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Artificial Intelligence Empowers Solid‑State Batteries for Material Screening and Performance Evaluation 被引量:1
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作者 Sheng Wang Jincheng Liu +5 位作者 Xiaopan Song Huajian Xu Yang Gu Junyu Fan Bin Sun linwei yu 《Nano-Micro Letters》 2025年第11期599-629,共31页
Solid-state batteries are widely recognized as the next-generation energy storage devices with high specific energy,high safety,and high environmental adaptability.However,the research and development of solid-state b... Solid-state batteries are widely recognized as the next-generation energy storage devices with high specific energy,high safety,and high environmental adaptability.However,the research and development of solid-state batteries are resource-intensive and time-consuming due to their complex chemical environment,rendering performance prediction arduous and delaying large-scale industrialization.Artificial intelligence serves as an accelerator for solid-state battery development by enabling efficient material screening and performance prediction.This review will systematically examine how the latest progress in using machine learning(ML)algorithms can be used to mine extensive material databases and accelerate the discovery of high-performance cathode,anode,and electrolyte materials suitable for solid-state batteries.Furthermore,the use of ML technology to accurately estimate and predict key performance indicators in the solid-state battery management system will be discussed,among which are state of charge,state of health,remaining useful life,and battery capacity.Finally,we will summarize the main challenges encountered in the current research,such as data quality issues and poor code portability,and propose possible solutions and development paths.These will provide clear guidance for future research and technological reiteration. 展开更多
关键词 Solid-state batteries Artificial intelligence Deep learning Material screening Performance evaluation
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Integrating Hard Silicon for High‑Performance Soft Electronics via Geometry Engineering
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作者 Lei Yan Zongguang Liu +1 位作者 Junzhuan Wang linwei yu 《Nano-Micro Letters》 2025年第9期290-336,共47页
Soft electronics,which are designed to function under mechanical deformation(such as bending,stretching,and folding),have become essential in applications like wearable electronics,artificial skin,and brain-machine in... Soft electronics,which are designed to function under mechanical deformation(such as bending,stretching,and folding),have become essential in applications like wearable electronics,artificial skin,and brain-machine interfaces.Crystalline silicon is one of the most mature and reliable materials for high-performance electronics;however,its intrinsic brittleness and rigidity pose challenges for integrating it into soft electronics.Recent research has focused on overcoming these limitations by utilizing structural design techniques to impart flexibility and stretchability to Si-based materials,such as transforming them into thin nanomembranes or nanowires.This review summarizes key strategies in geometry engineering for integrating crystalline silicon into soft electronics,from the use of hard silicon islands to creating out-of-plane foldable silicon nanofilms on flexible substrates,and ultimately to shaping silicon nanowires using vapor-liquid-solid or in-plane solid-liquid-solid techniques.We explore the latest developments in Si-based soft electronic devices,with applications in sensors,nanoprobes,robotics,and brain-machine interfaces.Finally,the paper discusses the current challenges in the field and outlines future research directions to enable the widespread adoption of silicon-based flexible electronics. 展开更多
关键词 Soft electronics SILICON Geometry engineering Silicon nanowires
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High‑Performance Gate‑All‑Around Field Effect Transistors Based on Orderly Arrays of Catalytic Si Nanowire Channels
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作者 Wei Liao Wentao Qian +4 位作者 Junyang An Lei Liang Zhiyan Hu Junzhuan Wang linwei yu 《Nano-Micro Letters》 2025年第7期42-52,共11页
