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Applications and potentials of machine learning in optoelectronic materials research:An overview and perspectives
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作者 张城洲 付小倩 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第12期108-128,共21页
Optoelectronic materials are essential for today's scientific and technological development,and machine learning provides new ideas and tools for their research.In this paper,we first summarize the development his... Optoelectronic materials are essential for today's scientific and technological development,and machine learning provides new ideas and tools for their research.In this paper,we first summarize the development history of optoelectronic materials and how materials informatics drives the innovation and progress of optoelectronic materials and devices.Then,we introduce the development of machine learning and its general process in optoelectronic materials and describe the specific implementation methods.We focus on the cases of machine learning in several application scenarios of optoelectronic materials and devices,including the methods related to crystal structure,properties(defects,electronic structure)research,materials and devices optimization,material characterization,and process optimization.In summarizing the algorithms and feature representations used in different studies,it is noted that prior knowledge can improve optoelectronic materials design,research,and decision-making processes.Finally,the prospect of machine learning applications in optoelectronic materials is discussed,along with current challenges and future directions.This paper comprehensively describes the application value of machine learning in optoelectronic materials research and aims to provide reference and guidance for the continuous development of this field. 展开更多
关键词 optoelectronic materials DEVICES machine learning prior knowledge
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Organic near-infrared optoelectronic materials and devices:an overview
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作者 Zong-Lu Che Chang-Cun Yan +1 位作者 Xue-Dong Wang Liang-Sheng Liao 《Advanced Photonics》 SCIE EI CAS CSCD 2024年第1期17-42,共26页
Near-infrared(NIR)light has shown great potential for military and civilian applications owing to its advantages in the composition of sunlight,invisibility to human eyes,deeper penetration into biological tissues,and... Near-infrared(NIR)light has shown great potential for military and civilian applications owing to its advantages in the composition of sunlight,invisibility to human eyes,deeper penetration into biological tissues,and low optical loss in optical fibers.Therefore,organic optoelectronic materials that can absorb or emit NIR light have aroused great scientific interest in basic science and practical applications.Based on these NIR organic optoelectronic materials,NIR optoelectronic devices have been greatly improved in performance and application.In this review,the representative NIR organic optoelectronic materials used in organic solar cells,organic photodetectors,organic light-emitting diodes,organic lasers,and organic optical waveguide devices are briefly introduced,and the potential applications of each kind of device are briefly summarized.Finally,we summarize and take up the development of NIR organic optoelectronic materials and devices. 展开更多
关键词 NEAR-INFRARED organic optoelectronic materials organic solar cells organic light-emitting devices organic optical waveguides
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Low-cost and stable SFX-based semiconductor materials in organic optoelectronics
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作者 Chen-Sheng Li Bao-Yi Ren Ya-Guang Sun 《Resources Chemicals and Materials》 2023年第1期100-109,共10页
In the progress of realizing the commercialization of organic optoelectronic materials,the four basic coherent factors are stability,cost,performance,and processability,all which determine the results of device applic... In the progress of realizing the commercialization of organic optoelectronic materials,the four basic coherent factors are stability,cost,performance,and processability,all which determine the results of device applications.Spiro[fluorene-9,9′-xanthene](SFX)has been becoming the robust building-block that fulfilling the practical requirements due to its key features of non-planarity,one-pot facile availability,well-defined quality assurance as well as performance behaviors.In this review,we introduce the SFX and its analogues,including synthesis,molecular design,device performance,and structure-property relationship,in the applications of organic light-emitting diodes(OLEDs),organic photovoltaics,perovskite solar cells(PSCs)and others.Furthermore,emitters or hosts for OLED and hole transport materials for PSCs are highlighted at the level of molecular configuration and film morphology.Tracing the thread from intrinsic photoelectric properties,molecular packing to optoelectronic application,the advantage of stability and low-cost of SFX-based materials are illuminated,and an outlook is given providing orientation for bring SFX into the fields of catalysis and energy chemistry in view of its binary conjugation and three-dimensional configuration. 展开更多
