Metaverse‐Enabled Yoga Coach Avatar Using AI‐Enhanced Multimodal Insole Sensing System
Source abstract
Abstract
Abstract Plantar biomechanical monitoring has emerged as an indispensable tool for health assessment and activity recognition. However, existing insole systems lack the capability to support multimodal sensing for sports monitoring due to limitations in materials and complexity of system design. Hydrogel, owing to its multimodal sensing capabilities and biocompatible properties, showcases great potential for advanced plantar monitoring during exercise. Here, the study proposes an artificial intelligence (AI)‐enhanced multimodal insole sensing system (AEIS) based on ionic hydrogel for immersive, real‐time posture correction and personalized yoga training guidance. The AEIS integrates a 32‐channel hydrogel‐based sensing array with a customized wireless circuit, enabling simultaneous monitoring of plantar pressure, temperature, and sweat. By leveraging hybrid AI algorithms, AEIS serves as a virtual yoga coach, achieving high accuracy in posture recognition (98.33%) and imbalance detection (90.06%). Furthermore, the developed approach based on random forest (RF) is trained on center‐of‐pressure (COP) stability data from yoga coach, enabling AEIS to analyze real‐time data of yoga practitioners and deliver personalized posture guidance. Meanwhile, the embedded haptic units provide real‐time haptic feedback in response to improper plantar pressure distribution. AEIS forms an interactive metaverse‐based yoga training platform, offering users an immersive, face‐to‐face‐like experience with a virtual yoga coach.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Virtual Reality Applications and Impacts · Non-Invasive Vital Sign Monitoring · Autonomous Vehicle Technology and Safety
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Department of Electrical & Computer Engineering National University of Singapore 4 Engineering Drive 3 Singapore 117576 Singapore
Center for Intelligent Sensors and MEMS (CISM) National University of Singapore 5 Engineering Drive 1 Singapore 117608 Singapore
National University of Singapore Suzhou Research Institute (NUSRI) Suzhou 215123 China
NUS Graduate School – Integrative Sciences and Engineering Program (ISEP) National University of Singapore Singapore 119077 Singapore
References (98)
Show source-provided references
1. 10.3390/aisens101000110.3390/aisens1010001 ↗
2. 10.1002/adsr.20220007210.1002/adsr.202200072 ↗
3. 10.1002/adfm.20211300810.1002/adfm.202113008 ↗
4. 10.1002/adma.20250041210.1002/adma.202500412 ↗
5. 10.1093/nsr/nwad29810.1093/nsr/nwad298 ↗
6. 10.1002/adfm.20241980910.1002/adfm.202419809 ↗
7. 10.1002/adma.20210935710.1002/adma.202109357 ↗
8. 10.1002/smll.20210373410.1002/smll.202103734 ↗
