Materials Today Electronics最新文献

筛选
英文 中文
Harnessing thermoelectric efficiency in Germanium-Based Janus monolayers: A theoretical perspective 利用热电效率在锗基Janus单层:一个理论的观点
Materials Today Electronics Pub Date : 2025-04-30 DOI: 10.1016/j.mtelec.2025.100154
Shivani Saini , Anup Shrivastava , Sanjai Singh , Jost Adam
{"title":"Harnessing thermoelectric efficiency in Germanium-Based Janus monolayers: A theoretical perspective","authors":"Shivani Saini ,&nbsp;Anup Shrivastava ,&nbsp;Sanjai Singh ,&nbsp;Jost Adam","doi":"10.1016/j.mtelec.2025.100154","DOIUrl":"10.1016/j.mtelec.2025.100154","url":null,"abstract":"<div><div>With rapid industrialization and increasing energy demand, thermoelectric materials emerge as key players in transforming waste heat into clean, renewable energy, offering a sustainable solution to the global energy crisis. Despite several serious attempts in the last few decades, the full potential of thermoelectric technology has not yet been exploited because of menial thermoelectric performances from conventional materials. This study uses a combination of quantum and semi-classical computational approaches to investigate the electronic and thermoelectric behavior of Germanium-based (Ge<sub>2</sub>AB (A/B=S, Se, Te)) Janus monolayers. Due to the broken inversion symmetry (compared to the trivial transition metal dichalcogenides), the investigated monolayers comprise unique E-k dispersion and phonon transport characteristics. These characteristics significantly enhance the thermoelectric performance by promoting multi-valleys and staggered band effects in the E-k dispersion and coupling acoustic and optical phonons in the phonon spectra. Phonon dispersion analyses show non-imaginary frequencies, confirming the investigated monolayers’ structural and dynamic stability. The study focuses on critical thermoelectric parameters such as the Seebeck coefficient, electrical/thermal conductivity, thermo-power, and thermoelectric figure of merit for the proposed set of Janus monolayers. It reveals that these Janus monolayers exhibit ultra-low lattice thermal conductivity (due to the combined effect of softening of phonon modes and large-scattering due to heavier atoms) and high power factors (due to the large number of charge carriers available for the transport in the multi-valleys present near the Fermi level). The calculated results estimate the highest thermoelectric figure of merit (up to 3.52) and significantly low-lattice thermal conductivity 0.03<!--> <!-->W<!--> <!-->m<sup>−1</sup> <!-->K<sup>−1</sup> for Janus monolayer Ge<sub>2</sub>SeTe. The significant findings demonstrate the potential of Ge<sub>2</sub>AB (A/B=S, Se, Te) monolayers in highly efficient energy harvesting technologies. They emphasize their potential in next-generation thermoelectric devices, which significantly affect energy conversion technologies.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100154"},"PeriodicalIF":0.0,"publicationDate":"2025-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143886431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multicomponent soft magnetic alloys for soft magnetic composites: A review 用于软磁复合材料的多组分软磁合金:综述
Materials Today Electronics Pub Date : 2025-04-12 DOI: 10.1016/j.mtelec.2025.100153
Min Nie , Chunyun Jiang , Yiting Yang , Bang Zhou , Zhiyong Chen , Guangping Jia , Zhicheng Li , Chunlei Dai , Jiayi He , Hai Guo
{"title":"Multicomponent soft magnetic alloys for soft magnetic composites: A review","authors":"Min Nie ,&nbsp;Chunyun Jiang ,&nbsp;Yiting Yang ,&nbsp;Bang Zhou ,&nbsp;Zhiyong Chen ,&nbsp;Guangping Jia ,&nbsp;Zhicheng Li ,&nbsp;Chunlei Dai ,&nbsp;Jiayi He ,&nbsp;Hai Guo","doi":"10.1016/j.mtelec.2025.100153","DOIUrl":"10.1016/j.mtelec.2025.100153","url":null,"abstract":"<div><div>Soft magnetic multicomponent alloys (MCAs) are emerging materials, including amorphous, nanocrystalline, and high-entropy alloys, exhibit not only excellent soft magnetic properties but also high service performances such as high temperature stability, high corrosion resistance and high mechanical properties. They are promising candidates for the key materials of the components for power devices with high power density and high energy conversion efficiency at high frequency. However, despite the attractive properties of bulk soft magnetic MCAs, the soft magnetic composites (SMCs) based on the MCAs have not exhibited significant advantage in comparison