Single-Layered Seamless Triboelectric Touch Position Sensor With Sedimentation-Driven Transformation of Sol-State Nanocomposite Precursor Into Bifunctional Composite

Yoonsang Ra , Jiho Bang , Dongik Kam , Donghan Lee , Sumin Cho , Sunmin Jang , Gyunam Park , Yu-seop Kim , Jin-Gyun Kim , Dongwhi Choi

SusMat ›› 2025, Vol. 5 ›› Issue (6) : e70052

PDF
SusMat ›› 2025, Vol. 5 ›› Issue (6) :e70052 DOI: 10.1002/sus2.70052
RESEARCH ARTICLE
Single-Layered Seamless Triboelectric Touch Position Sensor With Sedimentation-Driven Transformation of Sol-State Nanocomposite Precursor Into Bifunctional Composite
Author information +
History +
PDF

Abstract

In this study, we propose a sedimentation-driven fabrication process of a single-layered seamless touch position sensor based on the transformation of a sol-state precursor into a bifunctional composite using a carbon nanomaterial-incorporated silicone elastomer. The proposed fabrication method is based on the spontaneous gravitational sedimentation effect without additional post-processing. The concentration of the carbon nanomaterials in each part can be controlled by the main process parameters, such as the temperature and composition ratio. The developed touch position sensor, called a Bifunctional composite-based Single-layered seamless Triboelectric touch position sensor (BST sensor), includes dielectric and conductive parts in a single layer, and generates an electrical signal in response to external mechanical stimuli by a self-powered mechanism. The electrical output signal is measured differently depending on the distance from the touch position to the measurement position, and therefore, the seamless touch position sensing can be realized without an array of multiple sensor units. Moreover, the BST sensor allows the sensing surface to be discretized into on-demand resolutions and patterns. The sensing accuracy is 98.52% when a deep learning-based signal processing is used. Various BST sensors with flexible resolutions and patterns are introduced, and their application strategies are suggested as proof-of-concept demonstrations.

Keywords

bifunctional composite / seamless sensing surface / triboelectric touch sensor

Cite this article

Download citation ▾
Yoonsang Ra, Jiho Bang, Dongik Kam, Donghan Lee, Sumin Cho, Sunmin Jang, Gyunam Park, Yu-seop Kim, Jin-Gyun Kim, Dongwhi Choi. Single-Layered Seamless Triboelectric Touch Position Sensor With Sedimentation-Driven Transformation of Sol-State Nanocomposite Precursor Into Bifunctional Composite. SusMat, 2025, 5(6): e70052 DOI:10.1002/sus2.70052

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

S. R. Chohan, G. Hu, A. U. Khan, A. T. Pasha, F. Saleem, and M. A. Sheikh, “IoT as Societal Transformer: Improving Citizens' Continuous Usage Intention in Digital Society Through Perceived Public Value,” Library Hi Tech 41, no. 4 (2023): 1214–1237.

[2]

D. T. Singampalli and A. A. Pise, “AI-Based Internet of Things (AIoT): Applications of AI With IoT,” Handbook of Research on AI and Knowledge Engineering for Real-Time Business Intelligence (IGI Global, 2023): 105–130.

[3]

M. Ren, N. Chen, and H. Qiu, “Human-Machine Collaborative Decision-Making: An Evolutionary Roadmap Based on Cognitive Intelligence,” International Journal of Social Robotics 15, no. 7 (2023): 1101–1114.

[4]

F. Semeraro, A. Griffiths, and A. Cangelosi, “Human–Robot Collaboration and Machine Learning: A Systematic Review of Recent Research,” Robotics and Computer-Integrated Manufacturing 79 (2023): 102432.

[5]

J. Yin, V. Kashyap, S. Wang, X. Xiao, T. Tat, and J. Chen, “Self-Powered Eye-Computer Interaction via a Triboelectric Nanogenerator,” Device 2, no. 1 (2024): 100252.

