Self-powered sensing systems with learning capability
Source abstract
Abstract
Self-powered sensing systems augmented with machine learning (ML) represent a path toward the large-scale deployment of the internet of things (IoT). With autonomous energy-harvesting techniques, intelligent systems can continuously generate data and process them to make informed decisions. The development of self-powered intelligent sensing systems will revolutionize the design and fabrication of sensors and pave the way for intelligent robots, digital health, and sustainable energy. However, challenges remain regarding stable power harvesting, seamless integration of ML, privacy, and ethical implications. In this review, we first present three self-powering principles for sensors and systems, including triboelectric, piezoelectric, and pyroelectric mechanisms. Then, we discuss the recent progress in applied ML techniques on self-powered sensors followed by a new paradigm of self-powered sensing systems with learning capability and their applications in different sectors. Finally, we share our outlook of potential research needs and challenges presented in ML-enabled self-powered sensing systems and conclude with a road map for future directions. Self-powered sensing systems augmented with machine learning (ML) represent a path toward the large-scale deployment of the internet of things (IoT). With autonomous energy-harvesting techniques, intelligent systems can continuously generate data and process them to make informed decisions. The development of self-powered intelligent sensing systems will revolutionize the design and fabrication of sensors and pave the way for intelligent robots, digital health, and sustainable energy. However, challenges remain regarding stable power harvesting, seamless integration of ML, privacy, and ethical implications. In this review, we first present three self-powering principles for sensors and systems, including triboelectric, piezoelectric, and pyroelectric mechanisms. Then, we discuss the recent progress in applied ML techniques on self-powered sensors followed by a new paradigm of self-powered sensing systems with learning capability and their applications in different sectors. Finally, we share our outlook of potential research needs and challenges presented in ML-enabled self-powered sensing systems and conclude with a road map for future directions.
Source: expertdata · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Advanced Sensor and Energy Harvesting Materials · Innovative Energy Harvesting Technologies · Energy Harvesting in Wireless Networks
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (100+)
Show source-provided references
1. A skin-inspired tactile sensor for smart prosthetics10.1126/scirobotics.aat0429 ↗
2. A highly sensitive, self-powered triboelectric auditory sensor for social robotics and hearing AIDS10.1126/scirobotics.aat2516 ↗
3. Recent progress in graphene-based wearable piezoresistive sensors: from 1D to 3D device geometries
4. Sensors in smart phone10.1007/978-3-642-18336-2_59 ↗
5. Virtual modeling of vision sensor on smart cars
6. Computer science. How smart is your home?10.1126/science.1217640 ↗
7. Pressure measurement-based method for battery-free food monitoring powered by NFC energy harvesting10.1038/s41598-019-53775-1 ↗
8. Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications10.1038/s41467-020-19059-3 ↗
9. Autonomous and interoperable smart sensors for environmental monitoring applications10.1007/978-3-642-27638-5_16 ↗
10. Johnson, W. (1883). Electric tele-thermoscope. US patent US281884A, filed April 8, 1883, and granted July 24, 1883.
11. Sensors 4.0 - Smart sensors and measurement technology enable Industry 4.010.5194/jsss-7-359-2018 ↗
12. Self-powering nanotech10.1038/scientificamerican0108-82 ↗
13. Piezoelectric nanogenerators based on zinc oxide nanowire arrays10.1126/science.1124005 ↗
14. Towards self-powered nanosystems: from nanogenerators to nanopiezotronics10.1002/adfm.200800541 ↗
15. Piezoelectric nanogenerators for self-powered nanodevices10.1109/MPRV.2008.14 ↗
16. Harrop · 2021
17. Piezoelectric ZnO nanorod carpet as a NEMS vibrational energy harvester10.1016/j.nanoen.2014.07.023 ↗
18. Catch wave power in floating nets10.1038/542159a ↗
19. Estimation of waste heat and its recovery potential from energy-intensive industries10.1007/s10098-020-01919-7 ↗
20. Performance assessment of a thermoelectric generator applied to exhaust waste heat recovery10.1016/j.applthermaleng.2017.03.052 ↗