to those based on the traditional alloys, which limits their wide applications. With urgent requirement in developing high-performance power inductors, understanding the fundamental behavior and underlying physics of soft magnetic MCAs is very important. In this review, the current status of soft magnetic MCAs and the SMCs based on MCAs is summarized. Novel preparation processes different from the conventional ones are discussed. The relationship among the preparation, properties and microstructure of the MCAs are also emphasized. The current status and existing challenges for the fabrication of SMCs based on soft magnetic MCAs are critically discussed. The potential solutions such as novel powdering techniques, forming methods, magnetic-thermal coupling processes and insulation coating approaches are proposed for future development.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100153"},"PeriodicalIF":0.0,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143830081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recent advances in stimuli-responsive materials for intelligent electronics 智能电子刺激响应材料的最新进展
Materials Today Electronics Pub Date : 2025-04-11 DOI: 10.1016/j.mtelec.2025.100152
Siyao Chen , Hongqiu Wei , Cheng Lin , Hanxing Zhao , Chaoqun Dong , Xue Wan
{"title":"Recent advances in stimuli-responsive materials for intelligent electronics","authors":"Siyao Chen ,&nbsp;Hongqiu Wei ,&nbsp;Cheng Lin ,&nbsp;Hanxing Zhao ,&nbsp;Chaoqun Dong ,&nbsp;Xue Wan","doi":"10.1016/j.mtelec.2025.100152","DOIUrl":"10.1016/j.mtelec.2025.100152","url":null,"abstract":"<div><div>Stimuli-responsive materials, which undergo variations in their physical or chemical properties in response to external stimuli, have recently drawn increasing attention for their integration into next-generation intelligent electronics. Their capabilities to adjust shapes and properties, combined with advanced manufacturing technologies, are paving the way toward innovative electronic devices with unprecedented levels of adaptability and multifunctionality. In this review, we summarize recent progress in stimuli-responsive materials for intelligent electronic devices. We highlight various material design strategies, their corresponding stimuli-triggered responses, and applications in sensors, actuators, and energy systems. Finally, we discuss current challenges focusing on multi-functional, integrated, and reconfigurable electronics and outline future trends that inspire the next-generation devices.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100152"},"PeriodicalIF":0.0,"publicationDate":"2025-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143848657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Porous semiconductor-based transistors and their applications 多孔半导体晶体管及其应用
Materials Today Electronics Pub Date : 2025-04-10 DOI: 10.1016/j.mtelec.2025.100151
Yimin Sun , Ting Wang , Jiali Luo , Jianhua Chen , Wei Huang , Junqiao Ding
{"title":"Porous semiconductor-based transistors and their applications","authors":"Yimin Sun ,&nbsp;Ting Wang ,&nbsp;Jiali Luo ,&nbsp;Jianhua Chen ,&nbsp;Wei Huang ,&nbsp;Junqiao Ding","doi":"10.1016/j.mtelec.2025.100151","DOIUrl":"10.1016/j.mtelec.2025.100151","url":null,"abstract":"<div><div>Incorporation of porous semiconductors into transistors is a crucial area of research and innovation as it offers a unique opportunity to enhance device performance through precise control of material characteristics at the nanoscale. Moreover, it introduces the potential for the realization of next-generation electronics with higher efficiency, flexibility, and functionality. In this review, we first introduce typical dense channel materials employed in transistors and highlight the advantages of utilizing porous semiconductors. Subsequently, recent advances in various types of porous semiconductors, including nanoporous, microporous, and nanomesh materials used in transistor channels, are summarized. By systematically analyzing the structure-property-application relationships of these materials, we provide a forward-looking perspective on both opportunities and challenges in the field. The review establishes a comprehensive foundation and perspective for advancing transistor technology and broadening its potential across diverse electronic applications.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100151"},"PeriodicalIF":0.0,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143850534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-performance CuI-based ultraviolet phototransistors 高性能基于gui的紫外光电晶体管