[6]

V. F. Hamidabadi, A. Bahari, and N. Mirnia, “Solution-Processed Multilayer OLEDs With Wide Bandgap Host,” Applied Physics A 126 (2020): 1–5.

[7]

S.-J. Kim, T. H. Phung, S. Kim, M. D. K. Rahman, and K.-S. I. Kwon, “Low-Cost Fabrication Method for Thin, Flexible, and Transparent Touch Screen Sensors,” Advanced Materials Technologies 5, no. 9 (2020): 2000441.

[8]

Y.-F. Liu, W. Wang, and X.-F. Chen, “Progress and Prospects in Flexible Tactile Sensors,” Frontiers in Bioengineering and Biotechnology 11 (2023): 1264563.

[9]

O. Ozioko, P. Karipoth, M. Hersh, and R. Dahiya, “Wearable Assistive Tactile Communication Interface Based on Integrated Touch Sensors and Actuators,” IEEE Transactions on Neural Systems and Rehabilitation Engineering 28, no. 6 (2020): 1344–1352.

[10]

A. Pagoli, F. Chapelle, J.-A. Corrales-Ramon, Y. Mezouar, and Y. Lapusta, “Large-Area and Low-Cost Force/Tactile Capacitive Sensor for Soft Robotic Applications,” Sensors 22, no. 11 (2022): 4083.

[11]

C. Wang, C. Liu, F. Shang, et al., “Tactile Sensing Technology in Bionic Skin: A Review,” Biosensors and Bioelectronics 220 (2023): 114882.

[12]

C. Wei, W. Lin, S. Liang, et al., “An All-In-One Multifunctional Touch Sensor With Carbon-Based Gradient Resistance Elements,” Nano-Micro Letters 14, no. 1 (2022): 131.

[13]

L. Xu, S. Zhong, T. Yue, et al., “AIoT-Enhanced Health Management System Using Soft and Stretchable Triboelectric Sensors for Human Behavior Monitoring,” EcoMat 6, no. 5 (2024): e12448.

[14]

F. Yin, H. Niu, E.-S. Kim, Y. K. Shin, Y. Li, and N.-Y. Kim, “Advanced Polymer Materials-Based Electronic Skins for Tactile and Non-Contact Sensing Applications,” InfoMat 5, no. 7 (2023): e12424.

[15]

Y. Zhang, Z. Lin, X. Huang, X. You, J. Ye, and H. Wu, “A Large-Area, Stretchable, Textile-Based Tactile Sensor,” Advanced Materials Technologies 5, no. 4 (2020): 1901060.

[16]

Z. Zhao, J. Tang, J. Yuan, et al., “Large-Scale Integrated Flexible Tactile Sensor Array for Sensitive Smart Robotic Touch,” ACS Nano 16, no. 10 (2022): 16784–16795.

[17]

F.-C. Kao, S.-F. Hung, C.-C. Yang, et al., “Ultrasound-Driven Triboelectric and Piezoelectric Nanogenerators in Biomedical Application,” Journal of Physics: Energy 6, no. 2 (2024): 022002.

[18]

A. Khan, R. Joshi, M. K. Sharma, et al., “Piezoelectric and Triboelectric Nanogenerators: Promising Technologies for Self-Powered Implantable Biomedical Devices,” Nano Energy 119 (2023): 109051.

[19]

W. Lee, D. Kim, A. Muhammad, et al., “Photothermally-Activated Piezo-Pyroelectric Multifunctional Hybrid Energy Harvester for Motion Sensing and Thermal Therapy,” Nano Energy 125 (2024): 109597.

[20]

Y. Ra, J. Kim, H. Kim, et al., “Smart Conveyor Roller System for Self-Powered Product Size Identification in Electrically Off-Grid Condition via Hybridization of Triboelectric-Electromagnetic Generators,” Nano Energy 100 (2022): 107447.

