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YOLO-RSD:基于改进YOLOv8的课堂行为检测算法
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作者 彭俊彪 李健 +1 位作者 曹朗 周迪斌 《杭州师范大学学报(自然科学版)》 2025年第5期523-532,共10页
实现课堂行为的动态检测已成为现代教育研究的热点之一.现有的课堂行为检测算法计算成本较高、模型训练时间较长、实时性不强,难以满足在真实的课堂教学背景下对学生课堂行为的检测与识别.为了解决以上问题,提出了一种优化的课堂行为检... 实现课堂行为的动态检测已成为现代教育研究的热点之一.现有的课堂行为检测算法计算成本较高、模型训练时间较长、实时性不强,难以满足在真实的课堂教学背景下对学生课堂行为的检测与识别.为了解决以上问题,提出了一种优化的课堂行为检测算法——YOLO-RSD.该算法基于YOLOv8n框架,通过引入RFCAConv和SEAM,优化检测头设计,实现了在复杂场景下的精准目标检测.RFCAConv能够自适应调整感受野,有效捕捉不同尺度的目标信息.SEAM可在多尺度特征图上动态调整,智能识别并补偿遮挡区域.DyHead能智能分配注意力资源,显著增强模型的表现力.实验结果表明,在SCB-Dataset3上,YOLO-RSD相较于YOLOv8n在mAP@0.5指标上提高了3.1百分点,在mAP@0.5~0.95指标上提高了3.3百分点,取得了更好的学生课堂行为检测效果. 展开更多
关键词 YOLO-RSD RFCAConv SEAM DyHead
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绿色柔性喷墨打印银纳米墨水研究综述 被引量:11
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作者 宁洪龙 陶瑞强 +7 位作者 姚日晖 陈建秋 杨财桂 周艺聪 蔡炜 朱镇南 彭俊彪 宋永生 《材料导报》 EI CAS CSCD 北大核心 2018年第17期2959-2968,共10页
传统导电薄膜的图形化需使用光刻工艺,涉及显影、刻蚀等多个工艺步骤,存在耗时长、器件各功能层构建复杂、成本高昂等不足。喷墨打印作为一种非真空、非接触、无掩膜、低成本、高通量、精准、便捷的桌面型沉积技术,可用于金属导线直接... 传统导电薄膜的图形化需使用光刻工艺,涉及显影、刻蚀等多个工艺步骤,存在耗时长、器件各功能层构建复杂、成本高昂等不足。喷墨打印作为一种非真空、非接触、无掩膜、低成本、高通量、精准、便捷的桌面型沉积技术,可用于金属导线直接图形化制备,能够节约材料与时间,在柔性大面积电子器件中的应用潜力日益凸显。高性能环保导电墨水的开发是喷墨打印柔性电极制备技术最主要的瓶颈之一,其应满足无毒安全、低温烧结、高导电等需求。早期有机材料由于具有易溶液加工特性被选作可打印导体材料,如聚苯胺和PEDOT/PSS,但它们的导电性低,且化学、热、电学性质不稳定。而金墨水价格昂贵,铜墨水易氧化。相比较而言,银墨水具有高导电性、抗氧化性、稳定性以及相对合理的成本等优势,在打印电子器件领域引起了更加广泛的关注,目前已经实现商业化生产。随着电子器件在低成本、低能量消耗、高效率生产与柔性方面的需求日益增长,导电纳米银墨水的配制不仅需要考虑打印电子器件的高性能,更要满足绿色环保与低温烧结的要求。近年来,针对环保低温的高导电喷墨打印墨水制备技术,诸多研究者不仅致力于改善墨水体系,开发环保的水性墨水,还关注新型的低温烧结技术。在传统热烧结条件下,以月桂酸为分散剂、硼酸钠为还原剂的银纳米颗粒型墨水在烧结温度为125℃时电阻率为6.6μΩ·cm,而以氨水为络合剂、甲酸为还原剂的无颗粒纯溶液墨水在90℃烧结时电阻率为1.6μΩ·cm。新型烧结技术在一定程度上突破了高性能墨水喷墨打印工艺与低温烧结的限制,目前已使银电极烧结温度降低到100℃以下,电阻率低于6μΩ·cm。水性墨水的开发可减少毒性废料的产生,同时若采用多聚电解质作为分散剂,则稳定性更优于有机墨水,利于大规模生产。本文介绍了水性银纳米颗粒(SNPs)悬浮液和有机银复合物(SOC)溶液这两种水性银纳米墨水,比较了不同分散剂、络合剂、还原剂、颗粒聚集方式的墨水体系,总结了适用于柔性印刷的化学烧结、蒸气还原烧结、热水辅助烧结、光还原烧结等新型低温烧结技术。这些新型墨水体系与烧结技术有助于实现导电墨水高性能、高稳定性与柔性的统一,它们的开发和完善将极大促进柔性低温墨水和柔性打印电子器件的发展。 展开更多
关键词 喷墨打印 电极 绿色 柔性 银纳米墨水
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促进剂对小应变下轮胎胶料的拉伸模量稳定性的影响
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作者 毕红华 李明慧 +4 位作者 袁浩泽 李佩星 王鑫钰 彭俊彪 孙举涛 《橡胶工业》 CAS 2023年第3期207-211,共5页
研究促进剂用量及促进剂并用对小应变下轮胎胶料的拉伸模量稳定性的影响。结果表明:在热空气老化后,随着促进剂CBS用量的增大,胶料在20%应变下的拉伸模量(简称20%拉伸模量)增幅增大,以促进剂DTDM部分替代促进剂CBS能有效地减小胶料的20... 研究促进剂用量及促进剂并用对小应变下轮胎胶料的拉伸模量稳定性的影响。结果表明:在热空气老化后,随着促进剂CBS用量的增大,胶料在20%应变下的拉伸模量(简称20%拉伸模量)增幅增大,以促进剂DTDM部分替代促进剂CBS能有效地减小胶料的20%拉伸模量减幅;在伸张疲劳老化后,随着促进剂CBS用量的增大,胶料的20%拉伸模量减幅减小,以促进剂DTDM部分替代促进剂CBS,胶料的20%拉伸模量减幅增大。 展开更多
关键词 轮胎 拉伸模量 小应变 促进剂 热空气老化 伸张疲劳老化
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Inverted polymer solar cells with a solution-processed zinc oxide thin film as an electron collection layer 被引量:10