关键词 Organic optoelectronic materials Spiro[fluorene-9 9′-xanthene](SFX) Synthesis Application
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Λ-Shaped optoelectronic materials based on Trger's base 被引量:2
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作者 YUAN ChunXue,XIN Qian,LIU HuiJun,WANG Lei,JIANG MinHua & TAO XuTang State Key Laboratory of Crystal Materials Shandong University,Jinan 250100,China 《Science China Chemistry》 SCIE EI CAS 2011年第4期587-595,共9页
Trger's base (TB) is a well-known chiral molecule with rigid concave shape that makes it applicable in different areas such as superamolecular chemistry,molecular recognition,biological labeling,and so on.In this ... Trger's base (TB) is a well-known chiral molecule with rigid concave shape that makes it applicable in different areas such as superamolecular chemistry,molecular recognition,biological labeling,and so on.In this article,we briefly summarize some recent research progress in the optoelectronic properties of novel TB analogues and their applications in optoelectronic field with emphasis on the developments achieved in our group. 展开更多
关键词 Trger's base Λ-shaped optoelectronic materials OLEDS BIOSENSOR crystal engineering
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A New Class of Biodegradable Organic Optoelec-tronic Materials:α-Oligofurans
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作者 Siyu Ji Xuhui Jin 《Journal of Beijing Institute of Technology》 EI CAS 2022年第3期251-258,共8页
Organic optoelectronic materials have received considerable attention due to their great potentials in electronic devices,such as organic field-effect transistors(OFETs),organic light-emit-ting diodes(OLED)and organic... Organic optoelectronic materials have received considerable attention due to their great potentials in electronic devices,such as organic field-effect transistors(OFETs),organic light-emit-ting diodes(OLED)and organic photovoltaic cells(OPV).Besides,their fascinating properties of flexibility,biocompatibility,molecular diversity,low-cost and solution processability bring new opportunities in bioelectronics in the past decade.While almost all known organic optoelectronic materials are obtained from unrenewable fossil resources and nondegradable,a new family of organic optoelectronic materials is now emerging,which can be obtained from green plants and are biodegradable.Meanwhile,they exhibit excellent optoelectronic properties.This review summarized the synthesis and important molecular properties of this new class of biodegradable organic opto-electronic materials:α-oligofurans.Recent progress of furan-based materials and the existing chal-lenges are also discussed to stimulate further advances in the study of this class of materials. 展开更多
关键词 organic optoelectronic materials oligofurans BIODEGRADABLE
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Synthesis of a New Optoelectronic Material Based on Oriented Adsorption of Dyes to Nanoparticles Surface
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作者 李贵安 宋建平 李貅 《Journal of Electronic Science and Technology of China》 2005年第3期256-259,共4页
Synthesis of the optoelectronic storage material with structure for coating by nanosized metal and azo-dye was reported. The characterization of composites was made by using transmission electron microscope (TEM), u... Synthesis of the optoelectronic storage material with structure for coating by nanosized metal and azo-dye was reported. The characterization of composites was made by using transmission electron microscope (TEM), ultraviolet-visible spectrometer (UV-Vis) and thermogravity analyzer (TGA). It is found that, due to the specific structure, in which azo-dye molecules are oriented and adsorbed on the spherical surface of nanosized metal, the absorption maximum of azo-dye methyl orange shift towards shorter wavelength band. The experimental results show that the proposed technique here wouM offer a promising way to synthesize short wavelength optoelectronic storage material by doping of metal nanoparticles coated with dyes in polymer. Furthermore, the composites based on the structure can present excellent thermal properties suitable for the requirements of optical storage. This new type of material is capable of matching semiconductor laser (GaN) in optoelectronic storage technology. 展开更多
关键词 metal nanoparticles AZO-DYE oriented adsorption optoelectronic material
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从电子、光子材料的发展展望人工晶体的前景 被引量:1
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作者 蒋民华 《人工晶体学报》 EI CAS CSCD 北大核心 2000年第S1期1-,共1页