[21]

S. Shen, Q. Zhou, G. Chen, et al., “Advances in Wearable Respiration Sensors,” Materials Today 72 (2024): 140–162.

[22]

F. Sun, Y. Zhu, C. Jia, T. Zhao, L. Chu, and Y. Mao, “Advances in Self-Powered Sports Monitoring Sensors Based on Triboelectric Nanogenerators,” Journal of Energy Chemistry 79 (2023): 477–488.

[23]

T. Wang, T. Jin, W. Lin, et al., “Multimodal Sensors Enabled Autonomous Soft Robotic System With Self-Adaptive Manipulation,” ACS Nano 18 (2024): 9980–9996.

[24]

F. Wen, C. Wang, and C. Lee, “Progress in Self-Powered Sensors—Moving Toward Artificial Intelligent and Neuromorphic System,” Nano Research 16, no. 9 (2023): 11801–11821.

[25]

S. J. Z. Wong, K. Roy, C. Lee, and Y. Zhu, “Thin-Film Piezoelectric Micromachined Ultrasound Transducers in Biomedical Applications: A Review,” IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control 71 (2024): 622–637.

[26]

Y. Xiong, Z. Huo, J. Zhang, et al., “Triboelectric in-Sensor Deep Learning for Self-Powered Gesture Recognition Toward Multifunctional Rescue Tasks,” Nano Energy 124 (2024): 109465.

[27]

S. Xu, X. Xiao, and J. Chen, “Stretchable Fiber Strain Sensors for Wearable Biomonitoring,” National Science Review 11 (2024): nwae173.

[28]

Y. Zhou, X. Zhao, J. Xu, et al., “A Multimodal Magnetoelastic Artificial Skin for Underwater Haptic Sensing,” Science Advances 10, no. 1 (2024): eadj8567.

[29]

X. Cao, Y. Xiong, J. Sun, X. Zhu, Q. Sun, and Z. L. Wang, “Piezoelectric Nanogenerators Derived Self-Powered Sensors for Multifunctional Applications and Artificial Intelligence,” Advanced Functional Materials 31, no. 33 (2021): 2102983.

[30]

Z. Che, X. Wan, J. Xu, C. Duan, T. Zheng, and J. Chen, “Speaking Without Vocal Folds Using a Machine-Learning-Assisted Wearable Sensing-Actuation System,” Nature Communications 15, no. 1 (2024): 1873.

[31]

J. Han, S. Shin, S. Oh, et al., “High-Powered Superhydrophobic Pyroelectric Generator via Droplet Impact,” Nano Energy 126 (2024): 109682.

[32]

I.-S. Jo, S.-K. Chung, and K. Choi, “Recent Progress in Self-Powered Sensors for Structural and Human Monitoring Systems Using Thermoelectric Energy Harvesters,” International Journal of Precision Engineering and Manufacturing-Smart Technology 2, no. 1 (2024): 67–78.

[33]

M. Kim, Y. Ra, S. Cho, et al., “Geometric Gradient Assisted Control of the Triboelectric Effect in a Smart Brake System for Self-Powered Mechanical Abrasion Monitoring,” Nano Energy 89 (2021): 106448.

[34]

Z. Wu, T. Cheng, and Z. L. Wang, “Self-Powered Sensors and Systems Based on Nanogenerators,” Sensors 20, no. 10 (2020): 2925.

[35]

Y. Yang, X. Guo, M. Zhu, et al., “Triboelectric Nanogenerator Enabled Wearable Sensors and Electronics for Sustainable Internet of Things Integrated Green Earth,” Advanced Energy Materials 13, no. 1 (2023): 2203040.

[36]

Z. Zhang, X. Liu, H. Zhou, S. Xu, and C. Lee, “Advances in Machine-Learning Enhanced Nanosensors: From Cloud Artificial Intelligence Toward Future Edge Computing at Chip Level,” Small Structures 5, no. 4 (2024): 2300325.