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作者 YANG TingBin QIN DongHuan +4 位作者 LAN LinFeng HUANG WenBo GONG Xiong peng junbiao CAO Yong 《Science China Chemistry》 SCIE EI CAS 2012年第5期755-759,共5页
A solution-processed zinc oxide (ZnO) thin film as an electron collection layer for polymer solar cells (PSCs) with an inverted device structure was investigated. Power conversion efficiencies (PCEs) of PSCs made with... A solution-processed zinc oxide (ZnO) thin film as an electron collection layer for polymer solar cells (PSCs) with an inverted device structure was investigated. Power conversion efficiencies (PCEs) of PSCs made with a blend of poly(3-hexylthiophene) (P3HT) and [6,6]-phenyl C61-butyric acid methyl ester (PCBM) are 3.50% and 1.21% for PSCs with and without the ZnO thin film, respectively. Light intensity dependence of the photocurrent and the capacitance-voltage measurement demonstrate that the increased PCEs are due to the restriction of the strong bimolecular recombination in the interface when a thin ZnO layer is inserted between the polymer active layer and the ITO electrode. These results demonstrate that the ZnO thin film plays an important role in the performance of PSCs with an inverted device structure. 展开更多
关键词 polymer solar cells inverted device structure ZnO thin films
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Highly efficient pure white polymer light-emitting devices based on poly(N-vinylcarbazole) doped with blue and red phosphorescent dyes 被引量:4
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作者 HU SuJun ZOU JianHua +7 位作者 ZHOU GuiJiang LI DongYun WU HongBin SU ShiJian WONG Wai-Yeung YANG Wei peng junbiao CAO Yong 《Science China Chemistry》 SCIE EI CAS 2011年第4期671-677,共7页
Efficient white-polymer-light-emitting devices (WPLEDs) have been fabricated with a single emitting layer containing a hole-transporting host polymer,poly(N-vinylcarbzole),and an electron-transporting auxiliary,1,3-bi... Efficient white-polymer-light-emitting devices (WPLEDs) have been fabricated with a single emitting layer containing a hole-transporting host polymer,poly(N-vinylcarbzole),and an electron-transporting auxiliary,1,3-bis[(4-tert-butylphenyl)-1,3,4-oxadiazolyl]-phenylene,codoped with two phosphorescent dyes:Iridium(III)bis (2-(4,6-difluorophenyl)-pyridinato-N,C2') picolinate (FIrpic) and home-made Ir-G2 for blue and red emission,respectively.With the structure of ITO/PEDOT:PSS 4083(40 nm)/emission layer(80 nm)/Ba(4 nm)/Al(120 nm),the device showed a maximal luminous efficiency (LE) of 13.5 cd A-1(corresponding to an external quantum efficiency (EQE) of 6.8%),and a peak power efficiency (PE) of 6.5 lm W-1 at 6.0 V.Meanwhile,the device exhibited pure white emission with Commission Internationale de l'Eclairage (CIE) coordinates of (0.34,0.35) at a current density of 12 mA cm-2,which is very close