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Atomic layer deposition for nanoscale oxide semiconductor thin film transistors:review and outlook 被引量:3
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作者 Hye-Mi Kim Dong-Gyu Kim +2 位作者 Yoon-Seo Kim Minseok Kim Jin-Seong Park 《International Journal of Extreme Manufacturing》 SCIE EI CAS CSCD 2023年第1期153-180,共28页
Since the first report of amorphous In–Ga–Zn–O based thin film transistors,interest in oxide semiconductors has grown.They offer high mobility,low off-current,low process temperature,and wide flexibility for compos... Since the first report of amorphous In–Ga–Zn–O based thin film transistors,interest in oxide semiconductors has grown.They offer high mobility,low off-current,low process temperature,and wide flexibility for compositions and processes.Unfortunately,depositing oxide semiconductors using conventional processes like physical vapor deposition leads to problematic issues,especially for high-resolution displays and highly integrated memory devices.Conventional approaches have limited process flexibility and poor conformality on structured surfaces.Atomic layer deposition(ALD)is an advanced technique which can provide conformal,thickness-controlled,and high-quality thin film deposition.Accordingly,studies on ALD based oxide semiconductors have dramatically increased recently.Even so,the relationships between the film properties of ALD-oxide semiconductors and the main variables associated with deposition are still poorly understood,as are many issues related to applications.In this review,to introduce ALD-oxide semiconductors,we provide:(a)a brief summary of the history and importance of ALD-based oxide semiconductors in industry,(b)a discussion of the benefits of ALD for oxide semiconductor deposition(in-situ composition control in vertical distribution/vertical structure engineering/chemical reaction and film properties/insulator and interface engineering),and(c)an explanation of the challenging issues of scaling oxide semiconductors and ALD for industrial applications.This review provides valuable perspectives for researchers who have interest in semiconductor materials and electronic device applications,and the reasons ALD is important to applications of oxide semiconductors. 展开更多
关键词 atomic layer deposition(ALD) oxide semiconductor thin film transistor(tft)
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Homojunction structure amorphous oxide thin film transistors with ultra-high mobility
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作者 Rongkai Lu Siqin Li +8 位作者 Jianguo Lu Bojing Lu Ruqi Yang Yangdan Lu Wenyi Shao Yi Zhao Liping Zhu Fei Zhuge Zhizhen Ye 《Journal of Semiconductors》 EI CAS CSCD 2023年第5期19-26,共8页
Amorphous oxide semiconductors(AOS)have unique advantages in transparent and flexible thin film transistors(TFTs)applications,compared to low-temperature polycrystalline-Si(LTPS).However,intrinsic AOS TFTs are difficu... Amorphous oxide semiconductors(AOS)have unique advantages in transparent and flexible thin film transistors(TFTs)applications,compared to low-temperature polycrystalline-Si(LTPS).However,intrinsic AOS TFTs are difficult to obtain field-effect mobility(μFE)higher than LTPS(100 cm^(2)/(V·s)).Here,we design ZnAlSnO(ZATO)homojunction structure TFTs to obtainμFE=113.8 cm^(2)/(V·s).The device demonstrates optimized comprehensive electrical properties with an off-current of about1.5×10^(-11)A,a threshold voltage of–1.71 V,and a subthreshold swing of 0.372 V/dec.There are two kinds of gradient coupled in the homojunction active layer,which are micro-crystallization and carrier suppressor concentration gradient distribution so that the device can reduce off-current and shift the threshold voltage positively while maintaining high field-effect mobility.Our research in the homojunction active layer points to a promising direction for obtaining excellent-performance AOS TFTs. 展开更多
关键词 thin film transistors HOMOJUNCTION carrier mobility amorphous oxides
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Advances in mobility enhancement of ITZO thin-film transistors:a review
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作者 Feilian Chen Meng Zhang +3 位作者 Yunhao Wan Xindi Xu Man Wong Hoi-Sing Kwok 《Journal of Semiconductors》 EI CAS CSCD 2023年第9期11-25,共15页
Indium-tin-zinc oxide(ITZO)thin-film transistor(TFT)technology holds promise for achieving high mobility and offers significant opportunities for commercialization.This paper provides a review of progress made in impr... Indium-tin-zinc oxide(ITZO)thin-film transistor(TFT)technology holds promise for achieving high mobility and offers significant opportunities for commercialization.This paper provides a review of progress made in improving the mobility of ITZO TFTs.This paper begins by describing the development and current status of metal-oxide TFTs,and then goes on to explain the advantages of selecting ITZO as the TFT channel layer.The evaluation criteria for TFTs are subsequently introduced,and the reasons and significance of enhancing mobility are clarified.This paper then explores the development of high-mobility ITZO TFTs from five perspectives:active layer optimization,gate dielectric optimization,electrode optimization,interface optimization,and device structure optimization.Finally,a summary and outlook of the research field are presented. 展开更多
关键词 thin-film transistor(tft) indium-tin-zinc oxide(ITZO)tft MOBILITY active matrix(AM)displays
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Fluorination-mitigated high-current degradation of amorphous InGaZnO thin-film transistors
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作者 Yanxin Wang Jiye Li +4 位作者 Fayang Liu Dongxiang Luo Yunping Wang Shengdong Zhang Lei Lu 《Journal of Semiconductors》 EI CAS CSCD 2023年第9期57-61,共5页
As growing applications demand higher driving currents of oxide semiconductor thin-film transistors(TFTs),severe instabilities and even hard breakdown under high-current stress(HCS)become critical challenges.In this w... As growing applications demand higher driving currents of oxide semiconductor thin-film transistors(TFTs),severe instabilities and even hard breakdown under high-current stress(HCS)become critical challenges.In this work,the triggering voltage of HCS-induced self-heating(SH)degradation is defined in the output characteristics of amorphous indium-galliumzinc oxide(a-IGZO)TFTs,and used to quantitatively evaluate the thermal generation process of channel donor defects.The fluorinated a-IGZO(a-IGZO:F)was adopted to effectively retard the triggering of the self-heating(SH)effect,and was supposed to originate from the less population of initial deep-state defects and a slower rate of thermal defect transition in a-IGZO:F.The proposed scheme noticeably enhances the high-current applications of oxide TFTs. 展开更多
关键词 amorphous indium-gallium-zinc oxide(a-IGZO) thin-film transistors(tfts) current stress self-heating(SH) FLUORINATION
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High-performance amorphous In–Ga–Zn–O thin-film transistor nonvolatile memory with a novel p-SnO/n-SnO_(2) heterojunction charge trapping stack
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作者 熊文 霍景永 +3 位作者 吴小晗 刘文军 张卫 丁士进 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第1期580-584,共5页
Amorphous In–Ga–Zn–O(a-IGZO)thin-film transistor(TFT)memories with novel p-SnO/n-SnO_(2) heterojunction charge trapping stacks(CTSs)are investigated comparatively under a maximum fabrication temperature of 280℃.Co... Amorphous In–Ga–Zn–O(a-IGZO)thin-film transistor(TFT)memories with novel p-SnO/n-SnO_(2) heterojunction charge trapping stacks(CTSs)are investigated comparatively under a maximum fabrication temperature of 280℃.Compared to a single p-SnO or n-SnO_(2) charge trapping layer(CTL),the heterojunction CTSs can achieve electrically programmable and erasable characteristics as well as good data retention.Of the two CTSs,the tunneling layer/p-SnO/nSnO_(2)/blocking layer architecture demonstrates much higher program efficiency,more robust data retention,and comparably superior erase characteristics.The resulting memory window is as large as 6.66 V after programming at 13 V/1 ms and erasing at-8 V/1 ms,and the ten-year memory window is extrapolated to be 4.41 V.This is attributed to shallow traps in p-SnO and deep traps in n-SnO_(2),and the formation of a built-in electric field in the heterojunction. 展开更多
关键词 nonvolatile memory a-IGZO thin-film transistor(tft) charge trapping stack p-SnO/n-SnO_(2)heterojunction
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Positive gate-bias temperature instability of ZnO thin-film transistor 被引量:2
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作者 刘玉荣 苏晶 +1 位作者 黎沛涛 姚若河 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第6期602-607,共6页
The positive gate-bias temperature instability of a radio frequency (RF) sputtered ZnO thin-film transistor (ZnO TFT) is investigated. Under positive gate-bias stress, the saturation drain current and OFF-state cu... The positive gate-bias temperature instability of a radio frequency (RF) sputtered ZnO thin-film transistor (ZnO TFT) is investigated. Under positive gate-bias stress, the saturation drain current and OFF-state current decrease, and the threshold voltage shifts toward the positive direction. The stress amplitude and stress temperature are considered as important factors in threshold-voltage instability, and the time dependences of threshold voltage shift under various bias temperature stress conditions could be described by a stretched-exponential equation. Based on the analysis of hysteresis behaviors in current- voltage and capacitance-voltage characteristics before and after the gate-bias stress, it can be clarified that the threshold- voltage shift is predominantly attributed to the trapping of negative charge carriers in the defect states located at the gate- dielectric/channel interface. 展开更多
关键词 thin-film transistors tfts) zinc oxide gate-bias instability threshold-voltage shift
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Effects of active layer thickness on performance and stability of dual-active-layer amorphous InGaZnO thin-film transistors 被引量:1
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作者 霍文星 梅增霞 +6 位作者 卢毅成 韩祖银 朱锐 王涛 隋妍心 梁会力 杜小龙 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第8期316-323,共8页
Dual-active-layer(DAL)amorphous InGaZnO(IGZO)thin-film transistors(TFTs)are fabricated at low temperature without post-annealing.A bottom low-resistance(low-R)IGZO layer and a top high-resistance(high-R)IGZO layer con... Dual-active-layer(DAL)amorphous InGaZnO(IGZO)thin-film transistors(TFTs)are fabricated at low temperature without post-annealing.A bottom low-resistance(low-R)IGZO layer and a top high-resistance(high-R)IGZO layer constitute the DAL homojunction with smooth and high-quality interface by in situ modulation of oxygen composition.The performance of the DAL TFT is significantly improved when compared to that of a single-active-layer TFT.A detailed investigation was carried out regarding the effects of the thickness of both layers on the electrical properties and gate bias stress stabilities.It is found that the low-R layer improves the mobility,ON/OFF ratio,threshold voltage and hysteresis voltage by passivating the defects and providing a smooth interface.The high-R IGZO layer has a great impact on the hysteresis,which changes from clockwise to counterclockwise.The best TFT shows a mobility of 5.41 cm^2/V·s,a subthreshold swing of 95.0 mV/dec,an ON/OFF ratio of 6.70×10^7,a threshold voltage of 0.24 V,and a hysteresis voltage of 0.13 V.The value of threshold voltage shifts under positive gate bias stress decreases when increasing the thickness of both layers. 展开更多
关键词 thin film transistor INGAZNO dual-active-layer
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Characteristics and Time-Dependent Instability of Ga-Doped ZnO Thin Film Transistor Fabricated by Radio Frequency Magnetron Sputtering 被引量:2
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作者 黄海琴 孙建 +5 位作者 刘凤娟 赵建伟 胡佐富 李振军 张希清 王永生 《Chinese Physics Letters》 SCIE CAS CSCD 2011年第12期297-299,共3页
We report on the fabrication and electrical characteristics of Ga-doped ZnO thin film transistors(TFTs).Low Ga-doped(0.7wt%)ZnO thin films were deposited on SiO_(2)/p−Si substrates by rf magnetron sputtering.The GZO T... We report on the fabrication and electrical characteristics of Ga-doped ZnO thin film transistors(TFTs).Low Ga-doped(0.7wt%)ZnO thin films were deposited on SiO_(2)/p−Si substrates by rf magnetron sputtering.The GZO TFTs show a mobility of 1.76 cm2/V⋅s,an on/off ratio of 1.0×10^(6),and a threshold voltage of 35 V.The time−dependent instability of the TFT is studied.The VTH shifts negatively.In addition,the device shows a decrease of the on/off ratio,mainly due to the increase of the off-current.The mechanisms of instability are discussed. 展开更多
关键词 tftS film INSTABILITY
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High-photosensitivity polymer thin-film transistors based on poly(3-hexylthiophene) 被引量:1
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作者 刘玉荣 黎沛涛 姚若河 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第8期574-579,共6页
Polymer thin-film transistors (PTFTs) based on poly(3-hexylthiophene) are fabricated by the spin-coating process, and their photo-sensing characteristics are investigated under steady-state visible-light illuminat... Polymer thin-film transistors (PTFTs) based on poly(3-hexylthiophene) are fabricated by the spin-coating process, and their photo-sensing characteristics are investigated under steady-state visible-light illumination. The photosensitivity of the device is strongly modulated by gate voltage under various illuminations. When the device is in the subthreshold operating mode, a significant increase in its drain current is observed with a maximum photosensitivity of 1.7×10^3 at an illumination intensity of 1200 lx, and even with a relatively high photosensitivity of 611 at a low illumination intensity of 100 lx. However, when the device is in the on-state operating mode, the photosensitivity is very low: only 1.88 at an illumination intensity of 1200 lx for a gate voltage of -20 V and a drain voltage of -20 V. The results indicate that the devices could be used as photo-detectors or sensors in the range of visible light. The modulation mechanism of the photosensitivity in the PTFT is discussed in detail. 展开更多
关键词 semiconducting polymer thin film transistor PHOTOSENSITIVITY PHOTOtransistor
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Simulation of grain boundary effect on characteristics of ZnO thin film transistor by considering the location and orientation of grain boundary 被引量:1
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作者 周郁明 何怡刚 +1 位作者 陆爱霞 万青 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第9期3966-3969,共4页
The grain boundaries (GBs) have a strong effect on the electric properties of ZnO thin film transistors (TFTs). A novel grain boundary model was developed to analyse the effect. The model was characterized with di... The grain boundaries (GBs) have a strong effect on the electric properties of ZnO thin film transistors (TFTs). A novel grain boundary model was developed to analyse the effect. The model was characterized with different angles between the orientation of the grain boundary and the channel direction. The potential barriers formed by the grain boundaries increase with the increase of the grain boundary angle, so the degradation of the transistor characteristics increases. When a grain boundary is close to the drain edge, the potential barrier height reduces, so the electric properties were improved. 展开更多
关键词 SIMULATION ZnO thin film transistor grain boundary
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双层结构对ZnO TFT稳定性的影响
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作者 张悦 高晓红 +2 位作者 王晗 王森 孙玉轩 《吉林建筑大学学报》 CAS 2024年第2期76-82,共7页
室温下采用射频磁控溅射方法在SiO_(2)/Si衬底上沉积了单层ZnO薄膜和高氧/低氧双层ZnO薄膜,采用电子束蒸发设备蒸镀Al电极,制备单沟道ZnO TFTs和双层沟道ZnO TFTs。比较两种结构ZnO TFTs的各种性能参数,分析双层结构对TFTs产生的影响。... 室温下采用射频磁控溅射方法在SiO_(2)/Si衬底上沉积了单层ZnO薄膜和高氧/低氧双层ZnO薄膜,采用电子束蒸发设备蒸镀Al电极,制备单沟道ZnO TFTs和双层沟道ZnO TFTs。比较两种结构ZnO TFTs的各种性能参数,分析双层结构对TFTs产生的影响。实验结果表明,底部高含氧量ZnO层和顶部低含氧量ZnO层构成了DAL同质结且高氧/低氧薄膜存在载流子浓度产差,利用载流子从高浓度向低浓度扩散的性质,可以填补栅介电层和沟道层之间的界面态缺陷,使器件界面类受主陷阱减少,有效降低TFTs的滞回现象。与单有源层TFTs相比,双沟道层TFTs还具有电学调制作用,其电学性能和稳定性均有明显的提高,得到最佳TFTs的开/关电流比达到3.44×10^(9),亚阈值摆幅为0.68 V/dec,阈值电压偏移为1.2 V。 展开更多
关键词 ZNO薄膜 ZnO tft 滞回稳定性 双层结构
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Self-assembled monolayers enhance the performance of oxide thin-film transistors 被引量:1
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作者 Wensi Cai Zhigang Zang Liming Ding 《Journal of Semiconductors》 EI CAS CSCD 2021年第3期7-10,共4页
Thin-film transistors(TFTs)based on oxide semiconductors have gained a lot of attention in applications such as displays and sensors particularly in recent years due to the advantages of oxide semiconductors like high... Thin-film transistors(TFTs)based on oxide semiconductors have gained a lot of attention in applications such as displays and sensors particularly in recent years due to the advantages of oxide semiconductors like high mobility,good uniformity over large area and low deposition temperature[1−4].However,the defects/traps at dielectric/channel interface and top surface of oxide TFTs might dramatically degrade device performance including current on/off ratio,mobility and most importantly stability[5,6],making it quite urgent to systematically make effective interface engineering to improve TFT performance. 展开更多
关键词 transistorS film PERFORMANCE
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有源层厚度对Li-ZTO TFT电学性能的影响
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作者 裘锦春 杨小天 +3 位作者 郭亮 杨帆 王超 迟耀丹 《吉林建筑大学学报》 CAS 2024年第3期76-82,共7页
本研究旨在制备Li-ZTO单有源层薄膜晶体管,并研究有源层厚度对其性能的影响。该研究采用磁控溅射方法,使用Li-ZTO靶材制备出了有源层厚度分别为70 nm,90 nm,110 nm的器件。采用了X射线光电子能谱(XPS)、原子粒显微镜(AFM)、X射线衍射仪(... 本研究旨在制备Li-ZTO单有源层薄膜晶体管,并研究有源层厚度对其性能的影响。该研究采用磁控溅射方法,使用Li-ZTO靶材制备出了有源层厚度分别为70 nm,90 nm,110 nm的器件。采用了X射线光电子能谱(XPS)、原子粒显微镜(AFM)、X射线衍射仪(XRD)等设备对制备出的Li-ZTO薄膜进行测试分析。通过对不同有源层厚度的薄膜物质组成、表面形貌、晶粒生长情况的测试分析,进一步研究了有源层厚度对Li-ZTO薄膜性能的影响。除此之外,我们还利用半导体参数仪对Li-ZTO的电学性能进行了测试。结果表明,过厚的有源层将影响电荷传输,增加散射中心,影响器件性能。因此,有源层厚度为70 nm的Li-ZTO具有最好的性能,包括12.33 cm^(2)/vs的饱和迁移率、0.66 V的阈值电压、2.12 V/dec的亚阈值摆幅以及>10~8的开关比。 展开更多
关键词 薄膜晶体管 Li掺杂ZTO 溅射时间 电学性能
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Concise Modeling of Amorphous Dual-Gate In-Ga-Zn-O Thin-Film Transistors for Integrated Circuit Designs 被引量:1
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作者 李璨 廖聪维 +3 位作者 于天宝 柯建源 黄生祥 邓联文 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第2期93-96,共4页
An analytical model for current-voltage behavior of amorphous In-Ga-Zn-O thin-film transistors(a-IGZO TFTs)with dual-gate structures is developed.The unified expressions for synchronous and asynchronous operating mo... An analytical model for current-voltage behavior of amorphous In-Ga-Zn-O thin-film transistors(a-IGZO TFTs)with dual-gate structures is developed.The unified expressions for synchronous and asynchronous operating modes are derived on the basis of channel charges,which are controlled by gate voltage.It is proven that the threshold voltage of asynchronous dual-gate IGZO TFTs is adjusted in proportion to the ratio of top insulating capacitance to the bottom insulating capacitance(C_(TI)/C_(BI)).Incorporating the proposed model with Verilog-A,a touch-sensing circuit using dual-gate structure is investigated by SPICE simulations.Comparison shows that the touch sensitivity is increased by the dual-gate IGZO TFT structure. 展开更多
关键词 tft Concise Modeling of Amorphous Dual-Gate In-Ga-Zn-O thin-film transistors for Integrated Circuit Designs Zn
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Carrier Transport Across Grain Boundaries in Polycrystalline Silicon Thin Film Transistors 被引量:1
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作者 陈勇 ZHANG Shuang +5 位作者 李璋 HUANG Hanhua WANG Wenfeng ZHOU Chao CAO Wanqiang 周郁明 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2016年第1期87-92,共6页
We established a model for investigating polycrystalline silicon(poly-Si) thin film transistors(TFTs).The effect of grain boundaries(GBs) on the transfer characteristics of TFT was analyzed by considering the nu... We established a model for investigating polycrystalline silicon(poly-Si) thin film transistors(TFTs).The effect of grain boundaries(GBs) on the transfer characteristics of TFT was analyzed by considering the number and the width of grain boundaries in the channel region,and the dominant transport mechanism of carrier across grain boundaries was subsequently determined.It is shown that the thermionic emission(TE) is dominant in the subthreshold operating region of TFT regardless of the number and the width of grain boundary.To a poly-Si TFT model with a 1 nm-width grain boundary,in the linear region,thermionic emission is similar to that of tunneling(TU),however,with increasing grain boundary width and number,tunneling becomes dominant. 展开更多
关键词 carrier transport grain boundaries thin film transistors polycrystalline silicon
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High-Performance Photo-Modulated Thin-Film Transistor Based on Quantum dots/Reduced Graphene Oxide Fragment-Decorated ZnO Nanowires 被引量:2
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作者 Zhi Tao Yi-an Huang +7 位作者 Xiang Liu Jing Chen Wei Lei Xiaofeng Wang Lingfeng Pan Jiangyong Pan Qianqian Huang Zichen Zhang 《Nano-Micro Letters》 SCIE EI CAS 2016年第3期247-253,共7页
In this paper, a photo-modulated transistor based on the thin-film transistor structure was fabricated on the flexible substrate by spin-coating and magnetron sputtering. A novel hybrid material that composed of Cd Se... In this paper, a photo-modulated transistor based on the thin-film transistor structure was fabricated on the flexible substrate by spin-coating and magnetron sputtering. A novel hybrid material that composed of Cd Se quantum dots and reduced graphene oxide(RGO) fragment-decorated ZnO nanowires was synthesized to overcome the narrow optical sensitive waveband and enhance the photo-responsivity. Due to the enrichment of the interface and heterostructure by RGO fragments being utilized, the photo-responsivity of the transistor was improved to 2000 AW^(-1) and the photo-sensitive wavelength was extended from ultraviolet to visible. In addition, a positive back-gate voltage was employed to reduce the Schottky barrier width of RGO fragments and ZnO nanowires. As a result, the amount of carriers was increased by 10 folds via the modulation of back-gate voltage. With these inherent properties, such as integrated circuit capability and wide optical sensitive waveband, the transistor will manifest great potential in the future applications in photodetectors. 展开更多
关键词 thin-film transistor Quantum DOTS Reduced graphene oxide ZnO NANOWIRES
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不同宽长比的柔性LTPS TFT的电应力可靠性
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作者 张之壤 朱慧 +3 位作者 刘行 张轶群 徐朝 郑文轩 《半导体技术》 CAS 北大核心 2024年第6期589-595,共7页
为了研究不同宽长比的柔性低温多晶硅薄膜晶体管(LTPS TFT)的电应力可靠性,测试了器件的I-V特性,以表征器件在强电场直流应力下由于自热效应和热载流子效应带来的电学性能退化。通过瞬态电流法表征了器件在强电场直流应力下的时间常数谱... 为了研究不同宽长比的柔性低温多晶硅薄膜晶体管(LTPS TFT)的电应力可靠性,测试了器件的I-V特性,以表征器件在强电场直流应力下由于自热效应和热载流子效应带来的电学性能退化。通过瞬态电流法表征了器件在强电场直流应力下的时间常数谱,并对其产生的新陷阱进行定位,分析了产生陷阱的内在机理。结果表明,在相同的强电场直流应力下宽长比为3/2.5的器件,其电学参数变化最大,自热效应以及热载流子效应带来的影响也最大。自热效应导致器件性能退化的主要原因是较大的栅源电压导致Si/SiO2界面处和栅氧化层中的陷阱增多,而热载流子效应导致器件性能退化的主要原因则是由于较大的漏源电压使得漏极晶界陷阱态密度急剧升高。 展开更多
关键词 柔性低温多晶硅薄膜晶体管(LTPS tft) 自热效应 热载流子效应 瞬态电流 强电场直流应力
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基于卷积神经网络的TFT-LCD引脚导电性能检测
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作者 何适 李忠奎 +1 位作者 周明 谢蓄芬 《大连工业大学学报》 CAS 2024年第3期217-221,共5页
针对导电粒子粘连严重影响TFT-LCD引脚质量检测精度问题,提出融入K均值聚类特征选择的卷积神经网络引脚导电性能二分类图像检测方法。基于引脚附着粒子数量合格与否的判别标准,建立引脚图像检测的合格与不合格二分类模型。根据监督学习... 针对导电粒子粘连严重影响TFT-LCD引脚质量检测精度问题,提出融入K均值聚类特征选择的卷积神经网络引脚导电性能二分类图像检测方法。基于引脚附着粒子数量合格与否的判别标准,建立引脚图像检测的合格与不合格二分类模型。根据监督学习机理,构建包含2 000张引脚图像的数据集。为了提高检测精度,针对不同引脚图像中导电粒子与背景之间灰度阈值存在差异的特点,提出融入K均值聚类特征选择的卷积神经网络引脚图像粒子数量分类算法。进一步应用10折交叉验证法对算法的有效性进行了评估,检测正确率达到96.0%,比极大类间方差法提高了8%,比分水岭法提高了5.5%。 展开更多
关键词 薄膜晶体管液晶显示器 质量检测 卷积神经网络 K均值聚类
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High-throughput fabrication and semi-automated characterization of oxide thin film transistors
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作者 韩炎兵 Sage Bauers +1 位作者 张群 Andriy Zakutayev 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第1期82-88,共7页
High throughput experimental methods are known to accelerate the rate of research,development,and deployment of electronic materials.For example,thin films with lateral gradients in composition,thickness,or other para... High throughput experimental methods are known to accelerate the rate of research,development,and deployment of electronic materials.For example,thin films with lateral gradients in composition,thickness,or other parameters have been used alongside spatially-resolved characterization to assess how various physical factors affect the material properties under varying measurement conditions.Similarly,multi-layer electronic devices that contain such graded thin films as one or more of their layers can also be characterized spatially in order to optimize the performance.In this work,we apply these high throughput experimental methods to thin film transistors(TFTs),demonstrating combinatorial channel layer growth,device fabrication,and semi-automated characterization using sputtered oxide TFTs as a case study.We show that both extrinsic and intrinsic types of device gradients can be generated in a TFT library,such as channel thickness and length,channel cation compositions,and oxygen atmosphere during deposition.We also present a semi-automated method to measure the 44 devices fabricated on a 50 mm×50 mm substrate that can help to identify properly functioning TFTs in the library and finish the measurement in a short time.Finally,we propose a fully automated characterization system for similar TFT libraries,which can be coupled with high throughput data analysis.These results demonstrate that high throughput methods can accelerate the investigation of TFTs and other electronic devices. 展开更多
关键词 combinatorial sputtering indium zinc oxide(IZO)thin film transistor(tft) channel gradient oxygen content
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Effects of annealing process on characteristics of fully transparent zinc tin oxide thin-film transistor 被引量:1
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作者 陈勇跃 王雄 +4 位作者 才玺坤 原子健 朱夏明 邱东江 吴惠桢 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期364-368,共5页
Annealing effect on the performance of fully transparent thin-film transistor (TTFT), in which zinc tin oxide (ZnSnO) is used as the channel material and SiO2 as the gate insulator, is investigated. The ZnSnO acti... Annealing effect on the performance of fully transparent thin-film transistor (TTFT), in which zinc tin oxide (ZnSnO) is used as the channel material and SiO2 as the gate insulator, is investigated. The ZnSnO active layer is deposited by radio frequency magnetron sputtering while a SiO2 gate insulator is formed by plasma-enhanced chemical vapor deposition. The saturation field-effect mobility and on/off ratio of the TTFT are improved by low temperature annealing in vacuum. Maximum saturation field-effect mobility and on/off ratio of 56.2 cm2/(V.s) and 3×10^5 are obtained, respectively. The transfer characteristics of the ZnSnO TPT are simulated using an analytical model and good agreement between measured and the calculated transfer characteristics is demonstrated. 展开更多
关键词 zinc tin oxide thin-film transistors MOBILITY ANNEALING
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