[37]

Y. Zhou, M. Shen, X. Cui, Y. Shao, L. Li, and Y. Zhang, “Triboelectric Nanogenerator Based Self-Powered Sensor for Artificial Intelligence,” Nano Energy 84 (2021): 105887.

[38]

M. Zhu, Z. Yi, B. Yang, and C. Lee, “Making Use of Nanoenergy From Human—Nanogenerator and Self-Powered Sensor Enabled Sustainable Wireless IoT Sensory Systems,” Nano Today 36 (2021): 101016.

[39]

T. Cheng, J. Shao, and Z. L. Wang, “Triboelectric Nanogenerators,” Nature Reviews Methods Primers 3, no. 1 (2023): 39.

[40]

S. Cho, D. Lee, S. Jang, et al., “Physical Intelligence-Based Working Mode Adaptable Triboelectric Nanogenerator for Effective Wind Energy Harvesting in Broad Range,” Nano Energy 113 (2023): 108608.

[41]

D. Choi, Y. Lee, Z.-H. Lin, et al., “Recent Advances in Triboelectric Nanogenerators: From Technological Progress to Commercial Applications,” ACS Nano 17, no. 12 (2023): 11087–11219.

[42]

B. Kim, J. Y. Song, D. Y. Kim, et al., “Environmentally Robust Triboelectric Tire Monitoring System for Self-Powered Driving Information Recognition via Hybrid Deep Learning in Time-Frequency Representation,” Small 20 (2024): 2400484.

[43]

Y.-Y. Cheng, A. Ganguly, Y.-Y. Cheng, et al., “Development of Label-Free Triboelectric Nanosensors as Screening Platforms for Anti-Tumor Drugs,” Nano Energy 125 (2024): 109519.

[44]

Y. Ra, J. W. Kim, I. You, et al., “Direct Electrospinning of Reconstructable PVDF-TrFE Nanofibrous Mat Onto Conductive Cement Nanocomposite for Triboelectricity-Assisted Net Zero Energy Structure,” Chemical Engineering Journal 485 (2024): 149662.

[45]

H. J. Hwang, K. Y. Kim, J. S. Kim, et al., “Ionic Liquid With Hydrogen Bonding Reducing Leakage Charge for Enhancing Triboelectric Performance,” Nano Energy 125 (2024): 109535.

[46]

J. Kim, D.-M. Lee, H. Ryu, et al., “Triboelectric Nanogenerators for Battery-Free Wireless Sensor System Using Multi-Degree of Freedom Vibration,” Advanced Materials Technologies 9 (2024): 2301427.

[47]

Y. Ra, Y.-S. Kim, D. Lee, and D. Choi, “Hidden Regulator-based Rotational Triboelectric Nanogenerator With Tracing Optimal Working Condition,” International Journal of Mechanical Sciences 276 (2024): 109412.

[48]

J. Kim, H. Park, G. Kim, J.-H. Lee, J. Park, and S. Y. Kim, “High Performance Triboelectric Nanogenerator Based on Ultrastretchable Composite Electrode,” International Journal of Precision Engineering and Manufacturing-Green Technology 10, no. 6 (2023): 1543–1552.

[49]

D. Lee, J. Chae, S. Cho, et al., “Bidirectional Rotating Direct-Current Triboelectric Nanogenerator With Self-Adaptive Mechanical Switching for Harvesting Reciprocating Motion,” International Journal of Extreme Manufacturing 6, no. 4 (2024): 045502.

[50]

J.-C. Lin, K. Kaswan, S. Chatterjee, et al., “CuO NWs Boosted Triboelectric Microfluidic Nanosensor Functionalized by Collagen-Protein Interactions for Real-Time Platelet Count Monitoring,” Chemical Engineering Journal 490 (2024): 151586.

[51]

M. P. Nguyen, et al., “Recent progress Towards Smart Transportation Systems Using Triboelectric Nanogenerators,” Journal of Physics: Energy 6, no. 2 (2024): 022001.