The electronic,optoelectronic and photonic materials are the fundamental materials for the information technology(IT).These materials are the drivers of the information and communication revolutions.Different kinds of... The electronic,optoelectronic and photonic materials are the fundamental materials for the information technology(IT).These materials are the drivers of the information and communication revolutions.Different kinds of artificial crystals are situated at the center of these materials.In the 21st century(“Tera” Era)the electronic and photonic materials still serve as the basic materials for the global IT.This paper will evaluate the present situation and the prospect of artificial crystals with a view of development from electronic materials to the photonic materials. 展开更多
关键词 synthetic crystal electronic materials optoelectronic materials photonic materials
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Recent Progress of Circularly Polarized Luminescence Materials from Chinese Perspectives 被引量:3
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作者 Xuefeng Yang Xiaoqing Gao +5 位作者 You-Xuan Zheng Hua Kuang Chuan-Feng Chen Minghua Liu Pengfei Duan Zhiyong Tang 《CCS Chemistry》 CSCD 2023年第12期2760-2789,共30页
The research on circularly polarized luminescence(CPL)has garnered significant attention in recent years due to its many potential applications.One aspect of this research involves the pursuit of chiral materials that... The research on circularly polarized luminescence(CPL)has garnered significant attention in recent years due to its many potential applications.One aspect of this research involves the pursuit of chiral materials that posess both high luminescence efficiency and dissymmetry factors.The investigation of CPL behavior is of paramount importance because the structural information of chiral luminescent systems in the excited state can be uncovered.The objective of this review is to offer a comprehensive overview of the latest advancements in the CPL research field,with a particular focus on the development of chiral emissive materials,including organic,inorganic,and hybrid substances.Furthermore,this review outlines the recent applications of these materials in areas such as displays,photoelectric devices,anticounterfeiting measures,and sensors.Finally,we highlight the primary challenges and potential prospects of CPL materials.Our aspiration is that this endeavor will contribute new perspectives and insights that further advancements in related research fields. 展开更多
关键词 circularly polarized luminescence circularly polarized electroluminescence circular dichroism optoelectronic materials excited-state chirality CHIRALITY
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High-power electro-optic switch technology based on novel transparent ceramic 被引量:2
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作者 张学娇 叶青 +1 位作者 瞿荣辉 蔡海文 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第3期185-193,共9页
A novel high-power polarization-independent electro-optic switch technology based on a reciprocal structtire Sagnac interferometer and a transparent quadratic electro-optic ceramic is proposed and analyzed theoretical... A novel high-power polarization-independent electro-optic switch technology based on a reciprocal structtire Sagnac interferometer and a transparent quadratic electro-optic ceramic is proposed and analyzed theoretically and experimentally. The electro-optic ceramic is used as a phase retarder for the clockwise and counter-clockwise polarized light, and their po- larization directions are adjusted to their orthogonal positions by using two half-wave plates. The output light then becomes polarization-independent with respect to the polarization direction of the input light. The switch characteristics, including splitter ratios and polarization states, are theoretically analyzed and simulated in detail by the matrix multiplication method. An experimental setup is built to verify the analysis and experimental results. A new component ceramic is used and a non- polarizing cube beam splitter (NPBS) replaces the beam splitter (BS) to lower the ON/OFF voltage to 305 V and improve the extinction ratio by 2 dB. Finally, the laser-induced damage threshold for the proposed switch is measured and discussed. It is believed that potential applications of this novel polarization-independent electro-optic switch technology will be wide, especially for ultrafast high-power laser systems. 展开更多
关键词 SWITCH electro-optic switch laser damage optoelectronic material
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Preventing inhomogeneous elemental distribution and phase segregation in mixed Pb-Sn inorganic perovskites via incorporating PbS quantum dots 被引量:2
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作者 Tao Zhang Huaxia Ban +6 位作者 Qiang Sun Han Pan Haixuan Yu Zhiguo Zhang Xiaoli Zhang Yan Shen Mingkui Wang 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2022年第2期179-185,共7页
