journal article·2026-01-01Open access

A comfortable, FDM 3D-printed triboelectric insole for motion recognition and energy harvesting

Yun Yang, Zhibang Zhang, Yao Sun, Tingting Cai, Shuping Xue

AIP Advances· Volume 16· Issue 1

Abstract

Smart insoles show great potential for gait analysis and rehabilitation training. However, existing triboelectric nanogenerator (TENG)-based insoles often rely on complex fabrication processes or rigid components to achieve high performance. This compromises wearability and comfort. Here, we report a comfortable, highly elastic, and customizable triboelectric insole. It is fabricated using fused deposition modeling 3D printing with a commercial thermoplastic elastomer filament. The design integrates two independent TENG units at the forefoot and heel. This enables dual-zone plantar pressure sensing while enhancing overall elasticity. Through structural optimization guided by numerical simulations, a TENG unit configuration with an 80° slant angle and 2.0 mm wall thickness was established to balance electrical output, mechanical stability, and wearing comfort. The TENG units exhibit a linear open-circuit voltage response ranging from 3.35 to 45.83 V under applied forces of 10–200 N. They maintain stable performance after 10 000 loading cycles. The insole efficiently harvests biomechanical energy during natural walking. It can power 73 LEDs in a single step. Moreover, it effectively captures plantar pressure signals during human locomotion. By extracting multi-dimensional feature vectors and employing an optimized Gaussian-kernel Support Vector Machine, the system achieves a robust motion recognition accuracy of 96.12% even under varying environmental conditions. Overall, this work demonstrates strong application potential for human motion monitoring and biomechanical energy harvesting.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Sensor and Energy Harvesting Materials · Conducting polymers and applications · Dielectric materials and actuators

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Resource and Mechanical Engineering, Lyuliang University 1 , Lvliang 033001,

Department of Chemical and Material Engineering, Lyuliang University 2 , Lvliang 033001,

Funding

Fundamental Research Program of Shanxi Province · the Key R&D Project of Introducing High-Level Scientific and Technological Talents in Lvliang City · College Students’ Innovation Entrepreneurial Training Plan Program of Shanxi Province

References (20)

Show source-provided references
1. Recent advances in 3-D printed, wearable pressure sensors for plantar pressure monitoring: A review10.1109/jsen.2024.3457040 ↗
2. Smart insole based on flexi force and flex sensor for monitoring different body postures10.3390/s22155469 ↗
3. A systematic review on smart insole prototypes: Development and optimization pathways10.3390/act14080408 ↗
4. An overview of plantar pressure distribution measurements and its applications in health and medicine10.1016/j.gaitpost.2024.12.022 ↗
5. Self-powered high-resolution smart insole system for plantar pressure mapping10.1002/bmm2.12008 ↗
6. The role of emergent technologies in the dynamic and kinematic assessment of human movement in sport and clinical applications10.3390/app14031012 ↗
7. Present and future of gait assessment in clinical practice: Towards the application of novel trends and technologies10.3389/fmedt.2022.901331 ↗
8. A systematic review of insole sensor technology: Recent studies and future directions10.3390/app14146085 ↗
9. Triboelectric nanogenerator based self-powered sensor for artificial intelligence10.1016/j.nanoen.2021.105887 ↗
10. Recent advances in triboelectric nanogenerator-based self-powered sensors for monitoring human body signals10.1016/j.nanoen.2023.109151 ↗
11. Piezoelectric nanogenerator enabled fully self-powered instantaneous wireless sensor system10.1016/j.nanoen.2024.110022 ↗
12. Human body electrode enabled direct current triboelectric nanogenerator for self-powered wireless human motion and environment monitoring10.1002/aelm.202300713 ↗
13. A plantar pressure detection and gait analysis system based on flexible triboelectric pressure sensor array and deep learning10.1002/smll.202405064 ↗
14. Triboelectric insoles with normal-shear plantar stress perception10.1002/adfm.202313458 ↗
15. A wearable, self-sustainable, and wireless plantar pressure and temperature monitoring system for foot ulceration prognosis and rehabilitation10.1016/j.sna.2024.115985 ↗
16. Machine learning-driven gait-assisted self-powered wearable sensing: A triboelectric nanogenerator-based advanced healthcare monitoring10.1039/d4ta07496c ↗
17. An epidermal electrode based triboelectric walking energy harvester for wearable wireless sensing applications10.1007/s11431-023-2572-1 ↗
18. 3D-Printed triboelectric nanogenerators: State of the art, applications, and challenges10.1002/aesr.202000045 ↗
19. A comprehensive review on the novel principles, development and applications of triboelectric nanogenerators10.1115/1.4056391 ↗
20. Triboelectric nanogenerators10.1038/s43586-023-00220-3 ↗