdeviren, C. et al. Recent progress in flexible and stretchable piezoelectric devices for mechanical energy harvesting, sensing and actuation. Extrem. Mech. Lett. 9, 269–281 (2016).
doi: 10.1016/j.eml.2016.05.015
Dagdeviren, C., Li, Z. & Wang, Z. L. Energy harvesting from the animal/human body for self-powered electronics. Annu. Rev. Biomed. Eng. 19, 85–108 (2017).
doi: 10.1146/annurev-bioeng-071516-044517 pubmed: 28633564
Dagdeviren, C. et al. Conformal piezoelectric energy harvesting and storage from motions of the heart, lung, and diaphragm. Proc. Natl Acad. Sci. USA 111, 1927–1932 (2014).
doi: 10.1073/pnas.1317233111 pubmed: 24449853 pmcid: 3918766
Dagdeviren, C. et al. Flexible piezoelectric devices for gastrointestinal motility sensing. Nat. Biomed. Eng. 1, 807–817 (2017).
doi: 10.1038/s41551-017-0140-7 pubmed: 31015594
Niu, S. et al. A wireless body area sensor network based on stretchable passive tags. Nat. Electron. 2, 361–368 (2019).
doi: 10.1038/s41928-019-0286-2
Dagdeviren, C. et al. Conformable amplified lead zirconate titanate sensors with enhanced piezoelectric response for cutaneous pressure monitoring. Nat. Commun. 5, 4496 (2014).
doi: 10.1038/ncomms5496 pubmed: 25092496
Yeo, W.-H. et al. Multifunctional epidermal electronics printed directly onto the skin. Adv. Mater. 25, 2773–2778 (2013).
doi: 10.1002/adma.201204426 pubmed: 23440975
Akiyama, M. et al. Preparation of oriented aluminum nitride thin films on polyimide films and piezoelectric response with high thermal stability and flexibility. Adv. Funct. Mater. 17, 458–462 (2007).
doi: 10.1002/adfm.200600098
Fei, C. et al. AlN piezoelectric thin films for energy harvesting and acoustic devices. Nano Energy 51, 146–161 (2018).
doi: 10.1016/j.nanoen.2018.06.062
Doll, J. C., Petzold, B. C., Ninan, B., Mullapudi, R. & Pruitt, B. L. Aluminum nitride on titanium for CMOS compatible piezoelectric transducers. J. Micromech. Microeng. 20, 025008 (2009).
doi: 10.1088/0960-1317/20/2/025008
Shelton, S. et al. CMOS-compatible AlN piezoelectric micromachined ultrasonic transducers. In Proc. 2009 IEEE International Ultrasonics Symposium (Ed. Yuhas, M. P.) 402–405 (Institute of Electrical and Electronics Engineers, 2009).
Rödel, J. et al. Transferring lead-free piezoelectric ceramics into application. J. Eur. Ceram. Soc. 35, 1659–1681 (2015).
doi: 10.1016/j.jeurceramsoc.2014.12.013
Priya, S. & Nahm, S. Lead-Free Piezoelectrics (Springer Science & Business Media, 2011).
Wang, S. et al. Mechanics of epidermal electronics. J. Appl. Mech. 79, 031022 (2012).
doi: 10.1115/1.4005963
Kim, D.-H. et al. Epidermal electronics. Science 333, 838–843 (2011).
doi: 10.1126/science.1206157 pubmed: 21836009
Solav, D., Moerman, K. M., Jaeger, A. M., Genovese, K. & Herr, H. M. MultiDIC: an open-source toolbox for multi-view 3D digital image correlation. IEEE Access 6, 30520–30535 (2018).
doi: 10.1109/ACCESS.2018.2843725
Solav, D., Moerman, K. M., Jaeger, A. M. & Herr, H. A framework for measuring the time-varying shape and full-field deformation of residual limbs using 3D digital image correlation. IEEE Trans. Biomed. Eng. 66, 2740–2752 (2019).
doi: 10.1109/TBME.2019.2895283 pubmed: 30676943
Blaber, J., Adair, B. & Antoniou, A. Ncorr: open-source 2D digital image correlation MATLAB software. Exp. Mech. 55, 1105–1122 (2015).
doi: 10.1007/s11340-015-0009-1