[52]

D.-M. Lee, J. Kim, I. Hyun, and S.-W. Kim, “Self-Powered Medical Implants Using Triboelectric Technology,” Accounts of Materials Research 5, no. 5 (2024): 533–543.

[53]

Y. Ra, Y.-S. Kim, S. Yang, et al., “Portable Triboelectric-Electromagnetic Hybrid Biomechanical Energy Harvester for Driving Various Functional Light-Emitting Diodes With a Wide Range of Wavelengths,” Nano Energy 119 (2024): 109052.

[54]

J. G. Park, B. Kim, J. Y. Song, et al., “Shear Thickening and Charge-Storing Interlayer-Based All-Aerosol-Sprayed Wearable Triboelectric Sensor for Industrial Wireless Human-Machine Interfaces,” Nano Energy 124 (2024): 109444.

[55]

Y. Ra, J. H. Lee, J. Bang, et al., “Toward Commercialization of Mechanical Energy Harvester: Reusable Triboelectric Nanogenerator Based on Closed-Loop Mass Production of Recyclable Thermoplastic Fluoropolymer With Microstructures,” International Journal of Energy Research 2023, no. 1 (2023): 6919663.

[56]

X. Xiong, J. Liang, and W. Wu, “Principle and Recent Progress of Triboelectric Pressure Sensors for Wearable Applications,” Nano Energy 113 (2023): 108542.

[57]

Y. Ra, I. You, M. Kim, et al., “Toward Smart Net Zero Energy Structures: Development of Cement-Based Structural Energy Material for contact Electrification Driven Energy Harvesting and Storage,” Nano Energy 89 (2021): 106389.

[58]

K.-B. Chang, P. Parashar, L.-C. Shen, et al., “A Triboelectric Nanogenerator-Based Tactile Sensor Array System for Monitoring Pressure Distribution Inside Prosthetic Limb,” Nano Energy 111 (2023): 108397.

[59]

T. Chen, Q. Shi, M. Zhu, et al., “Triboelectric Self-Powered Wearable Flexible Patch as 3D Motion Control Interface for Robotic Manipulator,” ACS Nano 12, no. 11 (2018): 11561–11571.

[60]

P. Gajula, J. U. Yoon, I. Woo, S.-J. Oh, and J. W. Bae, “Triboelectric Touch Sensor Array System for Energy Generation and Self-Powered Human-Machine Interfaces Based on Chemically Functionalized, Electrospun rGO/Nylon-12 and Micro-Patterned Ecoflex/MoS2 films,” Nano Energy 121 (2024): 109278.

[61]

Y. Lu, D. Kong, G. Yang, et al., “Machine Learning-Enabled Tactile Sensor Design for Dynamic Touch Decoding,” Advanced Science 10, no. 32 (2023): 2303949.

[62]

T. Shimura, S. Sato, T. Tominaga, et al., “A High-Resolution, Transparent, and Stretchable Polymer Conductor for Wearable Sensor Arrays,” Advanced Materials Technologies 8, no. 12 (2023): 2201992.

[63]

Y. Song, S. Lv, F. Wang, and M. Li, “Hardness-and-Type Recognition of Different Objects Based on a Novel Porous Graphene Flexible Tactile Sensor Array,” Micromachines 14, no. 1 (2023): 217.

[64]

R. Wang, S. Hu, W. Zhu, et al., “Recent Progress in High-Resolution Tactile Sensor Array: From Sensor Fabrication to Advanced Applications,” Progress in Natural Science: Materials International 33 (2023): 55–66.

[65]

X. Zhi, S. Ma, Y. Xia, et al., “Hybrid Tactile Sensor Array for Pressure Sensing and Tactile Pattern Recognition,” Nano Energy 125 (2024): 109532.

[66]

J. H. Choi, Y. Ra, S. Cho, M. La, S. J. Park, and D. Choi, “Electrical Charge Storage Effect in Carbon Based Polymer Composite for Long-Term Performance Enhancement of the Triboelectric Nanogenerator,” Composites Science and Technology 207 (2021): 108680.