Materials Today Electronics Pub Date : 2025-03-28 DOI: 10.1016/j.mtelec.2025.100149
Mingyang Wang , Huihui Zhu , Ao Liu
{"title":"High-performance CuI-based ultraviolet phototransistors","authors":"Mingyang Wang ,&nbsp;Huihui Zhu ,&nbsp;Ao Liu","doi":"10.1016/j.mtelec.2025.100149","DOIUrl":"10.1016/j.mtelec.2025.100149","url":null,"abstract":"<div><div>Transparent copper iodide (CuI) holds significant promise as an emerging semiconductor for high-performance ultraviolet (UV) photodetectors, owing to its high mobility and suitable band gap, which enables efficient UV absorption while suppressing visible light. However, its intrinsic high hole concentration results in extremely high dark current, leading to low signal-to-noise ratio and detectivity. To address this issue, we deposited a Zn-doped CuI channel and fabricated phototransistors using a low-cost solution process at low temperatures. By modulating the hole concentration and involving gate bias modulation, we achieved superior figures of merit for 365 nm UV detection. These include a high responsivity of 1.9 × 10<sup>3</sup> A/W, a detectivity of up to 2.8 × 10<sup>14</sup> Jones, and an impressive external quantum efficiency of 6.4 × 10<sup>5</sup> %. To the best of our knowledge, these values represent the highest performance among all reported CuI-based photodetectors. Our results demonstrate the significant potential of CuI phototransistors for future large-area, low-cost ultraviolet detection systems.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100149"},"PeriodicalIF":0.0,"publicationDate":"2025-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143738571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Diameter dependent synaptic behaviors of III-V nanowires for neuromorphic image denoising III-V纳米线直径依赖性突触行为对神经形态图像去噪的影响
Materials Today Electronics Pub Date : 2025-03-24 DOI: 10.1016/j.mtelec.2025.100148
Zeqi Zang, Zixu Sa, Pengsheng Li, Guangcan Wang, Mingxu Wang, Yanxue Yin, Feng Chen, Zai-xing Yang
{"title":"Diameter dependent synaptic behaviors of III-V nanowires for neuromorphic image denoising","authors":"Zeqi Zang,&nbsp;Zixu Sa,&nbsp;Pengsheng Li,&nbsp;Guangcan Wang,&nbsp;Mingxu Wang,&nbsp;Yanxue Yin,&nbsp;Feng Chen,&nbsp;Zai-xing Yang","doi":"10.1016/j.mtelec.2025.100148","DOIUrl":"10.1016/j.mtelec.2025.100148","url":null,"abstract":"<div><div>Diameter is an important geometry parameter for III-V nanowires (NWs) in electronics, optoelectronics and neuromorphic computing. In this work, the electrical stability and synaptic behaviors of thin and thick GaSb NWs are studied in detailed. With the higher surface-to-volume ratio and much more Sb-O bonds on the surface, the thin NWs possess heavier surface states than thick NWs. As a result, the thin NW filed-effect-transistors (NWFETs) display worse electrical stability and more obvious synaptic behaviors. These impressive phenomena result from the surface states related carrier trapping and detrapping processes. By taking use of the thin and thick NWFETs together for neuromorphic image, the recognition accuracy can reach to 93.9 %, which is much higher than that of individual thin (92.1 %) or thick (84.4 %) NWFETs. This work offers new insight into the modulation of surface states for the coming neuromorphic computing by using the global NWFETs.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100148"},"PeriodicalIF":0.0,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143734927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid fabrication of flexible copper-plated circuit boards on cotton fabrics and conductive threads for textile materials using pencil-drawn technique 利用铅笔绘制技术在棉织物上快速制作柔性镀铜电路板和纺织材料导电线
Materials Today Electronics Pub Date : 2025-03-12 DOI: 10.1016/j.mtelec.2025.100141
Vinit Srivastava , Shivam Dubey , Rahul Vaish , Bharat Singh Rajpurohit