Pan, B., Qian, K., Xie, H. & Asundi, A. Two-dimensional digital image correlation for in-plane displacement and strain measurement: a review. Meas. Sci. Technol. 20, 062001 (2009).
doi: 10.1088/0957-0233/20/6/062001
Solav, D., Rubin, M. B., Cereatti, A., Camomilla, V. & Wolf, A. Bone pose estimation in the presence of soft tissue artifact using triangular cosserat point elements. Ann. Biomed. Eng. 44, 1181–1190 (2016).
doi: 10.1007/s10439-015-1384-6 pubmed: 26194039
Solav, D. et al. Chest wall kinematics using triangular cosserat point elements in healthy and neuromuscular subjects. Ann. Biomed. Eng. 45, 1963–1973 (2017).
doi: 10.1007/s10439-017-1840-6 pubmed: 28451990
Zhao, Y. et al. Investigation of mechanical behaviour of amorphous aluminium nitride. Materialia 2, 148–156 (2018).
doi: 10.1016/j.mtla.2018.07.011
Ansari, M. & Amin Karami, M. Experimental study on nonlinear thermally buckled piezoelectric energy harvesters for leadless pacemakers. In Proc. Active and Passive Smart Structures and Integrated Systems XII (Eds Erturk, A. & Han, J.-H.) 105951A (Society of Photo-Optical Instrumentation Engineers, 2018).
Ansari, M. H. & Amin Karami, M. Energy harvesting from controlled buckling of piezoelectric beams. Smart Mater. Struct. 24, 115005 (2015).
doi: 10.1088/0964-1726/24/11/115005
Ansari, M. H. & Amin Karami, M. Nonlinear thermally buckled piezoelectric energy harvester. In Proc. ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Vol. 6: 12th International Conference on Multibody Systems, Nonlinear Dynamics, and Control V006T09A065 (American Society of Mechanical Engineers, 2016).
Karami, M. A., Inman, D. J. & Ansari, M. H. Energy harvesting from constrained buckling of piezoelectric beams. US patent 10447177 (2019).
Ansari, M. H. & Karami, M. A. Energy harvesting from controlled buckling of a horizontal piezoelectric beam. In Proc. ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference V008T11A017 (American Society of Mechanical Engineers Digital Collection, 2015).
Karami, M. A. & Inman, D. J. Controlled buckling of piezoelectric beams for direct energy harvesting from passing vehicles. In Proc. ASME 2012 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference 1231–1236 (American Society of Mechanical Engineers Digital Collection, 2013).
Abou-Rayan, A. M., Nayfeh, A. H., Mook, D. T. & Nayfeh, M. A. Nonlinear response of a parametrically excited buckled beam. Nonlinear Dyn. 4, 499–525 (1993).
doi: 10.1007/BF00053693
Erturk, A. & Inman, D. J. An experimentally validated bimorph cantilever model for piezoelectric energy harvesting from base excitations. Smart Mater. Struct. 18, 025009 (2009).
doi: 10.1088/0964-1726/18/2/025009
Karami, M. A. & Inman, D. J. Equivalent damping and frequency change for linear and nonlinear hybrid vibrational energy harvesting systems. J. Sound Vib. 330, 5583–5597 (2011).
doi: 10.1016/j.jsv.2011.06.021
Nayfeh, A. H. & Frank Pai, P. Linear and Nonlinear Structural Mechanics (John Wiley & Sons, 2004).
Virgin, L. N. Vibration of Axially Loaded Structures (Cambridge University Press, 2007).
Sirohi, J. & Chopra, I. Fundamental understanding of piezoelectric strain sensors. In Proc. Smart Structures and Materials 1999: Smart Structures and Integrated Systems (Ed. Wereley, N. M.) 528–542 (Society of Photo-Optical Instrumentation Engineers, 1999).