[67]

D. Kam, G. Gwon, S. Jang, et al., “Advancing Energy Harvesting Efficiency From a Single Droplet: A Mechanically Guided 4D Printed Elastic Hybrid Droplet-Based Electricity Generator,” Advanced Materials 35, no. 48 (2023): 2303681.

[68]

D. Heo, J.-H. Son, D. Kim, et al., “Charge-Accumulating-Flutter-Based Triboelectric Nanogenerator via Discharge Gateway,” Advanced Energy Materials 13, no. 14 (2023): 2204239.

[69]

H. J. Hwang, D. Kwon, H.-Y. Kwon, M. Shim, J. M. Baik, and D. Choi, “Integrated System of Mechanical Regulator and Electrical Circuitry on Triboelectric Energy Harvesting With Near-Field Communication for Low Power Consumption,” Advanced Energy Materials 15 (2024): 2400481.

[70]

S. Jang, S. A. Shah, J. Lee, et al., “Beyond Metallic Electrode: Spontaneous Formation of Fluidic Electrodes From Operational Liquid in Highly Functional Droplet-Based Electricity Generator,” Advanced Materials 36 (2024): 2403090.

[71]

H. Park, S.-J. Oh, D. Kim, et al., “Plasticized PVC-Gel Single Layer-Based Stretchable Triboelectric Nanogenerator for Harvesting Mechanical Energy and Tactile Sensing,” Advanced Science 9, no. 22 (2022): 2201070.

[72]

Y. Lee, S. Lim, W. J. Song, et al., “Triboresistive Touch Sensing: Grid-Free Touch-Point Recognition Based on Monolayered Ionic Power Generators,” Advanced Materials 34, no. 19 (2022): 2108586.

[73]

Y. Ra, J. H. Choi, S.-J. Choi, et al., “Cold Rolled Robust Metal Assisted Triboelectric Nanogenerator for Extremely Durable Operation,” Extreme Mechanics Letters 40 (2020): 100910.

[74]

M. Heo, J. Yang, B. Kim, et al., “Self-Powered Electrodynamic Dust Removal for Sustainable Solar Panels Using Triboelectric Nanogenerators,” Nano Energy 121 (2024): 109257.

[75]

Y. Ra, J. H. Choi, M. La, S. J. Park, and D. Choi, “Development of a Highly Transparent and Flexible Touch Sensor Based on Triboelectric Effect,” Functional Composites and Structures 1, no. 4 (2019): 045001.

[76]

J. Kim, H. Ryu, S. Kim, et al., “Self-Boosting Energy Generation via Triboelectric Nanogenerator–Capacitor Coupling,” Advanced Materials Technologies 9, no. 8 (2024): 2301309.

[77]

Y. Ra, M. La, S. Cho, S. J. Park, and D. Choi, “Scalable Batch Fabrication of Flexible, Transparent and Self-Triggered Tactile Sensor Array Based on Triboelectric Effect,” International Journal of Precision Engineering and Manufacturing-Green Technology 8 (2021): 519–531.

[78]

Y. Ra, S. Oh, J. Lee, et al., “Triboelectric Signal Generation and Its Versatile Utilization During Gear-Based Ordinary Power Transmission,” Nano Energy 73 (2020): 104745.

[79]

S. Li, Q. Liu, Z. Sun, et al., “The Tunable Sensing Behaviors of Flexible Conductive PDMS/NCG Composites via Regulation of Filler Size Prepared by a Facile Sedimentation Method,” Composites Science and Technology 216 (2021): 109037.

[80]

Z. Weng, Z. Zhao, Y. Fang, H. Jiang, and W. Lei, “Analysis of the Conductive Behavior of a Simplified Sediment System and Its Computational Simulation,” International Journal of Sediment Research 35, no. 3 (2020): 249–255.

