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RESEARCH PAPER · Nano Energy · 2021

Emerging artificial intelligence in piezoelectric and triboelectric nanogenerators

Pengcheng Jiao

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Emerging artificial intelligence in piezoelectric and triboelectric nanogeneratorsOriginalEvolving Flexible Sensors, Wearable and Implantable Technologies Towards BodyNET for Advanced Healthcare and Reinforced Life Quality94Recent developments of hybrid piezo–triboelectric nanogenerators for flexible sensors and energy harvesters130Combination of Piezoelectric and Triboelectric Devices for Robotic Self-Powered Sensors33Magnetic lifting triboelectric nanogenerators (ml-TENG) for energy harvesting and active sensing33Applied Machine Learning for Developing Next‐Generation Functional Materials72Artificial intelligence of toilet (AI-Toilet) for an integrated health monitoring system (IHMS) using smart triboelectric pressure sensors and image sensor142Self-sustainable flow-velocity detection via electromagnetic/triboelectric hybrid generator aiming at IoT-based environment monitoring70Vibrational turbine piezoelectric nanogenerators for energy harvesting in multiphase flow fields34Recent progress in acoustic metamaterials and active piezoelectric acoustic metamaterials - A review159Characteristics of electric performance and key factors of a hybrid piezo/triboelectric generator for wave energy harvesting20Predicting output performance of triboelectric nanogenerators using deep learning model58Machine-Learning-Aided Self-Powered Assistive Physical Therapy Devices83Rolling Spherical Triboelectric Nanogenerators (RS-TENG) under Low-Frequency Ocean Wave Action43Electrical Stimulation Mediated by Piezo-Driven Triboelectric Nanogenerator and Electroactive Hydrogel Encourage Wound Repair1Flexible lead-free piezoelectric arrays for high-efficiency wireless ultrasonic energy transfer and communication50Necessity and Available Technologies for Energy Harvesting1Oscillatory magnetic piezoelectric nanogenerators under low-frequency and low-amplitude excitations22Advances in MEMS and Microfluidics‐Based Energy Harvesting Technologies56Integrated structural health monitoring in bridge engineering372Hybrid Piezoelectric and Triboelectric Nanogenerators for Energy Harvesting and Walking Sensing25What can AI-TENG do for Low Abundance Biosensing?10Flexible and Stretchable Electrically Conductive Polymer Materials for Physical Sensing Applications143Mechanical energy-induced charge separation in intelligent sensing9Self-powered sensing systems with learning capability132Advances in Biodegradable Electronic Skin: Material Progress and Recent Applications in Sensing, Robotics, and Human–Machine Interfaces345A programmable magnetoelastic sensor array for self-powered human–machine interface91Highly Thermally Conductive Bimorph Structures for Low-Grade Heat Energy Harvester and Energy-Efficient Actuators10Magnetically circular layers triboelectric nanogenerators (MCL-TENG) for velocity sensing and damage detection18Self-powered multifunctional body motion detectors based on highly compressible and stretchable ferroelectrets with an air-filled parallel-tunnel structure26Piezoelectric-triboelectric-electromagnetic Hybrid Rotational Energy Harvesters (H-REH)95Emerging Deep-Sea Smart Composites: Advent, Performance, and Future Trends18Understanding the Time-Lag Behavior of the Breakdown-Discharge Voltage10Bioinspired Soft Robotics: How Do We Learn From Creatures?41Multilayered MoS 2 Sphere-Based Triboelectric–Flexoelectric Nanogenerators as Self-Powered Mechanical Sensors for Human Motion Detection26From Triboelectric Nanogenerator to Uninterrupted Power Supply System: The Key Role of Electrochemical Batteries and Supercapacitors35Unraveling the effect of carbon nanotubes on the dielectric and mechanical properties of inorganic silica rich stone waste nanocomposites2Multi-output AC/DC triboelectric generator with dual rectification20A Comprehensive Review on the Novel Principles, Development and Applications of Triboelectric Nanogenerators60Triboelectric nanogenerators for smart agriculture67Smart data processing for energy harvesting systems using artificial intelligence109Stretchable and self-healing electronic skin based on a piezoelectric/triboelectric polyester elastomer for deep and superficial sensation16Triboelectric nanogenerator for neuromorphic electronics31Advanced ocean wave energy harvesting: current progress and future trends54Machine learning and experiments: A synergy for the development of functional materials19Recent advances and key opportunities on in-plane micro-supercapacitors: From functional microdevices to smart integrated microsystems38Enhanced Power Generation by Piezoelectric P(VDF-TrFE)/rGO Nanocomposite Thin Film40Recent progress in conductive electrospun materials for flexible electronics: Energy, sensing, and electromagnetic shielding applications118Fiber Crossbars: An Emerging Architecture of Smart Electronic Textiles61Machine Learning-Aided All-Organic Air-Permeable Piezoelectric Nanogenerator23Mechanical energy metamaterials in interstellar travel74Ferroelectret nanogenerators for the development of bioengineering systems12The convergence of traditional and digital biomarkers