to the equi-energy white point with CIE coordinates of (0.33,0.33).The device performance can be further optimized when more balanced hole/electron injection is achieved by incorporating a lower conducting type anode buffer layer (PEDOT:PSS) and incorporating poly[(9,9-bis(3'-(N,N-dimethylamino)propyl)-2,7-fluorenene)-alt-2,7-(9,9-dioctyfluorene)] (PFN) as an electron injection layer at the cathode.The optimized device showed an LE of 24.6 cd A-1 (with an EQE of 14.1%),while the peak power efficiency reached 12.66 lm W-1.Moreover,the WPLEDs showed good electroluminescence (EL) stability over a wide range of operating current density and luminance. 展开更多
关键词 white polymer light-emitting device phosphorescent iridium complex anode buffer layer water-/alcohol-soluble conjugated polymer
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Electroluminescence performances of 1,1-bis(4-(N,N-dimethylamino)phenyl)-2,3,4,5-tetraphenylsilole based polymers in three cathode architectures 被引量:2
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作者 LIU ZhiTian HU SuJun +3 位作者 ZHANG LinHua CHEN JunWu peng junbiao CAO Yong 《Science China Chemistry》 SCIE EI CAS 2013年第8期1129-1136,共8页
A new silole monomer with two 4-(N,N-dimethylamino)phenyl substitutions on silicon atom as designed and synthesized. Three copolymers PF-N-HPS1, PF-N-HPS10 and PF-N-HPS20 were then obtained by copolymerizations of 2... A new silole monomer with two 4-(N,N-dimethylamino)phenyl substitutions on silicon atom as designed and synthesized. Three copolymers PF-N-HPS1, PF-N-HPS10 and PF-N-HPS20 were then obtained by copolymerizations of 2,7-fluorene deriva- tives with the silole monomer at feed ratios of 1%, 10%, and 20%. Their UV-vis absorption, electrochemical, photolumines- cent, and electroluminescent (EL) properties were investigated. PF-N-HPS possessed HOMO levels of -5.25-5.58 eV, and showed green emissions. Using PF-N-HPS as the emissive layer, three different polymer light-emitting diodes were fabricated as device A with ITO/PEDOT/PF-N-HPS/A1, device B with ITO/PEDOT/PF-N-HPS/Ba/A1, and device C with ITO/PEDOT/ PF-N-HPS/TPBI/Ba/A1. For the device A, PF-N-HPS only showed very low EL efficiency of 0.06-0.33 cd/A, indicating that the A1 cathode could not inject electron efficiently to the emissive polymers containing the 4-(N,N-dimethylamino)phenyl groups. For the device B, low work function Ba supplied better electron injections, and the EL efficiency could be improved to 0.85-1.44 cd/A. TPBI with a deep HOMO level of -6.2 eV could enhance electron transport and hole blocking. Thus modi- fied recombinations and largely elevated EL efficiency of 4.56-7.96 cd/A were achieved for the device C. The separation of the emissive layer and metal cathode with the TPBI layer may also suppress exciton quenching at the cathode interface. 展开更多