21. Five thermal energy grand challenges for decarbonization10.1038/s41560-020-0675-9 ↗
22. Modeling and optimization of a solar energy harvester system for self-powered wireless sensor networks10.1109/TIE.2008.924449 ↗
23. Facile fabrication of paper-based flexible thermoelectric generator10.1038/s41528-021-00103-1 ↗
24. Pyroelectric nanogenerators for harvesting thermoelectric energy10.1021/nl3003039 ↗
25. A self-powered radio frequency (RF) transmission system based on the combination of triboelectric nanogenerator (TENG) and piezoelectric element for disaster rescue/relief10.1016/j.nanoen.2018.10.021 ↗
26. Sustainable hybrid energy harvester based on air stable quantum dot solar cells and triboelectric nanogenerator10.1039/C8TA03870H ↗
27. Rotary triboelectric nanogenerator based on a hybridized mechanism for harvesting wind energy10.1021/nn402477h ↗
28. A comprehensive review of miniatured wind energy harvesters10.1016/j.nanoms.2021.04.001 ↗
29. Cylindrical triboelectric nanogenerator based on swing structure for efficient harvesting of ultra-low-frequency water wave energy10.1063/1.5135734 ↗
30. SbSeI pyroelectric nanogenerator for a low temperature waste heat recovery10.1016/j.nanoen.2019.103906 ↗
31. Natural triboelectric nanogenerator based on soles for harvesting low-frequency walking energy10.1016/j.nanoen.2017.10.029 ↗
32. Non-contact cylindrical rotating triboelectric nanogenerator for harvesting kinetic energy from hydraulics10.1007/s12274-020-2654-7 ↗
33. A survey on distributed machine learning10.1145/3377454 ↗
34. The computational limits of deep learning
35. Delving deep into rectifiers: surpassing human-level performance on imagenet classification
36. Machine learning paradigms for speech recognition: an overview10.1109/TASL.2013.2244083 ↗
37. Classification of gender by voice recognition using machine learning algorithms
38. eDoctor: machine learning and the future of medicine10.1111/joim.12822 ↗
39. Machine learning methods in drug discovery10.3390/molecules25225277 ↗
40. Machine learning and modern education10.1007/978-3-319-93719-9_6 ↗
41. Machine learning and deep learning methods for intrusion detection systems: a survey10.3390/app9204396 ↗
42. Need of machine learning in bioinformatics10.35940/ijitee.K1903.0981119 ↗
43. DScribe: library of descriptors for machine learning in materials science10.1016/j.cpc.2019.106949 ↗
44. Machine learning for quantum matter
45. Machine learning in psychometrics and psychological research10.3389/fpsyg.2019.02970 ↗
46. A translucent box: interpretable machine learning in ecology10.1002/ecm.1422 ↗
47. Flexible triboelectric generator10.1016/j.nanoen.2012.01.004 ↗
48. In situ antimony doping of solution-grown ZnO nanorods10.1039/b820797f ↗
49. Enhanced energy harvesting ability of ZnO/PAN hybrid piezoelectric nanogenerators10.1021/acsami.0c14490 ↗
50. Mechanically powered transparent flexible charge-generating nanodevices with piezoelectric ZnO nanorods10.1002/adma.200803605 ↗
51. Flexible piezoelectric nanogenerators based on ZnO nanorods grown on common paper substrates10.1039/c2nr31031g ↗
52. Energy harvesting based on PZT nanofibers10.1007/978-0-85729-638-2_12 ↗
53. High-performance PZT-based stretchable piezoelectric nanogenerator10.1021/acssuschemeng.8b04627 ↗
54. Piezoelectricity enhancement of nanogenerators based on PDMS and ZnSnO3Nanowires through microstructuration10.1021/acsami.9b21636 ↗
55. Lead-free nanogenerator made from single ZnSnO 3 microbelt10.1021/nn300951d ↗
56. Piezoelectric nanogenerator with a nanoforest structure10.1016/j.nanoen.2013.04.006 ↗
57. One-structure-based multi-effects coupled nanogenerators for flexible and self-powered multi-functional coupled sensor systems10.1016/j.nanoen.2020.104632 ↗
58. Poly (vinylidine fluoride) (PVDF)/potassium sodium niobate (KNN) nanorods based flexible nanocomposite film: influence of KNN concentration in the performance of nanogenerator10.1016/j.orgel.2019.105547 ↗
59. Enhanced power output of an electrospun PVDF/MWCNTs-based nanogenerator by tuning its conductivity10.1088/0957-4484/24/40/405401 ↗
60. Influence of TiO2-Fe3O4-MWCNT hybrid nanotubes on piezoelectric and electromagnetic wave absorption properties of electrospun PVDF nanocomposites10.1016/j.orgel.2019.105405 ↗
61. Piezoelectric properties of zinc oxide/iron oxide filled polyvinylidene fluoride nanocomposite fibers10.1007/s10854-021-06020-3 ↗
62. On the first principle theory of nanogenerators from Maxwell’s equations10.1016/j.nanoen.2019.104272 ↗