Gate-all-around field-effect transistors(GAA-FETs)represent the leading-edge channel architecture for constructing state-of-the-art highperformance FETs.Despite the advantages offered by the GAA configuration,its appl... Gate-all-around field-effect transistors(GAA-FETs)represent the leading-edge channel architecture for constructing state-of-the-art highperformance FETs.Despite the advantages offered by the GAA configuration,its application to catalytic silicon nanowire(SiNW)channels,known for facile low-temperature fabrication and high yield,has faced challenges primarily due to issues with precise positioning and alignment.In exploring this promising avenue,we employed an in-plane solid–liquidsolid(IPSLS)growth technique to batch-fabricate orderly arrays of ultrathin SiNWs,with diameters of DNW=22.4±2.4 nm and interwire spacing of 90 nm.An in situ channel-releasing technique has been developed to well preserve the geometry integrity of suspended SiNW arrays.By optimizing the source/drain contacts,high-performance GAA-FET devices have been successfully fabricated,based on these catalytic SiNW channels for the first time,yielding a high on/off current ratio of 107 and a steep subthreshold swing of 66 mV dec−1,closing the performance gap between the catalytic SiNW-FETs and state-ofthe-art GAA-FETs fabricated by using advanced top-down EBL and EUV lithography.These results indicate that catalytic IPSLS SiNWs can also serve as the ideal 1D channels for scalable fabrication of high-performance GAA-FETs,well suited for monolithic 3D integrations. 展开更多
关键词 In-plane solid-liquid-solid Ultrathin silicon nanowires Gate-all-around field-effect transistors(GAA-FETs)
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Ultrathin 3D radial tandem‐junction photocathode with a high onset potential of 1.15 V for solar hydrogen production
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作者 Shaobo Zhang Huiting Huang +8 位作者 Zhijie Zhang Jianyong Feng Zongguang Liu Junzhuan Wang Jun Xu Zhaosheng Li linwei yu Kunji Chen Zhigang Zou 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 2022年第7期1842-1850,共9页
Combining a progressive tandem junction design with a unique Si nanowire(SiNW)framework paves the way for the development of high‐onset‐potential photocathodes and enhancement of solar hydrogen production.Herein,a r... Combining a progressive tandem junction design with a unique Si nanowire(SiNW)framework paves the way for the development of high‐onset‐potential photocathodes and enhancement of solar hydrogen production.Herein,a radial tandem junction(RTJ)thin film water‐splitting photo‐cathode has been demonstrated experimentally for the first time.The photocathode is directly fab‐ricated on vapor‐liquid‐solid‐grown SiNWs and consists of two radially stacked p‐i‐n junctions,featuring hydrogenated amorphous silicon(a‐Si:H)as the outer absorber layer,which absorbs short wavelengths,and hydrogenated amorphous silicon germanium(a‐SiGe:H)as the inner layer,which absorbs long wavelengths.The randomly distributed SiNW framework enables highly efficient light‐trapping,which facilitates the use of very thin absorber layers of a‐Si:H(~50 nm)and a‐SiGe:H(~40 nm).In a neutral electrolyte(pH=7),the three‐dimensional(3D)RTJ photocathode delivers a high photocurrent onset of 1.15 V vs.the reversible hydrogen electrode(RHE),accompanied by a photocurrent of 2.98 mA/cm^(2) at 0 V vs.RHE,and an overall applied‐bias photon‐to‐current effi‐ciency of 1.72%.These results emphasize the promising role of 3D radial tandem technology in developing a new generation of durable,low‐cost,high‐onset‐potential photocathodes capable of large‐scale implementation。 展开更多
关键词 Solar hydrogen production 3D radial tandem junction Amorphous silicon photocathode Very thin absorber High onset potential
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Nanowire-Based Flexible Sensors for Wearable Electronics,Brain-Computer Interfaces,and Artificial Skins
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作者 Xiaopan Song Yang Gu +2 位作者 Sheng Wang Junzhuan Wang linwei yu 《Electron》 2025年第2期34-59,共26页
