Maximizing triboelectric nanogenerators by physics-informed AI inverse design

Advanced Materials

Published On 2023/12/7

Triboelectric nanogenerators offer an environmentally friendly approach to harvesting energy from mechanical excitations. This capability has made them widely sought‐after as an efficient, renewable, and sustainable energy source, with the potential to decrease reliance on traditional fossil fuels. However, developing triboelectric nanogenerators with specific output remains a challenge mainly due to the uncertainties associated with their complex designs for real‐life applications. Artificial intelligence‐enabled inverse design is a powerful tool to realize performance‐oriented triboelectric nanogenerators. This is an emerging scientific direction that can address the concerns about the design and optimization of triboelectric nanogenerators leading to a next generation nanogenerator systems. This perspective paper aims at reviewing the principal analysis of triboelectricity, summarizing the current challenges of …

Journal

Advanced Materials

Published On

2023/12/7

Page

2308505

Authors

Zhong Lin Wang

Zhong Lin Wang

Georgia Institute of Technology

Position

; Beijing Institute of Nanoenergy and Nanosystems

H-Index(all)

306

H-Index(since 2020)

220

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0

I-10 Index(since 2020)

0

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0

Citation(since 2020)

0

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0

Research Interests

nanogenerator

self-powered sensors/systems

blue energy

piezotronics

piezo-phototronics

University Profile Page

Amir H. Alavi

Amir H. Alavi

University of Pittsburgh

Position

Department of Civil and Environmental Engineering

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66

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57

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0

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0

Research Interests

Intelligent Structures

Architected Materials

Engineering Informatics

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Pengcheng Jiao(焦鹏程)

Pengcheng Jiao(焦鹏程)

Zhejiang University

Position

Research Professor Ocean College

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29

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28

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0

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Research Interests

Mechanical Metamaterials

Energy Harvesting and SHM

Soft Robotics

AI in Engineering

AI in Education (AIED)

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Zhong Lin Wang

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Zhong Lin Wang

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Georgia Institute of Technology

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Advanced Materials

B‐N Covalent Bond Embedded Double Hetero‐[n] helicenes for Pure Red Narrowband Circularly Polarized Electroluminescence with High Efficiency and Stability

Chiral B/N embedded multi‐resonance (MR) emitters open a new paradigm of circularly polarized (CP) organic light‐emitting diodes (OLEDs) owing to their unique narrowband spectra. However, pure‐red CP‐MR emitters and devices remain exclusive in literature. Herein, by introducing a B‐N covalent bond to lower the electron‐withdrawing ability of the para‐positioned B‐π‐B motif, the first pair of pure‐red double hetero‐[n]helicenes (n = 6 and 7) CP‐MR emitter peaking 617 nm with a small full‐width at half‐maximum of 38 nm and a high photoluminescence quantum yield of ≈100% in toluene is developed. The intense mirror‐image CP light produced by the enantiomers is characterized by high photoluminescence dissymmetry factors (gPL) of +1.40/−1.41 × 10−3 from their stable helicenes configuration. The corresponding devices using these enantiomers afford impressive CP electroluminescence …

Lian Duan 段炼

Lian Duan 段炼

Tsinghua University

Advanced Materials

Colour‐Tunable Organic Light‐Emitting Diodes with Single Pt (O^ N^ C^ N)‐dibenzofuran Emitter Exhibiting High External Quantum Efficiency of∼ 30% and Superior Operational Lifetime

Colour‐tunable organic light‐emitting diodes (CT‐OLEDs) have a large colour‐tuning range, high efficiency and operational stability at practical luminance, making them ideal for human‐machine interactive terminals of wearable biomedical devices. However, the device operational lifetime of CT‐OLEDs is currently far from reaching practical requirements. To address this problem, we designed a tetradentate Pt(II) complex named tetra‐Pt‐dbf, which can emit efficiently in both monomer and aggregation states. This emitter has a high Td of 508°C and a large intermolecular bonding energy of ‐52.0 kcal/mol, which improve its thermal/chemical stability. Our unique single‐emitter CT‐OLED essentially avoids the “colour‐ageing issue” and achieves a large colour‐tuning span (red to yellowish green) and a high EQE of ∼30% at 1000 cd m−2 as well as an EQE of above 25% at 10000 cd m−2. We estimated a superior …

JaeHong Park

JaeHong Park

Ewha Womans University

Advanced Materials

Self‐Powering Sensory Device with Multi‐Spectrum Image Realization for Smart Indoor Environments

The development of organic‐based optoelectronic technologies for the indoor Internet of Things market, which relies on ambient energy sources, has increased, with organic photovoltaics (OPVs) and photodetectors (OPDs) considered promising candidates for sustainable indoor electronic devices. However, the manufacturing processes of standalone OPVs and OPDs can be complex and costly, resulting in high production costs and limited scalability, thus limiting their use in a wide range of indoor applications. This study uses a multi‐component photoactive structure to develop a self‐powering dual‐functional sensory device with effective energy harvesting and sensing capabilities. The optimized device demonstrates improved free‐charge generation yield by quantifying charge carrier dynamics, with a high output power density of over 81 and 76 µW cm−2 for rigid and flexible OPVs under indoor conditions (LED …