Inhomogeneous Pb/Sn elemental distribution and the resulted phase segregation in mixed Pb-Sn halide perovskites would result in energy disorder(band structure and phase distribution disorder),which greatly limits thei... Inhomogeneous Pb/Sn elemental distribution and the resulted phase segregation in mixed Pb-Sn halide perovskites would result in energy disorder(band structure and phase distribution disorder),which greatly limits their photovoltaic performance.Here,Pb S quantum dot has been synthesized and demonstrated as seeds for modulation crystallization dynamics of the mixed Pb-Sn inorganic perovskites,allowing an enhanced film quality and significantly suppressing phase segregation.With this additive power conversion efficiency of 8%and 6%is obtained under irradiation of full sunlight in planar and mesoporous structured solar cells in combination with CsPb_(0.5) Sn_(0.5)I_(2)Br inorganic perovskite,respectively.Our finding reveals exploring the actual Pb/Sn atoms location in perovskite structure and its influence on developing efficient and stable low-bandgap perovskite solar cells. 展开更多
关键词 Inorganic perovskite Phase segregation optoelectronic material Photovoltaic device
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Near-infrared organic photoelectric materials for lightharvesting systems: Organic photovoltaics and organic photodiodes 被引量:7
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作者 Boming Xie Zhongxin Chen +2 位作者 Lei Ying Fei Huang Yong Cao 《InfoMat》 SCIE CAS 2020年第1期57-91,共35页
The inherent advantages of organic optoelectronic materials endow lightharvesting systems,including organic photovoltaics(OPVs)and organic photodiodes(OPDs),with multiple advantages,such as low-cost manufacturing,ligh... The inherent advantages of organic optoelectronic materials endow lightharvesting systems,including organic photovoltaics(OPVs)and organic photodiodes(OPDs),with multiple advantages,such as low-cost manufacturing,light weight,flexibility,and applicability to large-area fabrication,make them promising competitors with their inorganic counterparts.Among them,nearinfrared(NIR)organic optoelectronic materials occupy a special position and have become the subject of extensive research in both academia and industry.The introduction of NIR materials into OPVs extends the absorption spectrum range,thereby enhancing the photon-harvesting ability of the devices,due to which they have been widely used for the construction of semitransparent solar cells with single-junction or tandem architectures.NIR photodiodes have tremendous potential in industrial,military,and scientific applications,such as remote control of smart electronic devices,chemical/biological sensing,environmental monitoring,optical communication,and so forth.These practical and potential applications have stimulated the development of NIR photoelectric materials,which in turn has given impetus to innovation in light-harvesting systems.In this review,we summarize the common molecular design strategies of NIR photoelectric materials and enumerate their applications in OPVs and OPDs. 展开更多
关键词 near infrared organic optoelectronic materials organic photodiodes organic photovoltaics
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Excitons in confined molecular aggregates
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作者 Xiaozhen Chen Jiadong Zhou +1 位作者 Zengqi Xie Yuguang Ma 《Information & Functional Materials》 2024年第1期68-86,共19页
Organic optoelectronic materials have attracted extensive attention in the past decades due to their wide applications in organic light‐emitting diodes(OLEDs),organic photovoltaics(OPVs),photocatalysis,etc.Significan... Organic optoelectronic materials have attracted extensive attention in the past decades due to their wide applications in organic light‐emitting diodes(OLEDs),organic photovoltaics(OPVs),photocatalysis,etc.Significant ad-vancements have been obtained in the material designs based on the insight into the fundamental physics of exciton related to molecular stacking patterns in solid/condensed states.The exciton characteristics and behaviors are not only a starting point for studying photophysical and photochemical processes on a microscopic level,but also a crucial point in determining the optoelec-tronic properties of macroscopic aggregates.This review summarizes the historic development of exciton models,accompanied by the discoveries of special molecular stacking patterns(H‐/J‐/X‐/M‐aggregates),and the competitive de‐excitation pathways of excitons including fluorescence,energy transfer,singlet fission,excimer formation and symmetry‐breaking charge separation in the confined aggregate structures.Additionally,it highlights the capabilities of a correlation between molecular stacking modes and exciton behaviors,which provides new insights and perspectives for optimizing exciton character and behavior through the modulation of molecular arrangement in aggregate states,thereby enhancing the performance of optoelectronic materials. 展开更多
关键词 aggregate mode energy transfer exciton model FLUORESCENCE organic optoelectronic material
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Changing to Poly(rod-coil) Polymers: A Promising Way for an Optoelectronic Compound to Improve Its Film Formation