through AI-assisted biosensing: A new era in translational diagnostics?154Chemical Sensor Based on Piezoelectric/Triboelectric Nanogenerators: A Review of the Modular Design Strategy19Emerging triboelectric nanogenerators for the prevention and monitoring of inflammation1Recent advances of triboelectric, piezoelectric and pyroelectric nanogenerators29On impact process of FGPM plate with the damaged interlayer: piezoelectricity-based interaction effect analysis and stress field prediction using BPNN7Dig information of nanogenerators by machine learning25High-performance and multifunctional conductive aerogel films for outstanding electromagnetic interference shielding, Joule heating and energy harvesting68A comprehensive review on triboelectric nanogenerators based on Real-Time applications in energy harvesting and Self-Powered sensing95Flexible triboelectric nanogenerators of Au-g-C3N4/ZnO hierarchical nanostructures for machine learning enabled body movement detection18A battery-free wireless body area network towards state perception under all-weather conditions23Advances in Triboelectric Nanogenerators for Sustainable and Renewable Energy: Working Mechanism, Tribo-Surface Structure, Energy Storage-Collection System, and Applications49Dual-mode wireless integrated system for real-time monitoring and early warning of large-scale marine structures31Underwater triboelectric nanogenerator52Performance enhancement of self-charging system by combining triboelectric nanogenerators and dielectric capacitors10Self-powered and self-sensing blue carbon ecosystems by hybrid fur triboelectric nanogenerators (F-TENG)22Optimizing Ocean Energy Harvesting: The Significance of Natural Frequency in Piezoelectric Generator Device Electrical Output1Maximizing Triboelectric Nanogenerators by Physics‐Informed AI Inverse Design48Advances in Machine‐Learning Enhanced Nanosensors: From Cloud Artificial Intelligence Toward Future Edge Computing at Chip Level88Sustainable healthcare AI-enhanced materials discovery and design for eco-friendly and biocompatible medical applications3AI-enhanced biomedical micro/nanorobots in microfluidics66Boosting the maximized output energy density of triboelectric nanogenerators27Flexible lead-free cruciform piezo-arrays for implantable wireless energy harvesting on complex surfaces7Triboelectric Contact Localization Electronics: A Systematic Review10Roadmap to Human–Machine Interaction through Triboelectric Nanogenerator and Machine Learning Convergence31Machine Learning‐Enhanced Triboelectric Sensing Application36Numerical simulations of piezoelectricity and triboelectricity: From materials, structures to devices17Unveiling predictive insights for enhanced performance of PVDF-based nanogenerators via machine learning modeling23Vertically aligned polymer microfibril array for self-powered sensing18A predictive method for impedance estimation of triboelectric nanogenerators based on a gated recurrent unit model14Recent advances in wireless energy transfer technologies for body-interfaced electronics18Mathematical modeling for predicting electrical energy harvested using piezoelectric composite materials for smart system applications21Nanoscale materials at work: Mapping emerging applications in energy, medicine, and beyond7Augmenting Piezoelectric Performance of Poly (vinylidene fluoride) Nanogenerator with Zinc Oxide Nanorods Decorated Reduced Graphene Oxide Nanosheets17Magnetic Material in Triboelectric Nanogenerators: A Review23Versatile hybrid transparent triboelectric nanogenerator-solar cell device enables efficient energy harvesting and personal handwriting recognition20SnO2 induced electrostatic polarization PVDF composite nanofibers for efficient energy harvesting and self-powered wireless monitoring /motion recognition systems26Quenched PVDF / PMMA Porous Matrix for Triboelectric Energy Harvesting and Sensing18Triboelectric Nanogenerators with Machine Learning for Internet of Things66Multifunctional Thermochromic Dye‐Integrated Hybrid Nanogenerators for Mechanical Energy Harvesting and Real‐Time IoT Sensing11Advancements in Piezoelectric‐Enabled Devices for Optical Communication14Augmented machine learning towards smart self-powered sensing systems5Active learning assisted piezoelectric materials synthesis on the basis of composite decision-making10Study of wind energy harvesting based on rolling bearing type triboelectric nanogenerator9Piezoelectric Interaction Analysis and Load‐Deflection Prediction for Nonlinear Bending and Snap‐Through of Post‐Buckled FG Piezoelectric Beams0Advancements in triboelectric nanogenerator applications for health monitoring8Role of Piezoelectricity in Disease Diagnosis and Treatment: A Review19Hybrid Wind‐Solar Self‐Powered Detector System Using a Triboelectric‐Photovoltaic Generator for Smart Agriculture9Spike-based rotation detection using a self-powered triboelectric sensor with mimicry of a vestibular system5Triboelectric energy harvesting technology for self-powered personal health management26Flexible nanogenerators for intelligent robotics: design, manufacturing, and applications26Triboelectric Nanogenerator Drives Electrochemical Water Splitting for Hydrogen Production: Fundamentals, Progress, and Challenges22Advances in Porous Structure Design for Enhanced