{"title":"Rapid fabrication of flexible copper-plated circuit boards on cotton fabrics and conductive threads for textile materials using pencil-drawn technique","authors":"Vinit Srivastava ,&nbsp;Shivam Dubey ,&nbsp;Rahul Vaish ,&nbsp;Bharat Singh Rajpurohit","doi":"10.1016/j.mtelec.2025.100141","DOIUrl":"10.1016/j.mtelec.2025.100141","url":null,"abstract":"<div><div>This study presents an approach for fabricating flexible and stable electroplated circuits directly onto fabric and thread. We achieve this through a simple method. Pencil-drawn patterns on cotton fabric are followed by copper electroplating in a copper sulfate solution. This method eliminates the need for complex pre-treatment and lithography techniques, thus enabling rapid and on-site circuit development. This research investigated the influence of different pencil grades, drawing frequency, and plating time on the overall conductivity and flexibility of the fabric-based circuits. The electroplated copper demonstrated exceptional bending and thermal stability, maintaining consistent conductivity over a wide bending range (-180° to 180°), with minimal linear resistance change after extreme twisting. Furthermore, the fabricated circuits functioned effectively as Light Dependent Resistor (LDR) based Plated Circuit Boards (PCB), demonstrating robustness and practical potential. The fabrication of conductive threads has also been explored by electroplating graphite threads. These threads displayed remarkable flexibility, maintaining consistent conductivity (0.5 Ω/cm) even under tight knots. The copper-plated textile exhibited stable resistance: 0.6 Ω across 22 °C to 55 °C and 0.5 Ω/cm under bending angles from -180° to +180°. It endured 1000 folding cycles, with resistance increasing slightly to 1.3 Ω. Furthermore, this work shows that the flexible PCBs are resistant to folding stress, environmentally friendly, and disposable, which is a significant step toward sustainable electronics. The results of this study hold significant potential applications in textile-based electrical systems, wearable electronics, and sensors.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"11 ","pages":"Article 100141"},"PeriodicalIF":0.0,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143628960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and analysis of junctionless dielectric modulated double-gate GaNFET biosensor for label-free DNA detection 用于无标记DNA检测的无结介质调制双栅GaNFET生物传感器的设计与分析
Materials Today Electronics Pub Date : 2025-03-12 DOI: 10.1016/j.mtelec.2025.100144
Md. Zahid Hasan , Rezaur Raihan , Nur Kutubul Alam , Md. Rejvi Kaysir , Md. Shaharuf Islam , M. A. Parvez Mahmud
{"title":"Design and analysis of junctionless dielectric modulated double-gate GaNFET biosensor for label-free DNA detection","authors":"Md. Zahid Hasan ,&nbsp;Rezaur Raihan ,&nbsp;Nur Kutubul Alam ,&nbsp;Md. Rejvi Kaysir ,&nbsp;Md. Shaharuf Islam ,&nbsp;M. A. Parvez Mahmud","doi":"10.1016/j.mtelec.2025.100144","DOIUrl":"10.1016/j.mtelec.2025.100144","url":null,"abstract":"<div><div>The investigation of DNA hybridization spans various scientific domains, offering insights from genomics to diagnostics and pharmacology. Traditional methods involve labeling DNA, but innovative FET devices use label-free techniques. Nanoscale biosensors provide superior speed, sensitivity, cost-effectiveness, and versatility compared to conventional methods. Overcoming challenges like the Short Channel Effect (SCE) is crucial for synthesizing biosensors meeting these criteria. Previous research focused on junctionless double-gate transistors for mitigating SCE and GaN as channel materials for high-speed, low-power applications. However, dealing with negatively charged biomolecules like DNA poses challenges due to conflicting dielectric constant and interface charge effects. To address these challenges, the proposed nanoscale biosensor employs a junctionless dielectric modulated double-gate GaN field-effect transistor (JL-DM-DG GaNFET). This device effectively synergizes conflicting dielectric constant and charge effects, with GaN as the channel material. Simulation results show the n-type JL-DM-DG GaNFET exhibits significant sensitivity to negatively charged DNA, with a greater change in threshold voltage (&gt; 539 mV for <em>k</em> = 1 to <em>k</em> = 15) compared to the p-type (-101 mV for <em>k</em> = 1 to <em>k</em> = 4, and 74.59 mV for <em>k</em> = 4 to <em>k</em> = 15). Specifically, for charge density the n-type device displays a higher sensitivity 1.05 vs. 0.509 for the p-type and for dielectric constant <em>k</em> = 16 (sensitivity 0.8 for n-type vs. 0.4 for p-type). Additionally, the device shows low subthreshold slope (∼ 60 mV/decay) and higher I<sub>on</sub>/I<sub>off</sub> ratio, suggesting faster switching and lower power consumption. In summary, the proposed n-type JL-DM-DG GaNFET holds considerable potential for efficient and reliable DNA detection.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"11 ","pages":"Article 100144"},"PeriodicalIF":0.0,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143628961","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic multimode OAM generation implemented by mechanically reconfigurable metasurfaces 由机械可重构元表面实现的动态多模OAM生成
