Machine Learning‐Driven Surrogate Modeling for Optimization of Triboelectric Nanogenerator Design Parameters

Abstract Triboelectric nanogenerators (TENGs) offer a promising solution for energy harvesting in wearable devices and sensors. However, their energy output is dependent on process parameters and should be optimized to maximize performance. Due to the absence of effective analytical models for TENG...

Full description

Bibliographic Details
Published in:	Advanced Electronic Materials
Main Authors:	Mohammad Abrar Uddin, Myeongju Lim, Rubiga Kim, Barrett London Burgess, Ken Roberts, Junghyun Kim, Taeil Kim
Format:	Article
Language:	English
Published:	Wiley-VCH 2025-06-01
Subjects:	energy harvesting machine learning surrogate modeling‐driven optimization triboelectric nanogenerators wearable biosensors
Online Access:	https://doi.org/10.1002/aelm.202400771

Similar Items

Electromagnetic–Triboelectric Hybridized Nanogenerators
by: Lin Xu, et al.
Published: (2021-09-01)

From Triboelectric Nanogenerator to Polymer-Based Biosensor: A Review
by: Yin Lu, et al.
Published: (2022-05-01)

Embroidery Triboelectric Nanogenerator
by: Hasan Riaz Tahir, et al.
Published: (2024-01-01)

An Optimized Flutter-Driven Triboelectric Nanogenerator with a Low Cut-In Wind Speed
by: Yang Xia, et al.
Published: (2021-03-01)

Recent Advances in Functional Fiber-Based Wearable Triboelectric Nanogenerators
by: Hakjeong Kim, et al.
Published: (2023-10-01)

Toward Large-Scale Energy Harvesting by a UV-Curable Organic-Coating-Based Triboelectric Nanogenerator
by: Jian Chen, et al.
Published: (2023-01-01)

Yo-Yo Inspired Triboelectric Nanogenerator
by: Deokjae Heo, et al.
Published: (2021-03-01)

Harvesting Wind Energy Based on Triboelectric Nanogenerators
by: Xuanyi Dong, et al.
Published: (2022-08-01)

Low-cost triboelectric nanogenerator based on aseptic carton package
by: Kelly S. Moreira, et al.
Published: (2023-03-01)

Recent Advances in Wearable Textile-Based Triboelectric Nanogenerators
by: Sivasubramaniyan Neelakandan, et al.
Published: (2024-09-01)

Flexible Sandwich-Structured Foldable Triboelectric Nanogenerator Based on Paper Substrate for Eco-Friendly Electronic Devices
by: Da Eun Kim, et al.
Published: (2022-08-01)

Research Progress on Triboelectric Nanogenerator for Sports Applications
by: Caixia Li, et al.
Published: (2022-08-01)

Wearable Triboelectric Nanogenerator with Ground-Coupled Electrode for Biomechanical Energy Harvesting and Sensing
by: Kangyu Su, et al.
Published: (2023-05-01)

Biowaste‐Derived Triboelectric Nanogenerators for Emerging Bioelectronics
by: Abhisikta Bhaduri, et al.
Published: (2024-11-01)

Effective parameters on polydimethylsiloxane/graphene composite-based triboelectric nanogenerator performance
by: Fattaneh Salemi, et al.
Published: (2024-04-01)

Triboelectric Nanogenerators for Preventive Health Monitoring
by: Mang Gao, et al.
Published: (2024-02-01)

Integration of Flexible Supercapacitors with Triboelectric Nanogenerators: A Review
by: Yin Lu, et al.
Published: (2023-05-01)

Textile Manufacturing Compatible Triboelectric Nanogenerator with Alternating Positive and Negative Freestanding Grating Structure
by: Watcharapong Paosangthong, et al.
Published: (2020-01-01)

Biodegradable flexible triboelectric nanogenerator for winter sports monitoring
by: Bocong Liu, et al.
Published: (2024-05-01)

Enhancing the Triboelectric Nanogenerator Output by Micro Plasma Generation in a Micro-Cracked Surface Structure
by: Jinhyoung Park, et al.
Published: (2021-05-01)

Recent Advances in Self-Powered Wearable Sensors Based on Piezoelectric and Triboelectric Nanogenerators
by: Arash Rayegani, et al.
Published: (2022-12-01)

Biophysical Sensors Based on Triboelectric Nanogenerators
by: Zimeng Ma, et al.
Published: (2023-03-01)

Rotational Triboelectric Nanogenerator with Machine Learning for Monitoring Speed
by: Chun Zhang, et al.
Published: (2025-04-01)

Zinc Oxide-Based Rotational–Linear Triboelectric Nanogenerator
by: Achilleas Bardakas, et al.
Published: (2024-03-01)

Design and Optimization Principles of Cylindrical Sliding Triboelectric Nanogenerators
by: Zhike Xia, et al.
Published: (2021-05-01)

Generating a Full Cycle of Alternative Current Using a Triboelectric Nanogenerator for Energy Harvesting
by: Aso Ali Abdalmohammed Shateri, et al.
Published: (2024-12-01)

Performance analysis and application of a hybrid electromagnetic-triboelectric nanogenerator for energy harvesting
by: Jelena M. Bjelica, et al.
Published: (2022-11-01)

Module-Type Triboelectric Nanogenerators Capable of Harvesting Power from a Variety of Mechanical Energy Sources
by: Jaehee Shin, et al.
Published: (2021-08-01)

A method to design contact-separation triboelectric nanogenerators (CS-TENG) for efficient vibration energy harvesting
by: Khelifa Meriam, et al.
Published: (2024-01-01)

Recent advances in solid–liquid triboelectric nanogenerator technologies, affecting factors, and applications
by: Zhuochao Yuan, et al.
Published: (2024-05-01)

Recent Progress on Triboelectric Nanogenerators for Vibration Energy Harvesting and Vibration Sensing
by: Ahmed Haroun, et al.
Published: (2022-08-01)

Core-Shell Fiber-Based 2D Woven Triboelectric Nanogenerator for Effective Motion Energy Harvesting
by: Jinmei Liu, et al.
Published: (2019-09-01)

A Stackable Triboelectric Nanogenerator for Wave-Driven Marine Buoys
by: Hao Wang, et al.
Published: (2022-02-01)

Advanced Implantable Biomedical Devices Enabled by Triboelectric Nanogenerators
by: Chan Wang, et al.
Published: (2022-04-01)

Triboelectric nanogenerators: Fundamental physics and potential applications
by: Linglin Zhou, et al.
Published: (2020-04-01)

Magnetic Material in Triboelectric Nanogenerators: A Review
by: Enqi Sun, et al.
Published: (2024-05-01)

Carbon‐Based Textile‐Structured Triboelectric Nanogenerators for Smart Wearables
by: Abdullah Sayam, et al.
Published: (2024-11-01)

Efficient Long-Lasting Energy Generation Using a Linear-to-Rotary Conversion Triboelectric Nanogenerator
by: Jaehee Shin, et al.
Published: (2024-10-01)

Wearable Woven Triboelectric Nanogenerator Utilizing Electrospun PVDF Nanofibers for Mechanical Energy Harvesting
by: Muhammad Omar Shaikh, et al.
Published: (2019-06-01)

Nano‐Oil‐Barrier‐Based Fluttering Triboelectric Nanogenerator
by: Deokjae Heo, et al.
Published: (2025-08-01)