Flexible electronic devices with compliant mechanical deformability and electrical reliability have been a focal point of research over the past decade,particularly in the fields of wearable devices,brain-computer int... Flexible electronic devices with compliant mechanical deformability and electrical reliability have been a focal point of research over the past decade,particularly in the fields of wearable devices,brain-computer interfaces(BCIs),and electronic skins.These emerging applications impose stringent requirements on flexible sensors,necessitating not only their ability to withstand dynamic strains and conform to irregular surfaces but also to ensure long-term stable monitoring.To meet these demands,onedimensional nanowires,with high aspect ratios,large surface-to-volume ratios,and programmable geometric engineering,are widely regarded as ideal candidates for constructing high-performance flexible sensors.Various innovative assembly techniques have enabled the effective integration of these nanowires with flexible substrates.More excitingly,semiconductor nanowires,prepared through low-cost and efficient catalytic growth methods,have been successfully employed in the fabrication of highly flexible and stretchable nanoprobes for intracellular sensing.Additionally,nanowire arrays can be deployed on the cerebral cortex to record and analyze neural activity,opening new avenues for the treatment of neurological disorders.This review systematically examines recent advancements in nanowire-based flexible sensing technologies applied to wearable electronics,BCIs,and electronic skins,highlighting key design principles,operational mechanisms,and technological milestones achieved through growth,assembly,and transfer processes.These developments collectively advance high-performance health monitoring,deepen our understanding of neural activities,and facilitate the creation of novel,flexible,and stretchable electronic skins.Finally,we also present a summary and perspectives on the current challenges and future opportunities for nanowirebased flexible sensors. 展开更多
关键词 artificial skins brain-computer interfaces flexible sensors NANOWIRE wearable electronics
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Synthetic auxotrophs accelerate cell factory development through growth-coupled models
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作者 Liangpo Li linwei yu +3 位作者 Xinxiao Sun Qipeng yuan Xiaolin Shen Jia Wang 《Frontiers of Chemical Science and Engineering》 SCIE EI CSCD 2024年第9期73-87,共15页
The engineering of microbial cell factories for the production of high-value chemicals from renewable resources presents several challenges,including the optimization of key enzymes,pathway fluxes and metabolic networ... The engineering of microbial cell factories for the production of high-value chemicals from renewable resources presents several challenges,including the optimization of key enzymes,pathway fluxes and metabolic networks.Addressing these challenges involves the development of synthetic auxotrophs,a strategy that links cell growth with enzyme properties or biosynthetic pathways.This linkage allows for the improvement of enzyme properties by in vivo directed enzyme evolution,the enhancement of metabolic pathway fluxes under growth pressure,and remodeling of metabolic networks through directed strain evolution.The advantage of employing synthetic auxotrophs lies in the power of growth-coupled selection,which is not only high-throughput but also labor-saving,greatly simplifying the development of both strains and enzymes.Synthetic auxotrophs play a pivotal role in advancing microbial cell factories,offering benefits from enzyme optimization to the manipulation of metabolic networks within single microbes.Furthermore,this strategy extends to coculture systems,enabling collaboration within microbial communities.This review highlights the recently developed applications of synthetic auxotrophs as microbial cell factories,and discusses future perspectives,aiming to provide a practical guide for growth-coupled models to produce value-added chemicals as part of a sustainable biorefinery. 展开更多
关键词 synthetic auxotrophs growth-coupled directed enzyme evolution pathway flux directed strain evolution COCULTURE
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Channel-bias-controlled reconfigurable silicon nanowire transistors via an asymmetric electrode contact strategy
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作者 Wentao Qian Junzhuan Wang +1 位作者 Jun Xu linwei yu 《Chip》 EI 2024年第3期8-14,共7页