9. 10.1002/advs.20240143610.1002/advs.202401436 ↗
10. 10.1002/adfm.20211300810.1002/adfm.202113008 ↗
11. 10.1002/adfm.20180160610.1002/adfm.201801606 ↗
12. 10.1038/s44222‐024‐00194‐110.1038/s44222‐024‐00194‐1 ↗
13. 10.1007/s40820‐025‐01721‐410.1007/s40820‐025‐01721‐4 ↗
14. 10.1007/s40820‐024‐01545‐810.1007/s40820‐024‐01545‐8 ↗
15. 10.1016/j.nanoen.2023.10854210.1016/j.nanoen.2023.108542 ↗
16. 10.1038/s44222‐023‐00102‐z10.1038/s44222‐023‐00102‐z ↗
17. 10.1038/s41569‐020‐0426‐410.1038/s41569‐020‐0426‐4 ↗
18. 10.1002/advs.20240059510.1002/advs.202400595 ↗
19. 10.1038/s41928‐024‐01247‐410.1038/s41928‐024‐01247‐4 ↗
20. 10.1038/s44222‐023‐00094‐w10.1038/s44222‐023‐00094‐w ↗
21. 10.1038/s41586‐024‐08249‐410.1038/s41586‐024‐08249‐4 ↗
22. 10.1038/s41467‐021‐25637‐w10.1038/s41467‐021‐25637‐w ↗
23. 10.1038/s41928‐021‐00558‐010.1038/s41928‐021‐00558‐0 ↗
24. 10.1038/s41928‐023‐01116‐610.1038/s41928‐023‐01116‐6 ↗
25. 10.1002/adfm.20240984110.1002/adfm.202409841 ↗
26. 10.1002/adfm.20251265310.1002/adfm.202512653 ↗
27. 10.1002/adfm.20241691610.1002/adfm.202416916 ↗
28. 10.1007/s40820‐025‐01718‐z10.1007/s40820‐025‐01718‐z ↗
29. 10.1016/j.isci.2021.10317410.1016/j.isci.2021.103174 ↗
30. 10.1007/s40820‐024‐01566‐310.1007/s40820‐024‐01566‐3 ↗
31. 10.1002/adfm.20250136210.1002/adfm.202501362 ↗
32. 10.1038/s41528‐020‐00092‐710.1038/s41528‐020‐00092‐7 ↗
33. 10.1002/advs.20200026110.1002/advs.202000261 ↗
34. 10.1016/j.nanoen.2019.01.09110.1016/j.nanoen.2019.01.091 ↗
35. 10.1016/j.nanoen.2024.11049110.1016/j.nanoen.2024.110491 ↗
36. 10.1021/acsnano.2c0404310.1021/acsnano.2c04043 ↗
37. 10.1016/j.nanoen.2021.10594110.1016/j.nanoen.2021.105941 ↗
38. 10.34133/research.015410.34133/research.0154 ↗
39. 10.1002/advs.20210523510.1002/advs.202105235 ↗
40. 10.1109/ACCESS.2023.324076910.1109/ACCESS.2023.3240769 ↗
41. 10.3109/09540261.2016.116087810.3109/09540261.2016.1160878 ↗
42. 10.1016/j.amepre.2015.07.03710.1016/j.amepre.2015.07.037 ↗
43. 10.1016/j.jbmt.2018.09.15110.1016/j.jbmt.2018.09.151 ↗
44. 10.1109/JIOT.2019.291509510.1109/JIOT.2019.2915095 ↗
45. 10.1109/TAI.2021.309617510.1109/TAI.2021.3096175 ↗
46. Mohammed S. W. · Int. J. Comput. Digit. Syst. · 2022 · 13 · 1295
47. 10.1109/JSEN.2021.310129510.1109/JSEN.2021.3101295 ↗
48. 10.4103/0973‐6131.6004610.4103/0973‐6131.60046 ↗
49. A.Chaudhari O.Dalvi O.Ramade D.Ambawade Proceedings – International Conference on Communication Information & Computing Technology (ICCICT) IEEE 2021.
50. 10.1007/s00521‐020‐05405‐510.1007/s00521‐020‐05405‐5 ↗
51. 10.1007/s00521‐019‐04232‐710.1007/s00521‐019‐04232‐7 ↗
52. 10.1109/TMM.2019.290488010.1109/TMM.2019.2904880 ↗
53. M. C.Thar K. Z. N.Winn N.Funabiki presented at2019 Int. Conf. on Advanced Information Technologies (ICAIT) Yangon Myanmar November2019.