[81]

R. Zhang, A. Lv, C. Ying, et al., “Facile One-Step Preparation of Laminated PDMS Based Flexible Strain Sensors With High Conductivity and Sensitivity via Filler Sedimentation,” Composites Science and Technology 186 (2020): 107933.

[82]

W. Li, Z. Song, Y. He, et al., “Natural Sedimentation-Assisted Fabrication of Janus Functional Films for Versatile Applications in Joule Heating, Electromagnetic Interference Shielding and Triboelectric Nanogenerator,” Chemical Engineering Journal 455 (2023): 140606.

[83]

C. Pan, D. Liu, M. J. Ford, and C. Majidi, “Ultrastretchable, Wearable Triboelectric Nanogenerator Based on Sedimented Liquid Metal Elastomer Composite,” Advanced Materials Technologies 5, no. 11 (2020): 2000754.

[84]

L. Zhu, P. Xu, B. Chang, et al., “Hierarchical Structure by Self-Sedimentation of Liquid Metal for Flexible Sensor Integrating Pressure Detection and Triboelectric Nanogenerator,” Advanced Functional Materials 34, no. 33 (2024): 2400363.

[85]

C. Baby and N. Schwesinger, “Characterization of CarbonBlack Filled PDMS-Composite Membranes for Sensor Applications,” in International Symposium on Advanced Material Research (ISAMR, 2017).

[86]

A.-L. Deman, M. Brun, M. Quatresous, et al., “Characterization of C-PDMS Electrodes for Electrokinetic Applications in Microfluidic Systems,” Journal of Micromechanics and Microengineering 21, no. 9 (2011): 095013.

[87]

I. Miranda, A. Souza, P. Sousa, et al., “Properties and Applications of PDMS for Biomedical Engineering: A Review,” Journal of Functional Biomaterials 13, no. 1 (2021): 2.

[88]

M. Qu, Y. Qin, Y. Sun, et al., “Biocompatible, Flexible Strain Sensor Fabricated With Polydopamine-Coated Nanocomposites of Nitrile Rubber and Carbon Black,” ACS Applied Materials & Interfaces 12, no. 37 (2020): 42140–42152.

[89]

Y. Xia, Q. Zhang, X. E. Wu, T. V. Kirk, and X. D. Chen, “Practical and Durable Flexible Strain Sensors Based on Conductive Carbon Black and Silicone Blends for Large Scale Motion Monitoring Applications,” Sensors 19, no. 20 (2019): 4553.

[90]

J. James, G. V. Thomas, K. S. Sisanth, et al., “Super Tough Interpenetrating Polymeric Network of Styrene Butadiene Rubber-Poly (Methyl Methacrylate) Incorporated With General Purpose Carbon Black (N660),” Journal of Applied Polymer Science 139, no. 40 (2022): e52978.

[91]

J. T. Lang, D. Kulkarni, C. W. Foster, et al., “X-Ray Tomography Applied to Electrochemical Devices and Electrocatalysis,” Chemical Reviews 123, no. 16 (2023): 9880–9914.

[92]

D. Ryoo, J. Y. Kim, P. K. Duy, S. H. Cho, H. Chung, and T. H. Yoon, “Fast and Non-Destructive Raman Spectroscopic Determination of Multi-Walled Carbon Nanotube (MWCNT) Contents in MWCNT/Polydimethylsiloxane Composites,” The Analyst 143, no. 18 (2018): 4347–4353.

[93]

A. Bahari, “The Stochastic Resetting and Master Nonlinear Fokker–Planck in Discrete Spectroscopy of Ultrathin Silicon Dioxide Film,” International Journal of Modern Physics B 26, no. 07 (2012): 1250039.

[94]

A. Bahari, A. Sadeghi-Nik, M. Roodbari, A. Sadeghi-Nik, and E. Mirshafiei, “Experimental and Theoretical Studies of Ordinary Portland Cement Composites Contains Nano LSCO Perovskite With Fokker-Planck and Chemical Reaction Equations,” Construction and Building Materials 163 (2018): 247–255.