Materials Today Electronics Pub Date : 2025-03-10 DOI: 10.1016/j.mtelec.2025.100142
Xiangming Wu , Zhengping Zhang , Zhenfei Li , Jin Zhang , Xiong Wang , Weiren Zhu
{"title":"Dynamic multimode OAM generation implemented by mechanically reconfigurable metasurfaces","authors":"Xiangming Wu ,&nbsp;Zhengping Zhang ,&nbsp;Zhenfei Li ,&nbsp;Jin Zhang ,&nbsp;Xiong Wang ,&nbsp;Weiren Zhu","doi":"10.1016/j.mtelec.2025.100142","DOIUrl":"10.1016/j.mtelec.2025.100142","url":null,"abstract":"<div><div>Electromagnetic waves carrying orbital angular momentum (OAM) hold promising applications in enhanced communications by exploiting their multiple and orthogonal modes. While programmable metasurfaces offer the capability to generate OAM waves with varying modes, they come with complexities in design and elevated costs due to the heavy reliance on active devices. In this paper, we present an innovative approach for dynamic OAM generation utilizing a pair of mechanically reconfigurable metasurfaces. The phase distributions of the two metasurfaces are carefully crafted to exhibit reconfigurable characteristics upon superimposition by adjusting their relative displacement. Specifically, the designed metasurfaces feature full phase modulation and high transmittance above -3 dB within 21–24 GHz. With these metasurfaces, OAM waves with six distinct modes (topological charge <span><math><mrow><mi>l</mi><mo>=</mo><mo>±</mo><mn>1</mn><mo>,</mo><mo>±</mo><mn>2</mn><mo>,</mo><mo>±</mo><mn>3</mn></mrow></math></span>) have been dynamically achieved, with each mode being generated under a specific displacement. The proposed design is rigorously validated through numerical simulations and experimental measurements.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100142"},"PeriodicalIF":0.0,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143601184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accelerating ionic liquid research in perovskite solar cells through machine learning:Opportunities and challenges 通过机器学习加速钙钛矿太阳能电池中的离子液体研究:机遇与挑战
Materials Today Electronics Pub Date : 2025-03-05 DOI: 10.1016/j.mtelec.2025.100143
Jiazheng Wang, Qiang Lou, Zhengjie Xu, Yufeng Jin, Guibo Luo, Hang Zhou
{"title":"Accelerating ionic liquid research in perovskite solar cells through machine learning:Opportunities and challenges","authors":"Jiazheng Wang,&nbsp;Qiang Lou,&nbsp;Zhengjie Xu,&nbsp;Yufeng Jin,&nbsp;Guibo Luo,&nbsp;Hang Zhou","doi":"10.1016/j.mtelec.2025.100143","DOIUrl":"10.1016/j.mtelec.2025.100143","url":null,"abstract":"<div><div>In recent years, there have been continuous and remarkable efforts from both academic and industry to improve the efficiency and stability of perovskite solar cells (PSCs). Among all the efforts, Ionic liquids (IL), a class of compounds with asymmetric organic cations and various anions, stand out as one of the most promising additives and interface modification layer for realizing high performance PSCs due to their unique physicochemical properties. Nonetheless, due to the variety of ionic liquids, searching an effective and optimum IL passivation materials for PSCs requires a huge amount of time and efforts in conventional trial-and-error experiments. In this context, machine learning (ML) offers powerful capabilities to handle complex, nonlinear problems, potentially accelerating the discovery and optimization of IL for PSCs applications. This review provides a comprehensive overview of the current applications of IL in PSCs, and summarizes the opportunities and key challenges in combining ML methods for IL research in PSCs. With the proposed ML frameworks, it is expected that a more predictive ML piloted research process would accelerate the discovery and optimization of IL in PSCs.</div></div>","PeriodicalId":100893,"journal":{"name":"Materials Today Electronics","volume":"12 ","pages":"Article 100143"},"PeriodicalIF":0.0,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143601269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信