Varatharajan, R., Manogaran, G., Priyan, M. K. & Sundarasekar, R. Wearable sensor devices for early detection of Alzheimer disease using dynamic time warping algorithm. Clust. Comput. 21, 681–690 (2018).
doi: 10.1007/s10586-017-0977-2
Zhang, Z. et al. Dynamic time warping under limited warping path length. Inf. Sci. 393, 91–107 (2017).
doi: 10.1016/j.ins.2017.02.018
Wan, Y., Chen, X.-L. & Shi, Y. Adaptive cost dynamic time warping distance in time series analysis for classification. J. Comput. Appl. Math. 319, 514–520 (2017).
doi: 10.1016/j.cam.2017.01.004
Salvador, S. & Chan, P. Toward accurate dynamic time warping in linear time and space. Intell. Data Anal. 11, 561–580 (2007).
doi: 10.3233/IDA-2007-11508
Aristidou, A., Cohen-Or, D. & Hodgins, J. K. Self-similarity analysis for motion capture cleaning. Comput. Graph. 37, 297–309 (2018).
Zhao, W. et al. Real-time vehicle motion detection and motion altering for connected vehicle: algorithm design and practical applications. Sensors 19, 4108 (2019).
doi: 10.3390/s19194108 pmcid: 6806330
Tait, R. N. & Mirfazli, A. Low temperature aluminum nitride deposition on aluminum by rf reactive sputtering. J. Vac. Sci. Technol. A 19, 1586–1590 (2001).
doi: 10.1116/1.1351804
Iqbal, A. & Mohd-Yasin, F. Reactive sputtering of aluminum nitride (002) thin films for piezoelectric applications: a review. Sensors 18, 1797 (2018).
doi: 10.3390/s18061797 pmcid: 6022188
Zhang, Q. M. & Zhao, J. Electromechanical properties of lead zirconate titanate piezoceramics under the influence of mechanical stresses. IEEE Trans. Ultrason. Ferroelectr. Freq. Control 46, 1518–1526 (1999).
doi: 10.1109/58.808876 pubmed: 18244349
Jiang, X. et al. Monolithic ultrasound fingerprint sensor. Microsyst. Nanoeng. 3, 17059 (2017).
pubmed: 31057884 pmcid: 6445013 doi: 10.1038/micronano.2017.59
Tadigadapa, S. & Mateti, K. Piezoelectric MEMS sensors: state-of-the-art and perspectives. Meas. Sci. Technol. 20, 092001 (2009).
doi: 10.1088/0957-0233/20/9/092001
Ruby, R. The ‘how & why’ a deceptively simple acoustic resonator became the basis of a multi-billion dollar industry. In Proc. 2017 IEEE 30th International Conference on Micro Electro Mechanical Systems (MEMS) (Eds Nguyen, C. & Meng, E.) 308–314 (Institute of Electrical and Electronics Engineers, 2017).
Chen, G. & Rinaldi, M. Aluminum nitride combined overtone resonators for the 5G high frequency bands. J. Microelectromech. Syst. 29, 148–159 (2020).
Petroni, S. et al. Tactile multisensing on flexible aluminum nitride. Analyst 137, 5260–5264 (2012).
doi: 10.1039/c2an36015b pubmed: 23012692
Petroni, S. et al. Aluminum nitride piezo-MEMS on polyimide flexible substrates. Microelectron. Eng. 88, 2372–2375 (2011).
doi: 10.1016/j.mee.2011.02.080
Akiyama, M. et al. Flexible piezoelectric pressure sensors using oriented aluminum nitride thin films prepared on polyethylene terephthalate films. J. Appl. Phys. 100, 114318 (2006).
doi: 10.1063/1.2401312
Jackson, N., Keeney, L. & Mathewson, A. Flexible-CMOS and biocompatible piezoelectric AlN material for MEMS applications. Smart Mater. Struct. 22, 115033 (2013).
doi: 10.1088/0964-1726/22/11/115033
Li, Q. et al. Growth and characterization of polyimide-supported AlN films for flexible surface acoustic wave devices. J. Electron. Mater. 45, 2702–2709 (2016).
doi: 10.1007/s11664-016-4420-x