Piezoelectric and Triboelectric Nanogenerators: A Comprehensive Review17Dual-function triboelectric nanogenerators: Integrating enhanced energy harvesting and antibacterial properties for wearable and portable electronics12In-situ oxidized MXene dopes for enhanced sensitivity of PVDF piezoelectric nanogenerators in Morse code transmission and photocatalysis applications11Low‐Cost Intrinsic Flame‐Retardant Bio‐Based High Performance Polyurethane and its Application in Triboelectric Nanogenerators22AI-Enhanced Triboelectric Surface Analysis for Smart Urban Accessibility Pattern Detection2Bioinspired self-driven realignment and healing in multilayer triboelectric generators enabled by reversibly actuated polyurethane3Graphene-Enhanced Piezoelectric Nanogenerators for Efficient Energy Harvesting14Noble Metal-Based Hybrid Nanogenerators for Sustainable Energy and Optoelectronic Innovation0Optimisation and material considerations of piezoelectric implants for cardiac applications9Performance metrics of triboelectric nanogenerator toward record-high output energy density19Triboelectric Nanogenerator for the Emerging Technologies and Smart Manufacturing2Review on the Hierarchical Improvement of Zinc Sulfide-Based Nanogenerator Systems and Their Various IoT Applications10Nanoscience in Action: Unveiling Emerging Trends in Materials and Applications65Carbon Quantum Dot Functionalized Nanofiber‐Based Triboelectric Nanogenerator With Boosted Output and Fluorescence Function20Numerical and Machine Learning‐Based Triboelectric Nanogenerator Simulators: Contact‐Separation Mode9Design and fabrication of an optimized flexible piezoelectric energy harvester for smart vehicle application6AI‐Driven TENGs for Self‐Powered Smart Sensors and Intelligent Devices80Integrating artificial intelligence with piezoelectric nanogenerators: a review on advancements in smart energy harvesting technologies27Advances in tribonegative layer for 2D material-based triboelectric nanogenerators: Material modifications and architectural designs20Superior Piezoelectric Elastomer Based on Dynamic Forced Vulcanization for Tire Condition Monitoring2Interfacial Polarization for High-Performance Triboelectric Devices: Principles, Strategies, and Applications28Innovations in energy harvesting: A survey of low-power technologies and their potential34Preparation and Performance of Large-Area 0-3 Type PVDF/PZT Composite Film1Multimodal Actuation and Environment Adaptive Strategies of Bio‐Inspired Micro/Nanorobots in Precision Medicine5Enabling Self‐Powered Physiological Monitoring with a Deep Learning‐Driven Wearable Piezoelectric Patch3AI applications for structural design automation13High Flexible, Ultra‐Robust Piezoelectric Nanogenerator Based on Hexagonal α‐Beryllium Oxide/PVDF Composite Thin Film: E‐Skin and Energy Harvesting Applications9Harnessing Artificial Intelligence for Advancements in Electrical Engineering: A Systematic Literature Review of Applications, Challenges, and Future Trends3Materials and processes in nanogenerators for energy harvesting: A review of chemical modification strategies and paradigms7Experimental analysis and voltage optimization of water-solid triboelectric nanogenerators for sustainable energy harvesting using a hybrid PSO–random forest model5Advanced Triboelectric Nanogenerators for Smart Devices and Emerging Technologies: A Review5Triboelectric-electromagnetic metamaterial systems for self-powered multiparameter wireless monitoring2Piezoelectric polymer nanocomposite: Fabricating methods for materials and devices4Integrating Water-Solid TENGs into Green Energy Systems: Insights from Experiment and Machine Learning0A review on unlocking the potential of lead-free materials-based energy harvesting systems for standalone electronics3Recent development in triboelectric nanogenerators: a review9Poly(vinylidenefluoride) based nanocomposites-structural and functional materials for the future6Empowering Flexible Electronics with Piezoelectric Nanogenerators: Breakthroughs from Energy Harvesting to Intelligent Sensing26Self-powered multimodal wearable systems for digital health: energy harvesting, integrated devices, and foundation model-driven cognition0Triboelectric nanogenerators for self-powered biosensing: Towards intelligent platforms in the one-health framework4Navigating the Ethereal Tightrope: The Nanogenerator Manipulates Neurons for Immune Equilibrium4Interface-Tailored Janus Nanofibers for High-Performance and Moisture-Wicking Wearable Energy Harvesting4Microwave-assisted RGO-based rubber composites for energy harvesting in wet conditions4Micropatterned Polydimethylsiloxane Triboelectric Nanogenerator: A Novel Method for Morse Code Generation and Wireless Communication3Research progress in triboelectric nanogenerators in acoustics: Energy harvesting and self-powered sensing0Dynamically bridged and compressible TPU aerogel with multi-dimensional carbon synergy for high-performance triboelectric sensing in diabetic foot monitoring1A review of piezoelectric vibration energy harvesting, and its frequency classification based on modal overlap factor (MOF)0Seismic response prediction of reinforced concrete frames using graph neural networks with physical interpretability0

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