54. Datta S. · 2020
55. 10.3390/healthcare1001003610.3390/healthcare10010036 ↗
56. 10.1016/j.gaitpost.2006.03.00410.1016/j.gaitpost.2006.03.004 ↗
57. 10.1007/s00586-010-1543-210.1007/s00586-010-1543-2 ↗
58. 10.1007/s00221‐003‐1574‐610.1007/s00221‐003‐1574‐6 ↗
59. 10.1016/j.smhl.2022.10030110.1016/j.smhl.2022.100301 ↗
60. 10.3390/s2202043810.3390/s22020438 ↗
61. 10.1002/aelm.20190131010.1002/aelm.201901310 ↗
62. 10.1016/j.nanoen.2023.10821210.1016/j.nanoen.2023.108212 ↗
63. 10.2337/diacare.20.5.85510.2337/diacare.20.5.855 ↗
64. 10.1016/S1056‐8727(01)00187‐810.1016/S1056‐8727(01)00187‐8 ↗
65. S.Saidani R.Haddad N.Mezghani R.Bouallegue presented at2018 International Conference on Smart Communications and Networking (SmartNets) Yasmine Hammamet Tunisia November2018.
66. 10.1038/s41531‐024‐00678‐210.1038/s41531‐024‐00678‐2 ↗
67. R.Okuno S.Fujimoto J.Akazawa M.Yokoe S.Sakoda K.Akazawa inProceedings of 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society EMBS’08 – "Personalized Healthcare through Technology IEEE Piscataway NJ 2008 p.1765.10.1109/IEMBS.2008.4649519 ↗
68. 10.1002/adfm.20231345810.1002/adfm.202313458 ↗
69. 10.1002/EXP.2023010910.1002/EXP.20230109 ↗
70. 10.1002/adma.20241797810.1002/adma.202417978 ↗
71. 10.1002/advs.20241028410.1002/advs.202410284 ↗
72. 10.1038/s41378‐020‐0171‐110.1038/s41378‐020‐0171‐1 ↗
73. 10.1021/acsnano.4c0291910.1021/acsnano.4c02919 ↗
74. 10.1126/sciadv.adu159810.1126/sciadv.adu1598 ↗
75. 10.1002/admt.20230009510.1002/admt.202300095 ↗
76. 10.1002/smll.20240506410.1002/smll.202405064 ↗
77. 10.1002/adfm.20231345810.1002/adfm.202313458 ↗
78. 10.3390/s1924533610.3390/s19245336 ↗
79. 10.1007/s40820‐024‐01587‐y10.1007/s40820‐024‐01587‐y ↗
80. 10.1038/s41928‐023‐01093‐w10.1038/s41928‐023‐01093‐w ↗
81. 10.1038/s41467‐022‐32745‐810.1038/s41467‐022‐32745‐8 ↗
82. 10.3390/bios1412062910.3390/bios14120629 ↗
83. 10.1038/s41467‐024‐50261‐910.1038/s41467‐024‐50261‐9 ↗
84. 10.1002/sys3.410.1002/sys3.4 ↗
85. 10.1002/adma.20240677810.1002/adma.202406778 ↗
86. 10.1590/fm.2022.3513710.1590/fm.2022.35137 ↗
87. 10.1038/s41551‐023‐01095‐110.1038/s41551‐023‐01095‐1 ↗
88. 10.4103/ijoy.IJOY_37_1910.4103/ijoy.IJOY_37_19 ↗
89. 10.1016/j.ctcp.2018.11.01510.1016/j.ctcp.2018.11.015 ↗
90. 10.1021/acsami.4c0446710.1021/acsami.4c04467 ↗
91. 10.1021/acsami.4c2175410.1021/acsami.4c21754 ↗
92. 10.29026/oea.2025.24025410.29026/oea.2025.240254 ↗
93. 10.1109/TITB.2009.203890410.1109/TITB.2009.2038904 ↗
94. 10.1109/TII.2016.258564310.1109/TII.2016.2585643 ↗
95. 10.1186/s12984‐024‐01358‐110.1186/s12984‐024‐01358‐1 ↗
96. 10.1002/adma.20251041710.1002/adma.202510417 ↗
97. 10.1002/smb2.7000410.1002/smb2.70004 ↗
98. 10.1002/inf2.7008610.1002/inf2.70086 ↗