Bi, X., Wu, Y., Wu, J., Li, H. & Zhou, L. A model for longitudinal piezoelectric coefficient measurement of the aluminum nitride thin films. J. Mater. Sci. Mater. Electron. 25, 2435–2442 (2014).
doi: 10.1007/s10854-014-1885-3
Yang, J. et al. Growth of AlN films as a function of temperature on Mo films deposited by different techniques. J. Electron. Mater. 43, 369–374 (2014).
doi: 10.1007/s11664-013-2867-6
Lu, Y. et al. Surface morphology and microstructure of pulsed DC magnetron sputtered piezoelectric AlN and AlScN thin films. Phys. Status Solidi 215, 1700559 (2018).
doi: 10.1002/pssa.201700559
Martin, F., Muralt, P., Dubois, M.-A. & Pezous, A. Thickness dependence of the properties of highly c-axis textured AlN thin films. J. Vac. Sci. Technol. A 22, 361–365 (2004).
doi: 10.1116/1.1649343
Miyanaga, M. et al. Evaluation of AlN single-crystal grown by sublimation method. J. Cryst. Growth 300, 45–49 (2007).
doi: 10.1016/j.jcrysgro.2006.10.233
Sanz-Hervás, A. et al. Comparative study of c-axis AlN films sputtered on metallic surfaces. Diam. Relat. Mater. 14, 1198–1202 (2005).
doi: 10.1016/j.diamond.2004.11.010
Yarar, E. et al. Low temperature aluminum nitride thin films for sensory applications. AIP Adv. 6, 075115 (2016).
doi: 10.1063/1.4959895
Singh, A. V., Chandra, S. & Bose, G. Deposition and characterization of c-axis oriented aluminum nitride films by radio frequency magnetron sputtering without external substrate heating. Thin Solid Films 519, 5846–5853 (2011).
doi: 10.1016/j.tsf.2011.02.074
Tay, K.-W., Huang, C.-L., Wu, L. & Lin, M.-S. Performance characterization of thin AlN films deposited on Mo electrode for thin-film bulk acoustic-wave resonators. Jpn. J. Appl. Phys. 43, 5510 (2004).
doi: 10.1143/JJAP.43.5510
Schnable, G. L. & Keen, R. S. Aluminum metallization—advantages and limitations for integrated circuit applications. Proc. IEEE 57, 1570–1580 (1969).
doi: 10.1109/PROC.1969.7338
Obuh, I. E. et al. Low-cost microfabrication for MEMS switches and varactors. IEEE Trans. Compon. Packaging Manuf. Technol. 8, 1702–1710 (2018).
doi: 10.1109/TCPMT.2018.2834865
Baeg, K.-J., Bae, G.-T. & Noh, Y.-Y. Efficient charge injection in p-type polymer field-effect transistors with low-cost molybdenum electrodes through V
doi: 10.1021/am401375c
Rogers, J. A., Someya, T. & Huang, Y. Materials and mechanics for stretchable electronics. Science 327, 1603–1607 (2010).
doi: 10.1126/science.1182383 pubmed: 20339064
Artieda, A., Barbieri, M., Sandu, C. S. & Muralt, P. Effect of substrate roughness on c-oriented AlN thin films. J. Appl. Phys. 105, 024504 (2009).
doi: 10.1063/1.3068309
Luboz, V., Promayon, E. & Payan, Y. Linear elastic properties of the facial soft tissues using an aspiration device: towards patient specific characterization. Ann. Biomed. Eng. 42, 2369–2378 (2014).
doi: 10.1007/s10439-014-1098-1 pubmed: 25186433
Kim, Y.-S. et al. Regional thickness of facial skin and superficial fat: application to the minimally invasive procedures. Clin. Anat. 32, 1008–1018 (2019).
doi: 10.1002/ca.23331 pubmed: 30629772
Leo, D. J. Engineering Analysis of Smart Material Systems (John Wiley & Sons, 2007).
Goodno, B. J. & Gere, J. M. Mechanics of Materials SI edn (Cengage Learning, 2017).
Popov, E. P. & Balan, T. A. Engineering Mechanics of Solids 2nd edn (Prentice Hall, 1999).