63. Triboelectric Nanogenerator versus Piezoelectric Generator at Low Frequency (<4 Hz): A Quantitative Comparison. iScience10.1016/j.isci.2020.101286 ↗
64. Electrical analysis of triboelectric nanogenerator for high voltage applications exampled by DBD microplasma10.1016/j.nanoen.2018.11.064 ↗
65. Recent progress in the development of portable high voltage source based on triboelectric nanogenerator
66. Mechanical energy conversion systems for triboelectric nanogenerators: kinematic and vibrational designs10.1016/j.nanoen.2018.11.056 ↗
67. 3D double-faced interlock fabric triboelectric nanogenerator for bio-motion energy harvesting and as self-powered stretching and 3D tactile sensors10.1016/j.mattod.2019.10.025 ↗
68. Surface charge density of triboelectric nanogenerators: theoretical boundary and optimization methodology10.1016/j.apmt.2019.100496 ↗
69. High energy storage efficiency triboelectric nanogenerators with unidirectional switches and passive power management circuits10.1002/adfm.201805216 ↗
70. Pyroelectric materials, their properties and applications10.1002/pssa.2210700202 ↗
71. Enhanced figure of merit in thermal to electrical energy conversion using diode structures10.1063/1.1493224 ↗
72. A wearable pyroelectric nanogenerator and self-powered breathing sensor10.1016/j.nanoen.2017.05.056 ↗
73. A self-powered wearable pressure sensor and pyroelectric breathing sensor based on GO interfaced PVDF nanofibers10.1021/acsanm.9b00033 ↗
74. Emerging pyroelectric nanogenerators to convert thermal energy into electrical energy10.1002/smll.201903469 ↗
75. Pyroelectric nanogenerators (PyNGs) in converting thermal energy into electrical energy: fundamentals and current status10.1016/j.nanoen.2021.105888 ↗
76. Direct-current nanogenerator driven by ultrasonic waves10.1126/science.1139366 ↗
77. Mechanical-electrical triggers and sensors using piezoelectric micowires/nanowires10.1021/nl8010484 ↗
78. Converting biomechanical energy into electricity by a muscle-movement- driven nanogenerator10.1021/nl803904b ↗
79. Flexible high-output nanogenerator based on lateral ZnO nanowire array10.1021/nl101973h ↗
80. Self-powered system with wireless data transmission10.1021/nl201505c ↗
81. Toward large-scale energy harvesting by a nanoparticle-enhanced triboelectric nanogenerator10.1021/nl4001053 ↗
82. Highly-efficient, flexible piezoelectric PZT thin film nanogenerator on plastic substrates10.1002/adma.201305659 ↗
83. Robust triboelectric nanogenerator based on rolling electrification and electrostatic induction at an instantaneous energy conversion efficiency of ∼55%10.1021/nn506673x ↗
84. Robust multilayered encapsulation for high-performance triboelectric nanogenerator in harsh environment10.1021/acsami.6b06866 ↗
85. On Maxwell’s displacement current for energy and sensors: the origin of nanogenerators10.1016/j.mattod.2016.12.001 ↗
86. Shape memory polymers for body motion energy harvesting and self-powered mechanosensing10.1002/adma.201705195 ↗
87. Quantifying the triboelectric series10.1038/s41467-019-09461-x ↗
88. Mechanically asymmetrical triboelectric nanogenerator for self-powered monitoring of in vivo microscale weak movement10.1002/aenm.202000827 ↗
89. Energy harvesting-storage bracelet incorporating electrochemical microsupercapacitors self-charged from a single hand gesture10.1002/aenm.201900152 ↗
90. Textile triboelectric nanogenerators for wearable pulse wave monitoring10.1016/j.tibtech.2020.12.011 ↗
91. Wearable triboelectric nanogenerators for heart rate monitoring10.1039/D1CC02091A ↗
92. Self-powered iontophoretic transdermal drug delivery system driven and regulated by biomechanical motions10.1002/adfm.201907378 ↗
93. Self-powered respiration monitoring enabled by a triboelectric nanogenerator10.1002/adma.202101262 ↗
94. Triboelectric nanogenerators for self-powered drug delivery10.1016/j.trechm.2021.04.009 ↗
95. Advances in triboelectric nanogenerators for biomedical sensing10.1016/j.bios.2020.112714 ↗
96. Textile triboelectric nanogenerators for self-powered biomonitoring10.1039/D1TA02518J ↗
97. Artificial intelligence-enabled caregiving walking stick powered by ultra-low-frequency human motion10.1021/acsnano.1c04464 ↗
98. Nanogenerators for smart cities in the era of 5G and Internet of Things10.1016/j.joule.2021.03.013 ↗
99. A universal self-charging system driven by random biomechanical energy for sustainable operation of mobile electronics10.1038/ncomms9975 ↗
100. Three-dimensional ultraflexible triboelectric nanogenerator made by 3D printing10.1016/j.nanoen.2017.12.049 ↗