[95]

J. Chun, B. U. Ye, J. W. Lee, et al., “Boosted Output Performance of Triboelectric Nanogenerator via Electric Double Layer Effect,” Nature Communications 7, no. 1 (2016): 12985.

[96]

S. Mishra, P. Supraja, D. Haranath, R. R. Kumar, and S. Pola, “Effect of Surface and Contact Points Modification on the Output Performance of Triboelectric Nanogenerator,” Nano Energy 104 (2022): 107964.

[97]

G. Zhu, Z.-H. Lin, Q. Jing, et al., “Toward Large-Scale Energy Harvesting by a Nanoparticle-Enhanced Triboelectric Nanogenerator,” Nano Letters 13, no. 2 (2013): 847–853.

[98]

Z. Hadi Ali, A. Bahari, and A. H. Alarajiy, “Investigation the Effect of Concentration(x) in Polyvinyl Alcohol (PVA)x/ Nickel Phthalocyanine (NiPc)(1-x) Nano Composites: Real & Imaginary Component of Permeability and Optical Conductivity,” Optical Materials 148 (2024): 114862.

[99]

D. Han, Y. Cai, X. Wang, et al., “An Antifreeze Gel as Strain Sensors and Machine Learning Assisted Intelligent Motion Monitoring of Triboelectric Nanogenerators in Extreme Environments,” Advanced Functional Materials 35 (2025): 2501362.

[100]

Y. Li, J. Sun, D. Choi, et al., “3D Bristle-Structured, Knitted-Fabric-Based Triboelectric Sensors for Machine Learning-Based Motion Recognition,” ACS Applied Materials & Interfaces 17, no. 1 (2024): 1701–1710.

[101]

Y. Lu, H. Tian, J. Cheng, et al., “Decoding Lip Language Using Triboelectric Sensors With Deep Learning,” Nature Communications 13, no. 1 (2022): 1401.

[102]

C. Xue, Y. Zhao, Y. Liao, and H. Zhang, “Bioinspired Super-Robust Conductive Hydrogels for Machine Learning-Assisted Tactile Perception System,” Advanced Materials 37 (2025): 2416275.

[103]

A. Bahari, “Eco-Friendly Water-Induced Lithium Oxide/Polyethyleneimine Ethoxylated as a Possible Gate Dielectric of the Organic Field Effect Transistor,” Journal of Materials Science: Materials in Electronics 35, no. 26 (2024): 1709.

[104]

D. Shajari, A. Bahari, P. Gill, and M. Mohseni, “Synthesis and Tuning of Gold Nanorods With Surface Plasmon Resonance,” Optical Materials 64 (2017): 376–383.

[105]

A. J. Cheng, L. Wu, Z. Sha, et al., “Recent Advances of Capacitive Sensors: Materials, Microstructure Designs, Applications, and Opportunities,” Advanced Materials Technologies 8, no. 11 (2023): 2201959.

[106]

M. Habib, I. Lantgios, and K. Hornbostel, “A Review of Ceramic, Polymer and Composite Piezoelectric Materials,” Journal of Physics D: Applied Physics 55, no. 42 (2022): 423002.

[107]

M. C. Sekhar, E. Veena, N. S. Kumar, K. C. B. Naidu, A. Mallikarjuna, and D. B. Basha, “A Review on Piezoelectric Materials and Their Applications,” Crystal Research and Technology 58, no. 2 (2023): 2200130.

[108]

R. Zhang and H. Olin, “Material Choices for Triboelectric Nanogenerators: A critical Review,” EcoMat 2, no. 4 (2020): e12062.

RIGHTS & PERMISSIONS

2025 The Author(s). SusMat published by Sichuan University and John Wiley & Sons Australia, Ltd.

PDF

6

Accesses

0

Citation

Detail

Sections
Recommended

/