关键词 silole-containing polymers N N-dimethylaminobenzene POLYFLUORENE ELECTROLUMINESCENCE
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Synthesis and characterization of novel red-emitting copolymers containing fluorene,diketopyrrolopyrrole,and phenothiazine units 被引量:1
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作者 QIAO Zhi CAO DeRong +4 位作者 LIU QiLin WENG JieNa HE ZhiCai HAN ShaoHu peng junbiao 《Science China Chemistry》 SCIE EI CAS 2009年第12期2038-2042,共5页
A novel three-component copolymer (PFDP), derived from 9,9-dihexylfluorene, diketopyrrolopyrrole( DPP), and 10-octylphenothiazine, was synthesized through palladium-catalyzed Suzuki polycondensation in good yields. PF... A novel three-component copolymer (PFDP), derived from 9,9-dihexylfluorene, diketopyrrolopyrrole( DPP), and 10-octylphenothiazine, was synthesized through palladium-catalyzed Suzuki polycondensation in good yields. PFDP possessed moderate molecular weight and polydispersity, well-defined structure, and excellent thermal properties with an onset decomposition temperature at 357°C. PFDP in thin film exhibited red photoluminescence from DPP chromophore exclusively, with a peak at 602 nm. Electron-rich phenothiazine units sighificantly improved the injection and transport of holes by incorporating into polymer backbone. Light-emitting device was fabricated in the ITO/PEDOT: PSS/PVK/ polymer/Ba/Al configuration using PFDP as the emitting layer. The device based on PFDP showed red emission [CIE coordinate value (0.62, 0.38)] that was close to the standard red (0.66, 0.34). The results on electroluminescent performance revealed that PFDP may be a promising candidate for the red emitter with a maximum brightness of 259 cd/m2 and a maximum external quantum efficiency of 0.25%. 展开更多
关键词 FLUORENE DIKETOPYRROLOPYRROLE PHENOTHIAZINE ELECTROLUMINESCENCE polymeric LIGHT-EMITTING diodes
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Efficient polymer light-emitting diodes with violet blue emission based on blends of PSiF6-PPP and PSiFC6C6
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作者 TIAN Renyu MO Yueqi peng junbiao 《Chinese Science Bulletin》 SCIE EI CAS 2006年第22期2805-2808,共4页
有效聚合物有紫蓝排放的轻射出的二极管(PLEDs ) 用 paraphenylene-co-silafluorene (PSiF6-PPP ) 和聚合物的共聚物的混合被制作 poly (9,9''-alkyl-3,6-silafluorene )(PSiFC6C6 ) 。设备的表演对混合比率敏感。当到 PS1FC6C6... 有效聚合物有紫蓝排放的轻射出的二极管(PLEDs ) 用 paraphenylene-co-silafluorene (PSiF6-PPP ) 和聚合物的共聚物的混合被制作 poly (9,9''-alkyl-3,6-silafluorene )(PSiFC6C6 ) 。设备的表演对混合比率敏感。当到 PS1FC6C6 的 PS1F6-PPP 的集体比率是 1 时:3,最高的外部量效率在 105 cd-m~ 的发光性是 1.96%(-2), 它的电镀物品光(EL ) 光谱在 398 nm 达到顶点,在半最大值的完整的宽度是 67 nm。设备表演的改进由于从 PSiFC6C6 的精力转移到 PS1F6-PPP 和电子和洞的平衡注射。 展开更多
关键词 聚合体发光二极管 紫光蓝发光 能量转移 共聚物
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