Bauchau, O. A. & Craig, J. I. Structural Analysis: With Applications to Aerospace Structures (Springer Science & Business Media, 2009).
Rao, S. S. Vibration of Continuous Systems (John Wiley & Sons, 2019).
Lepi, S. Practical Guide to Finite Elements: A Solid Mechanics Approach (CRC Press, 1998).
Inman, D. J. Engineering Vibration (Prentice Hall, 2001).
Rao, S. S. in Vibration of Continuous Systems 393–419 (John Wiley & Sons, 2006).
Tsagkrasoulis, D., Hysi, P., Spector, T. & Montana, G. Heritability maps of human face morphology through large-scale automated three-dimensional phenotyping. Sci. Rep. 7, 45885 (2017).
pubmed: 28422179 pmcid: 5395823 doi: 10.1038/srep45885
Du, S. et al. A new electrode design method in piezoelectric vibration energy harvesters to maximize output power. Sensor. Actuat. A Phys. 263, 693–701 (2017).
doi: 10.1016/j.sna.2017.06.026
Erturk, A. & Inman, D. J. Piezoelectric Energy Harvesting (John Wiley & Sons, 2011).
Nayfeh, A. H. & Balachandran, B. Applied Nonlinear Dynamics: Analytical, Computational, and Experimental Methods (John Wiley & Sons, 2008).
Karami, M. A., Varoto, P. S. & Inman, D. J. Experimental study of the nonlinear hybrid energy harvesting system. In Modal Analysis Topics: Proc. Society for Experimental Mechanics Series. Vol. 3 (Ed. Proulx, T.) 461–478 (Springer, 2011).
Strogatz, S. H. Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering (CRC Press, 2018).
Baker, S. & Matthews, I. Lucas-Kanade 20 years on: a unifying framework. Int. J. Comput. Vis. 56, 221–255 (2004).
doi: 10.1023/B:VISI.0000011205.11775.fd
Pan, B. Reliability-guided digital image correlation for image deformation measurement. Appl. Opt. 48, 1535–1542 (2009).
doi: 10.1364/AO.48.001535 pubmed: 19277087
Koydemir, H. C. & Ozcan, A. Wearable and implantable sensors for biomedical applications. Annu. Rev. Anal. Chem. 11, 127–146 (2018).
doi: 10.1146/annurev-anchem-061417-125956
Coletta, N. A., Mallette, M. M., Gabriel, D. A., Tyler, C. J. & Cheung, S. S. Core and skin temperature influences on the surface electromyographic responses to an isometric force and position task. PLoS ONE 13, e0195219 (2018).
pubmed: 29596491 pmcid: 5875857 doi: 10.1371/journal.pone.0195219

Auteurs

Tao Sun (T)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.

Farita Tasnim (F)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.

Rachel T McIntosh (RT)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.
Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA.

Nikta Amiri (N)

Department of Mechanical and Aerospace Engineering, University at Buffalo, Buffalo, NY, USA.

Dana Solav (D)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.
Faculty of Mechanical Engineering, Technion Israel Institute of Technology, Haifa, Israel.

Mostafa Tavakkoli Anbarani (MT)

Department of Mechanical and Aerospace Engineering, University at Buffalo, Buffalo, NY, USA.

David Sadat (D)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.

Lin Zhang (L)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.

Yuandong Gu (Y)

Institute of Microelectronics, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.

M Amin Karami (MA)

Department of Mechanical and Aerospace Engineering, University at Buffalo, Buffalo, NY, USA.

Canan Dagdeviren (C)

Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA. canand@media.mit.edu.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH