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Local dimming原理及在车载中的应用
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作者 周琨 《时代汽车》 2024年第5期168-170,共3页
Local dimming(局部调光)是一种低成本提升车载显示器对比度和清晰度的技术。在目前OLED技术尚无法突破严苛的汽车环境要求的状况下,局部调光是一种首选的成本和性能兼顾的技术。在满足汽车环境要求的同时,大幅提升了显示器的清晰度,提... Local dimming(局部调光)是一种低成本提升车载显示器对比度和清晰度的技术。在目前OLED技术尚无法突破严苛的汽车环境要求的状况下,局部调光是一种首选的成本和性能兼顾的技术。在满足汽车环境要求的同时,大幅提升了显示器的清晰度,提高了显示内容的辨识度,同时成本的上升也在合理范围内。它能给客户带来更好的体验,使驾驶更为安全。本文对它的工作原理以及如何应用进行了阐述,给读者提供了一种思路和方法来提升车载显示器的对比度。 展开更多
关键词 Local dimming原理 Local dimming应用 车载显示器
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Local dimming效果与分区数的关系研究 被引量:1
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作者 谢仁礼 夏大学 +1 位作者 陈林 陈奕鑫 《电视技术》 2021年第6期29-34,共6页
Local dimming(区域背光调控)是改善被动发光的液晶显示器性能的重要技术。采用一套自主开发的仿真算法,在充分验证其准确性后,对液晶显示器的对比度和光晕指数随分区数的变化关系进行了计算仿真与分析,最终形成背光分区数设计指引。分... Local dimming(区域背光调控)是改善被动发光的液晶显示器性能的重要技术。采用一套自主开发的仿真算法,在充分验证其准确性后,对液晶显示器的对比度和光晕指数随分区数的变化关系进行了计算仿真与分析,最终形成背光分区数设计指引。分析结果表明:对比度随分区数的增加而增加,RTINGS棋盘格图片最大价值点(导数为1的点)为300分区,要达到足够接近最大对比度,则需要1600分区左右;背光行列分区数为8的倍数时有更好的对比度体现;光晕指数与对比度随分区数变化的趋势相似,RTINGS十字架图片最大价值点(导数为1)为500分区。 展开更多
关键词 Local dimming效果 Local dimming分区数 RTINGS测评 背光分区设计指引
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一种基于STM32的Local Dimming检测工装 被引量:1
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作者 戴宇明 谢成 罗和福 《电子制作》 2019年第17期50-51,共2页
本文针对目前Local Dimming没有专门的检验提出了一种基于STM32的Local Dimming检测工装。此工装兼容多种Local Dimming背光模组控制方案,使用STM32F103RBT6芯片配合简单的外部电路和8421型按键开关实现了Local Dimming背光模组的检测,... 本文针对目前Local Dimming没有专门的检验提出了一种基于STM32的Local Dimming检测工装。此工装兼容多种Local Dimming背光模组控制方案,使用STM32F103RBT6芯片配合简单的外部电路和8421型按键开关实现了Local Dimming背光模组的检测,具有结构简单、性能稳定、成本低廉等特点。 展开更多
关键词 STM32 LOCAL dimming
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The Implications of Fluorescent Lamp Electronic Ballast Dimming —An Experimental Study
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作者 Sheryl G. Colaco Ciji P. Kurian +1 位作者 V. I. George Anitha M. Colaco 《Energy and Power Engineering》 2010年第1期53-64,共12页
In recent years, fluorescent lamp dimming controls are an integral part of daylight artificial light integrated schemes intended for realization of energy savings. However, dimming, like any lighting option, presents ... In recent years, fluorescent lamp dimming controls are an integral part of daylight artificial light integrated schemes intended for realization of energy savings. However, dimming, like any lighting option, presents its own particular challenges and potential tradeoffs. In view of this, the present manuscript depicts the preliminary work progress carried out to arrive at a comprehensive idea on dimming implications on key factors: electrical characteristics, photometric distributions of lighting systems and influence on quality as well as quantity of visual environment. The objective is to experimentally establish the acceptable range of dimming control voltage that would satisfy both electrical and photometric performance of luminaire. The vital part of the paper is devoted towards presentation of measurement results. For the experimental analysis, three representative samples of different commercial analog 1-10VDC electronic dimmable ballasts and fluorescent fixtures are compared and evaluated over their control voltage dimming range. 展开更多
关键词 dimming POWER FACTOR POWER quality CHROMATICITY light INTENSITY ILLUMINANCE
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Design of a Novel Multi-Mode LED Dimming and Color Control System
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作者 Yiwang Wang Liu Shen +2 位作者 Xiaoxiao Li Bo Zhang Zhenjing Lu 《World Journal of Engineering and Technology》 2015年第4期211-217,共7页
Aiming at the needs of different lighting applications, combined with the characteristics of LED dimming and color control, and using MSP430 digital control technology, a novel LED intelligent dimming and color contro... Aiming at the needs of different lighting applications, combined with the characteristics of LED dimming and color control, and using MSP430 digital control technology, a novel LED intelligent dimming and color control system was designed. The system integrated Bluetooth remote, human infrared sensor, voice/gesture control and other control modes, which could achieve LED multi-mode dimming and color intelligent control. System hardware and software were designed to develop a prototype to experimental verification. The designed method proposes new ideas and information for LED control. 展开更多
关键词 LED MULTI-MODE dimming and COLOR INTELLIGENT CONTROL
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Integrated Off-Line Ballast for High Brightness LEDs with Dimming Capability
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作者 Jorge Garcia Antonio J. Calleja +3 位作者 Emilio L. Corominas David Gacio Lidia Campa Ramón E. Díaz 《Circuits and Systems》 2011年第4期338-351,共14页
This paper presents an off-line integrated full ballast to supply a 35W assembly of Power LEDs. The proposed solution integrates an input PFC stage (a flyback converter operating in DCM) and a DC-DC output converter (... This paper presents an off-line integrated full ballast to supply a 35W assembly of Power LEDs. The proposed solution integrates an input PFC stage (a flyback converter operating in DCM) and a DC-DC output converter (a buck converter) into a single switch power stage, operating with peak current control. As it will be shown, this control scheme maintains the current through the load constant, regardless of the instantaneous value of the DC link voltage. This issue allows the use of a small capacitor for the DC link, which enhances the overall system reliability. The complete ballast has full dimming capability, and all the analysis and design steps are presented, thus ensuring the fulfilling of the existing regulations. The novelty of the final solution comes from the simplicity and robustness of the control scheme in an integrated compact single-switch power stage. A final prototype of the ballast has been built and tested, and experimental results are shown in the last part of the paper. Finally, conclusions and future developments are shown. 展开更多
关键词 High BRIGHTNESS LEDS Light dimming Electrolytic Capacitor AVOIDANCE Integration of Stages
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Design and Implementation of High Power Factor LED Driver with Hot Swap, Smart Output Voltage Regulation and Dimming Control
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作者 Yu-En Wu Kuo-Chan Huang 《Journal of Energy and Power Engineering》 2013年第12期2354-2362,共9页
In this paper, a high power factor LED driver with hot swap, smart output voltage regulation and dimming control is proposed. The dimming control is used to change LED brightness. During converter is working, the hot ... In this paper, a high power factor LED driver with hot swap, smart output voltage regulation and dimming control is proposed. The dimming control is used to change LED brightness. During converter is working, the hot swap function supply users to remove and insert LED module. The smart output voltage can regulate quickly and rightly output voltage in different number of LED series connection. The system consists two stages, one is 50 W flyback converter which is used as power factor corrector, it is input source is 110-220 V, PF (power factor) is about 0,994. The other is Boost DC/DC converter, it can offer 35-60 V of output voltage. Finally, a prototype has been built and tested. The simulation and experimental results are shown to verify the feasibility of the proposed method. 展开更多
关键词 Hot swap smart output voltage regulation dimming control flyback converter boost converter.
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Local dimming高亮节能恒流控制算法的研究与应用
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作者 杨文祥 胡向峰 +2 位作者 盘桥富 周建华 熊品 《电子产品世界》 2023年第9期58-63,共6页
介绍了local dimming(区域调光)技术对LED背光亮度及整机功率的影响,通过实验数据分析了PWM(脉冲宽度调制)调光控制方式和DC(直流)调光控制方式引起的亮度变化、功率损耗、器件温升等问题,并结合实际案例给出了具体的改善对策。通过实... 介绍了local dimming(区域调光)技术对LED背光亮度及整机功率的影响,通过实验数据分析了PWM(脉冲宽度调制)调光控制方式和DC(直流)调光控制方式引起的亮度变化、功率损耗、器件温升等问题,并结合实际案例给出了具体的改善对策。通过实验及大批量的生产验证表明,提出的具有创新性的恒流动态幅值控制算法对LED背光亮度、整机能效、器件温升等都有极大改善,对local dimming恒流控制方案的设计具有重要的借鉴和参考意义。 展开更多
关键词 local dimming 动态幅值 控制算法 节能
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Artificial-intelligence-aided fabrication of high-performance full-color displays
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作者 Yuxuan Liu ChaoHsu Lai +6 位作者 Huaxin Xiong Lijie Zheng Shirui Cai Zongmin Lin Shouqiang Lai Tingzhu Wu Zhong Chen 《Advanced Photonics Nexus》 2025年第3期1-21,共21页
In recent years,artificial intelligence(AI)has demonstrated immense potential in driving breakthroughs in the semiconductor industry,particularly in full-color display technologies.Benefiting from the deep integration... In recent years,artificial intelligence(AI)has demonstrated immense potential in driving breakthroughs in the semiconductor industry,particularly in full-color display technologies.Benefiting from the deep integration of AI,these technologies are experiencing unprecedented innovation and industrial transformation,garnering significant attention.These advancements provide a solid foundation for displays with higher color gamut and resolution.In addition,the integration of deep learning with dimming technologies has enabled new display systems to deliver superior viewing experiences with reduced energy consumption.This review highlights recent progress in four key areas of AI application in full-color display technologies:epitaxial structure design,defect detection and repair,perovskite synthesis,and dynamic dimming.AI-driven advancements in these domains are paving the way for smarter,more efficient display technologies.By leveraging AI’s powerful data processing and optimization capabilities,full-color display systems are poised to achieve enhanced performance,energy efficiency,and user satisfaction,marking a significant step toward a more intelligent and innovative future. 展开更多
关键词 artificial intelligence full-color display epitaxial design defect detection quantum dot dynamic dimming
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Radiation dimming and decreasing water clarity fuel underwater darkening in lakes 被引量:6
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作者 Yunlin Zhang Boqiang Qin +11 位作者 Kun Shi Yibo Zhang Jianming Deng Martin Wild Lin Li Yongqiang Zhou Xiaolong Yao Miao Liu Guangwei Zhu Lu Zhang Binhe Gu Justin D.Brookes 《Science Bulletin》 SCIE EI CAS CSCD 2020年第19期1675-1684,M0004,共11页
Long-term decreases in the incident total radiation and water clarity might substantially affect the underwater light environment in aquatic ecosystems.However,the underlying mechanism and relative contributions of ra... Long-term decreases in the incident total radiation and water clarity might substantially affect the underwater light environment in aquatic ecosystems.However,the underlying mechanism and relative contributions of radiation dimming and decreasing water clarity to the underwater light environment on a national or global scale remains largely unknown.Here,we present a comprehensive dataset of unprecedented scale in China’s lakes to address the combined effects of radiation dimming and decreasing water clarity on underwater darkening.Long-term total radiation and sunshine duration showed 5.8%and 7.9%decreases,respectively,after 2000 compared to 1961–1970,resulting in net radiation dimming.An in situ Secchi disk depth(SDD)dataset in 170 lakes showed that the mean SDD significantly decreased from 1.80±2.19 m before 1995 to 1.28±1.82 m after 2005.SDD remote sensing estimations for 641 lakes with areas≥10 km^2 showed that SDD markedly decreased from 1.26±0.62 m during 1985–1990 to 1.14±0.66 m during 2005–2010.Radiation dimming and decreasing water clarity jointly caused an approximately 10%decrease in the average available photosynthetically active radiation(PAR)in the euphotic layer.Our results revealed a more important role of decreasing water clarity in underwater darkening than radiation dimming.A meta-analysis of long-term SDD observation data from 61 various waters further elucidated a global extensive underwater darkening.Underwater darkening implies a decrease in water quality for potable water supplies,recession in macrophytes and benthic algae,and decreases in benthic primary production,fishery production,and biodiversity. 展开更多
关键词 Radiation dimming Underwater darkening Secchi disk depth Remote sensing Aquatic ecosystems
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High performance white LED driver with single-wire serial-pulse digital dimming 被引量:5
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作者 YU Kai ZOU Xue-cheng LONG Shuang WANG Wei-xu 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2009年第1期95-99,110,共6页
A high performance white light emitter diode (LED) driver based on boost converter with novel single-wire serial-pulse digital dimming (SWSP) is proposed. The driver uses external serial programmed pulses and inte... A high performance white light emitter diode (LED) driver based on boost converter with novel single-wire serial-pulse digital dimming (SWSP) is proposed. The driver uses external serial programmed pulses and internal clock to simplify brightness control By embedding a 5-bit digital analog converter (DAC) into the driver, wide dimming range is achieved. Moreover, a new dynamic slope compensation circuit is presented and other key circuits of the driver are optimized to get higher efficiency and fast transition response. A practical circuit is implemented with 0.6 um bipolar complementary-metal-oxide-semiconductor double-diffused-metal-oxide-semiconductor (BCD) technology. The simulation results show that the driver can provide both wide output current from 1.3 mA to 42 mA with 32-level digital dimming and higher efficiency up to 83% while it works at 1 MHz switching frequency with the input voltage variation from 2.7 V to 5.5 V. 展开更多
关键词 White LED driver boost converter single-wire serial-pulse digital dimming dynamic slope compensation
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Statistical study on the relationship between halo CME and coronal dimming 被引量:2
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作者 LIU Kai1, XIA LiDong2, CHEN Yao2 & SONG HongQiang2 1 School of Earth and Space Sciences, University of Science and Technology of China, Hefei 230026, China 2 Shandong Provincial Key Laboratory of Optical Astronomy and Solar-Terrestrial Environment, School of Space Science and Physics, Shandong University at Weihai, Weihai 264209, China 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第7期2020-2024,共5页
The data from SOHO/EIT and SOHO/LASCO observations are used to determine the relationship between coronal dimming and full halo CME (coronal mass ejection). The events of full halo CME examined in this study were obse... The data from SOHO/EIT and SOHO/LASCO observations are used to determine the relationship between coronal dimming and full halo CME (coronal mass ejection). The events of full halo CME examined in this study were observed by LASCO co-ronagraphs and taken from the CD AW CME catalog from 1996 to 2008. Dimming events are identified by using difference images taken by EIT at the 195 A passband. We found strong relationship between full halo CMEs and the coronal dimming events, with up to 93.3% of the front-side halo CMEs associated with the EIT 195 A dimming events. Full halo CMEs that show no clear signatures of dimming usually have lower sky plane velocities (【700 km/s) compared to the mean velocity of CMEs associated with dimming. 展开更多
关键词 Sun CORONAL mass EJECTION CORONAL dimming EXTREME-ULTRAVIOLET
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高校公共篮球课学习效果的影响因素研究——基于DEMATEL-ISM-MICMAC法
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作者 宫照玮 杜晓洁 +1 位作者 周君华 赵宸磊 《南阳师范学院学报》 2025年第5期54-61,共8页
为提升高校公共篮球课的学习效果,运用德尔菲法提炼出一个由学校、教师、学生、家庭4个维度构成的影响因素集,并采用DEMATEL法对各影响因素间的逻辑关系进行定量分析;通过ISM法对各因素间的层次结构及其作用机制进行有序探索,构建一个... 为提升高校公共篮球课的学习效果,运用德尔菲法提炼出一个由学校、教师、学生、家庭4个维度构成的影响因素集,并采用DEMATEL法对各影响因素间的逻辑关系进行定量分析;通过ISM法对各因素间的层次结构及其作用机制进行有序探索,构建一个多层递阶结构模型;利用MICMAC法进一步分析层级关系以及驱动—依赖关系的属性特征。结果表明,高校公共篮球课的学习效果受学校装备器材、教师教学态度、学生认知能力及家庭体育氛围等15个因素影响,这些因素可被划分为自治、依赖、关联和独立4类要素及5个层级属性。从中心度和原因度分析,学生的兴趣与动机被识别为根本性影响因素,对高校公共篮球课的学习效果起着决定性作用。 展开更多
关键词 公共篮球课 学习效果 DIM法 影响因素
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A dual-path,current-sensing resistor-free boost LED driver with fast PWM dimming
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作者 周敏超 吕旦竹 +2 位作者 程林 Bill Yang Liu 洪志良 《Journal of Semiconductors》 EI CAS CSCD 2013年第4期87-93,共7页
A boost LED driver featuring a high PWM dimming ratio and optimized efficiency is presented. This LED driver, which has a low dropout voltage and is able to drive 3-7 LEDs in series with constant output current and fa... A boost LED driver featuring a high PWM dimming ratio and optimized efficiency is presented. This LED driver, which has a low dropout voltage and is able to drive 3-7 LEDs in series with constant output current and fast PWM dimming, provides an alternative technique for brightness adjustment. A dual-path control scheme with automatic switching and state maintenance is proposed. Meanwhile, a cascode current mirror structure is applied with the output transistor multiplexed as an LED PWM dimming transistor. Implemented in 0.5 #m 25 V BCD process, the measurement results show that a voltage conversion range of 5 V input to 6-24 V output with constant output current is obtained. With automatically switching dual-path control and an optimized current mirror, the response time during PWM dimming is reduced to as low as 240 ns and the efficiency keeps above 89% over a wide PWM dimming ratio @ 250 mA output current. 展开更多
关键词 boost LED driver constant current fast PWM dimming dual-path multiplex EFFICIENCY
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Design and implementation of a high dimming ratio LED drive controller
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作者 徐孝如 吴晓波 +1 位作者 赵梦恋 严晓浪 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2009年第2期90-95,共6页
This paper presents a high dimming ratio light emitting diode (LED) drive controller chip with digital mode dimming (DMD). The chip is composed of a boost power converter and a dimming control block. A novel const... This paper presents a high dimming ratio light emitting diode (LED) drive controller chip with digital mode dimming (DMD). The chip is composed of a boost power converter and a dimming control block. A novel constant on time (COT) control strategy is proposed for boost converter to achieve high dimming ratio. In addition, a fast enough load transient response of the converter power stage ensures its high dimming ratio. The COT control circuit operates mainly based on two current-capacitor timers and a finite state machine (FSM). The LED drive controller chip is designed and fabricated in 1.5μm bipolar CMOS-DMOS (BCD) process with a die area of 1.31 x 1.43 mm^2. Experimental results show that the proposed LED drive system works well. And, as expected, the minimum LED dimming on time of 1.0μs and the corresponding dimming ratio of 1000 : 1 at 1 kHz dimming frequency are successfully achieved. 展开更多
关键词 BCD process boost converter COT control LED drive high dimming ratio
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Dimming control scheme based on hybrid LACO-SCFDM for visible light communications
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作者 Siqiao Li Tiantian Zhang +1 位作者 Yaojun Qiao Ji Zhou 《Chinese Optics Letters》 SCIE EI CAS CSCD 2021年第4期1-6,共6页
This paper proposes a hybrid layered asymmetrically clipped optical(HLACO) single-carrier frequency-division multiplexing(SCFDM) scheme for dimmable visible light communication. It designs a signal structure that comb... This paper proposes a hybrid layered asymmetrically clipped optical(HLACO) single-carrier frequency-division multiplexing(SCFDM) scheme for dimmable visible light communication. It designs a signal structure that combines layered asymmetrically clipped optical(LACO)-SCFDM and negative LACO-SCFDM in proportion for improving the inherent weaknesses of orthogonal frequency-division multiplexing(OFDM)-based dimmable schemes and further enhancing the system performance. Compared to the HLACO-OFDM-based dimming scheme, it obtains a lower bit error ratio and enables efficient communication over broader dimming range. Its spectral efficiency realizes 2.875 bit·s^(-1)·Hz^(-1) within the dimming range of 30%–70%, and the attainable average spectral efficiency gains exceed at least 19.21% compared to other traditional dimmable schemes. 展开更多
关键词 dimming control single-carrier frequency-division multiplexing visible light communication spectral efficiency COMPLEXITY
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笔墨之外寻平衡
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作者 胡庆玲 《疯狂英语(新读写)》 2025年第6期21-24,75,共5页
In the dim light of Studio A at the Jack Doyle Athletics and Recreation Centre,the air is thick with sweat and the sounds of focused concentrated effort.The rhythmic pounding of gloves hitting bags and the steady boun... In the dim light of Studio A at the Jack Doyle Athletics and Recreation Centre,the air is thick with sweat and the sounds of focused concentrated effort.The rhythmic pounding of gloves hitting bags and the steady bounce of jump ropes fill the room.This is my hideaway—a place where every strike and kick is a conversation with myself. 展开更多
关键词 jump ropes focused effort dim light SWEAT rhythmic pounding studio GLOVES BAGS
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新乌克兰风格 基辅NARODNYI DIM商店
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作者 秋落(编译) 《室内设计与装修》 2025年第1期84-89,共6页
位于乌克兰首都基辅的“NARODNYI DIM”,长久以来一直是基辅居民与游客探寻乌克兰臻品与手工纪念品的首选之地。这个坐落在雅罗斯拉夫瓦尔,紧邻金门的空间,不仅汇聚了众多乌克兰友人,更承载着深厚的乌克兰文化情感。近期,MAKH+NO工作室... 位于乌克兰首都基辅的“NARODNYI DIM”,长久以来一直是基辅居民与游客探寻乌克兰臻品与手工纪念品的首选之地。这个坐落在雅罗斯拉夫瓦尔,紧邻金门的空间,不仅汇聚了众多乌克兰友人,更承载着深厚的乌克兰文化情感。近期,MAKH+NO工作室受邀对NARODNYI DIM进行新一轮的翻新,旨在保留传统价值的同时,赋予其新的艺术生命。 展开更多
关键词 文化情感 ODN DIM 乌克兰 工作室 纪念品 NAR
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青少年佩戴近视离焦眼镜后散光变化与视网膜厚度变化的临床研究
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作者 张加荣 傅同圣 +2 位作者 袁雨蒙 丁悦 王淮庆 《玻璃搪瓷与眼镜》 2025年第5期7-18,共12页
探讨青少年佩戴近视离焦框架眼镜后,散光变化与视网膜厚度变化的关联性。选取2023年6月至12月就诊的60名低中度近视青少年的60个主导眼,随机分为多区正向光学离焦镜片(DIMS)组、高非球微透镜(HAL)组及单光镜片(SVL)组。3和6个月后随访,... 探讨青少年佩戴近视离焦框架眼镜后,散光变化与视网膜厚度变化的关联性。选取2023年6月至12月就诊的60名低中度近视青少年的60个主导眼,随机分为多区正向光学离焦镜片(DIMS)组、高非球微透镜(HAL)组及单光镜片(SVL)组。3和6个月后随访,观察散光变化及视网膜厚度变化,分析组间差异及随访时间与组别的交互效应。结果显示,DIMS组散光增长显著高于HAL组和SVL组(P<0.05);3个组黄斑中心凹1、3、6 mm各区域视网膜厚度均显著增加(P<0.05),其中DIMS组呈不均匀性增长,HAL组呈均匀性增长,SVL组在中心凹1 mm外呈均匀性增长;随访时间与组别存在显著交互效应(P<0.05)。因此,DIMS镜片可能导致散光增长和视网膜厚度不均匀变化,而HAL和SVL镜片对散光及视网膜厚度的影响较为均匀。该研究为近视离焦眼镜的个性化选择提供了临床依据。 展开更多
关键词 近视散光 DIMS HAL 角膜地形图 黄斑区视网膜厚度(CMT)
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Sunspot Group Detection and Classification by Dual Stream Convolutional Neural Network Method
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作者 Nyasha Mariam Mkwanda Weixin Tian Junlin Li 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2024年第9期248-259,共12页
The automatic detection and analysis of sunspots play a crucial role in understanding solar dynamics and predicting space weather events.This paper proposes a novel method for sunspot group detection and classificatio... The automatic detection and analysis of sunspots play a crucial role in understanding solar dynamics and predicting space weather events.This paper proposes a novel method for sunspot group detection and classification called the dual stream Convolutional Neural Network with Attention Mechanism(DSCNN-AM).The network consists of two parallel streams each processing different input data allowing for joint processing of spatial and temporal information while classifying sunspots.It takes in the white light images as well as the corresponding magnetic images that reveal both the optical and magnetic features of sunspots.The extracted features are then fused and processed by fully connected layers to perform detection and classification.The attention mechanism is further integrated to address the“edge dimming”problem which improves the model’s ability to handle sunspots near the edge of the solar disk.The network is trained and tested on the SOLAR-STORM1 data set.The results demonstrate that the DSCNN-AM achieves superior performance compared to existing methods,with a total accuracy exceeding 90%. 展开更多
关键词 Sun:magnetic fields Sun:flares (Sun:)sunspots DSCNN Attention mechanism Edge dimming
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