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作者 Wei Shao Long Liang +3 位作者 Xuan Xiang Hong-Jiao Li Fu-Gang Zhao Wei-Shi Li 《Chinese Journal of Chemistry》 SCIE CAS CSCD 2015年第8期847-851,共5页
Good film formation is one of basic requirements for organic optoelectronic materials to achieve the capability for fabrication of large area devices. Small molecular optoelectronic compounds have a definite chemical ... Good film formation is one of basic requirements for organic optoelectronic materials to achieve the capability for fabrication of large area devices. Small molecular optoelectronic compounds have a definite chemical structure and clear device performance, and thus are welcomed in the field. However, they are generally suffering from poor film formation, especially in a large area. For addressing it, this contribution proposes and demonstrates a strategy, that is, changing them into poly(rod-coil) polymers. With one optoelectronic compound [BDT(DTBT)2] and three poly(rod-coil) polymers (P1, P2, and P3) having different non-conjugated coil segments as examples, the work clearly shows that the change to poly(rod-coil) polymers keeps many basic optoelectronic properties of the refer- ence compound, including light absorption in solution, bandgap and frontier orbital energy levels, but suppresses strong intermolecular interactions and crystalline structure in film state. Further comparisons on film formation quality on glass and ITO glass illustrate that all the three polymers have a better film formation property than the reference compound. 展开更多
关键词 organic optoelectronic materials poly(rod-coil) polymers film formation
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Non-injection gram-scale synthesis of cesium lead halide perovskite quantum dots with controllable size and composition 被引量:8
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作者 Xu Chen Lucheng Peng +3 位作者 Keke Huang Zhan Shi Renguo Xie Wensheng Yang 《Nano Research》 SCIE EI CAS CSCD 2016年第7期1994-2006,共13页
Metal-halide perovskites are novel optoelectronic materials that are considered good candidates for solar harvesting and light emitting applications. In this study, we develop a reproducible and low-cost approach for ... Metal-halide perovskites are novel optoelectronic materials that are considered good candidates for solar harvesting and light emitting applications. In this study, we develop a reproducible and low-cost approach for synthesizing high- quality cesium lead halide perovskite (CsPbX3, X = CI, Br, and I or C1/Br and I/Br) nanocrystals (NCs) by direct heating of precursors in octadecene in air. Experimental results show that the particle size and composition of as-prepared CsPbX3 nanocrystals can be successfully tuned by a simple variation of reaction temperature. The emission peak positions of the as-prepared nanocrystals can be conveniently tuned from the UV to the NIR (360-700 nm) region, and the quantum yield of the as-obtained samples (green and red emissions) can reach up to 87%. The structures and chemical compositions of the as-obtained NCs were characterized by transmission electron microscopy, X-ray diffraction, and elemental analysis. This proposed synthetic route can yield large amounts of high-quality NCs with a one-batch reaction, usually on the gram scale, and could pave the way for further applications of perovskite-based light-emitting and photovoltaic solar cells. 展开更多
关键词 metal-halide perovskites gram-scale synthesis controllable size andcomposition optoelectronic materials
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Single-Component MLCT-Active Photodetecting Material Based on a Two-Dimensional Coordination Polymer
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作者 Qing-Qing Huang Yan-Zhou Li +8 位作者 Zhi Zheng Xiao-Ming Jiang Shan-Shan Sun Hui-Jie Jiang Wei-Hua Deng Guan-E Wang Tian-You Zhai Ming-De Li Gang Xu 《CCS Chemistry》 CAS 2020年第1期655-662,共8页
Conductive coordination polymers(CCPs)have shown great potential for electronic purposes.However,their applications in photodetection have been limited by poor sensitivity,low on/off current ratio,and slow response ow... Conductive coordination polymers(CCPs)have shown great potential for electronic purposes.However,their applications in photodetection have been limited by poor sensitivity,low on/off current ratio,and slow response owing to the low charge generation and/or separation efficiency.In this work,metal-to-ligand chargetransfer(MLCT)in PhSeAg was used to fabricate a single-component MLCT photodetecting material for the first time to solve the above challenges.The material obtained possesses ultrahigh sensitivity to weak-light intensity(0.03 mW cm^(−2)),the highest on/off ratio,and the fastest response speed than other wellknown CCPs materials tested.Our work might provide a simple but common strategy for designing high-performance CCPs composites for optoelectrical applications. 展开更多
关键词 coordination polymer metal-organic chalcogenide metal-to-ligand charge transfer semiconductor optoelectronic material
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