Shuqiang Jiao

Shuqiang Jiao

University of Science and Technology Beijing

Advanced Materials

Weak Electrostatic Force on K+ in Gel Polymer Electrolyte Realizes High Ion Transference Number for Quasi Solid‐State Potassium Ion Batteries

Quasi‐solid‐state potassium‐ion batteries (SSPIBs) are of great potential for commercial use due to the abundant reserves and cost‐effectiveness of resources, as well as high safety. Gel polymer electrolytes (GPEs) with high ionic conductivity and fast interfacial charge transport are necessary for SSPIBs. Here, the weak electrostatic force between K+ and electronegative functional groups in the ethoxylated trimethylolpropane triacrylate (ETPTA) polymer chains, which can promote fast migration of free K+, is revealed. To further enhance the interfacial reaction kinetics, a multilayered GPE by in situ growth of poly(vinylidenefluoride‐co‐hexafluoropropylene) (PVDF‐HFP) on ETPTA (PVDF‐HFP|ETPTA|PVDF‐HFP) is constructed to improve the interface contact and provide sufficient K+ concentration in PVDF‐HFP. A high ion transference number (0.92) and a superior ionic conductivity (5.15 × 10−3 S cm−1) are …

Albert Fan Yee

Albert Fan Yee

University of California, Irvine

Advanced Materials

Selective Induction of Molecular Assembly to Tissue‐Level Anisotropy on Peptide‐Based Optoelectronic Cardiac Biointerfaces

The conduction efficiency of ions in excitable tissues and of charged species in organic conjugated materials both benefit from having ordered domains and anisotropic pathways. In this study, a photocurrent‐generating cardiac biointerface is presented, particularly for investigating the sensitivity of cardiomyocytes to geometrically comply to biomacromolecular cues differentially assembled on a conductive nanogrooved substrate. Through a polymeric surface‐templated approach, photoconductive substrates with symmetric peptide‐quaterthiophene (4T)‐peptide units assembled as 1D nanostructures on nanoimprinted polyalkylthiophene (P3HT) surface are developed. The 4T‐based peptides studied here can form 1D nanostructures on prepatterned polyalkylthiophene substrates, as directed by hydrogen bonding, aromatic interactions between 4T and P3HT, and physical confinement on the nanogrooves. It is …

Weilin Zhang

Weilin Zhang

Georgia Institute of Technology

Advanced Materials

Harnessing High‐Throughput Computational Methods to Accelerate the Discovery of Optimal Proton Conductors for High‐Performance and Durable Protonic Ceramic Electrochemical Cells

The pursuit of high‐performance and long‐lasting protonic ceramic electrochemical cells (PCECs) has been impeded by the lack of efficient and enduring proton conductors. Conventional research approaches, predominantly based on a trial‐and‐error methodology, have proven to be demanding of resources and time‐consuming. Here we report our findings in harnessing high‐throughput computational methods to expedite the discovery of optimal electrolytes for PCECs. We methodically computed the oxygen vacancy formation energy (EV), hydration energy (EH), and the adsorption energies of H2O and CO2 for a set of 932 oxide candidates. Notably, our findings highlight BaSnxCe0.8‐xYb0.2O3‐δ (BSCYb) as a prospective game‐changing contender, displaying superior proton conductivity and chemical resilience when compared to the well‐regarded BaZrxCe0.8‐xY0.1Yb0.1O3‐δ (BZCYYb) series …

Hyun Kyu Song

Hyun Kyu Song

Korea University

Advanced Materials

Polymorphic Self‐Assembly with Procedural Flexibility for Monodisperse Quaternary Protein Structures of DegQ Enzymes

As large molecular tertiary structures, some proteins can act as small robots that find, bind, and chaperone target protein clients, showing the potential to serve as smart building blocks in self‐assembly fields. Instead of using such intrinsic functions, most self‐assembly methodologies for proteins aim for de novo‐designed structures with accurate geometric assemblies, which could limit procedural flexibility. Here, we present a strategy enabling polymorphic clustering of quaternary proteins, exhibiting simplicity and flexibility of self‐assembling paths for proteins in forming monodisperse quaternary cage particles. We propose that the enzyme protomer DegQ, previously solved at low resolution, may potentially be usable as a threefold symmetric building block, which can form polyhedral cages incorporated by the chaperone action of DegQ in the presence of protein clients. To obtain highly monodisperse cage …

Stephanie Law

Stephanie Law

University of Delaware

Advanced Materials

The Role of Optical Phonon Confinement in the Infrared Dielectric Response of III–V Superlattices

Polar dielectrics are key materials of interest for infrared (IR) nanophotonic applications due to their ability to host phonon‐polaritons that allow for low‐loss, subdiffractional control of light. The properties of phonon‐polaritons are limited by the characteristics of optical phonons, which are nominally fixed for most “bulk” materials. Superlattices composed of alternating atomically thin materials offer control over crystal anisotropy through changes in composition, optical phonon confinement, and the emergence of new modes. In particular, the modified optical phonons in superlattices offer the potential for so‐called crystalline hybrids whose IR properties cannot be described as a simple mixture of the bulk constituents. To date, however, studies have primarily focused on identifying the presence of new or modified optical phonon modes rather than assessing their impact on the IR response. This study focuses on …