Reconfigurable field-effect transistors(R-FETs)that can dynamically reconfigure the transistor polarity,from n-type to p-type channel or vice versa,represent a promising new approach to reduce the logic complexity and... Reconfigurable field-effect transistors(R-FETs)that can dynamically reconfigure the transistor polarity,from n-type to p-type channel or vice versa,represent a promising new approach to reduce the logic complexity and granularity of programmable electronics.Although R-FETs have been successfully demonstrated upon silicon nanowire(SiNW)channels,a pair of extra program gates is still needed to control the source/drain(S/D)contacts.In this work,we propose a rather simple single gate R-FET structure with an asymmetric S/D electrode contact,where the FET channel polarity can be altered by changing the sign of channel bias V_(ds).These R-FETs were fabricated upon an orderly array of planar SiNW channels,grown via in-plane solid-liquid-solid mechanism,and contacted by Ti/Al and Pt/Au at the S/D electrodes,respectively.Remarkably,this channel-bias-controlled R-FET strategy has been successfully testified and implemented upon both p-typedoped(with indium dopants)or n-type-doped(phosphorus)SiNW channels,whereas the R-FET prototypes demonstrate an impressive high I_(on/off) ratio of>10^(6) and a steep subthreshold swing of 79 mV/dec.These results indicate a rather simple,compact and generic enough R-FET strategy for the construction of a new generation of SiNW-based programmable and low-power electronics. 展开更多
关键词 CATALYTIC Si NANOWIRES ASYMMETRIC electrodes Reconfigure TRANSISTOR
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Engineering in-plane silicon nanowire springs for highly stretchable electronics 被引量:1
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作者 Zhaoguo Xue Taige Dong +3 位作者 Zhimin Zhu Yaolong Zhao Ying Sun linwei yu 《Journal of Semiconductors》 EI CAS CSCD 2018年第1期2-15,共14页
Crystalline silicon(c-Si) is unambiguously the most important semiconductor that underpins the development of modern microelectronics and optoelectronics, though the rigid and brittle nature of bulk c-Si makes it di... Crystalline silicon(c-Si) is unambiguously the most important semiconductor that underpins the development of modern microelectronics and optoelectronics, though the rigid and brittle nature of bulk c-Si makes it difficult to implement directly for stretchable applications. Fortunately, the one-dimensional(1 D) geometry, or the line-shape, of Si nanowire(SiNW) can be engineered into elastic springs, which indicates an exciting opportunity to fabricate highly stretchable 1 D c-Si channels. The implementation of such line-shape-engineering strategy demands both a tiny diameter of the SiNWs, in order to accommodate the strains under large stretching, and a precise growth location, orientation and path control to facilitate device integration. In this review, we will first introduce the recent progresses of an in-plane self-assembly growth of SiNW springs, via a new in-plane solid-liquidsolid(IPSLS) mechanism, where mono-like but elastic SiNW springs are produced by surface-running metal droplets that absorb amorphous Si thin film as precursor. Then, the critical growth control and engineering parameters, the mechanical properties of the SiNW springs and the prospects of developing c-Si based stretchable electronics, will be addressed. This efficient line-shape-engineering strategy of SiNW springs, accomplished via a low temperature batch-manufacturing, holds a strong promise to extend the legend of modern Si technology into the emerging stretchable electronic applications, where the high carrier mobility, excellent stability and established doping and passivation controls of c-Si can be well inherited. 展开更多
关键词 c-Si nanowires in-plane solid-liquid-solid self-assembly stretchable electronics
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Preface to the Special Issue on Si-Based Materials and Devices
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作者 Chuanbo Li Jinsong Xia linwei yu 《Journal of Semiconductors》 EI CAS CSCD 2018年第6期I0001-I0001,共1页
It has been well known that the development of microelectronic and integrated circuit (IC), mainly based on silicon materials, have changed the way of our life dramatically and accelerated the development and innova... It has been well known that the development of microelectronic and integrated circuit (IC), mainly based on silicon materials, have changed the way of our life dramatically and accelerated the development and innovation of new technologies. With the increase of integration density in ICs, the gate lengths of transistors are now scaled down to 7 nm, leading to fundamental challenges to keep up with the Moore's law. One possible solution is to integrate optical circuits into the Si microelectronic platform to achieve high density electronic-photonic integration. 展开更多
关键词 Preface to the Special Issue on Si-Based Materials and Devices SI
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