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Discovery of a variable broad absorption line in the BL Lac object PKS B0138-097 被引量:1
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作者 Shao-Hua Zhang Hui-Yuan Wang +2 位作者 Hong-Yan Zhou Ting-Gui Wang Peng Jiang 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2011年第10期1163-1170,共8页
We report the discovery of a broad absorption line (BAL) of - 10^4 km s^-1 in width in the previously known BL Lac object PKS 0138-097, which we tentatively identified as an Mg II BAL. This is the first detection of... We report the discovery of a broad absorption line (BAL) of - 10^4 km s^-1 in width in the previously known BL Lac object PKS 0138-097, which we tentatively identified as an Mg II BAL. This is the first detection of a BAL, which is sometimes seen in powerful quasars with high accretion rates, in a BL Lac object. The BAL was clearly detected in its spectra spanning two epochs at a high luminosity state taken in the Sloan Digital Sky Survey (SDSS), while it disappeared in three SDSS spectra taken at a low luminosity state. The BAL and its variability pattern were also found in its historical multi-epoch spectra in the literature, but have been overlooked previously. In its high resolution radio maps, PKS 0138-097 shows a core plus a one- sided parsec-scale jet. The BAL variability can be interpreted as follows: The optical emission is dominated by the core in a high state and by the jet in a low state and the BAL material is located between the core and jet so that the BAL appears only when the core is shining. Our discovery suggests that outflows may also be produced in active galactic nuclei at a low accreting state. 展开更多
关键词 GALAXIES active -- galaxies absorption lines -- BL Lacertae objects individual (PKS 0138-097)
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Conversion of Object Oriented System into Software Product Line with Delta Modeling Abstract Behavioral Specification
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作者 Ricky Timothy Gultom Maya Retno Ayu Setyautami Iis Solichah 《Journal of Computer and Communications》 2014年第2期85-90,共6页
This article contains a system conversion from object oriented design into Software Product Line (SPL) using delta modeling of Abstract Behavioral Specification (ABS). ABS is a modeling language which targets system w... This article contains a system conversion from object oriented design into Software Product Line (SPL) using delta modeling of Abstract Behavioral Specification (ABS). ABS is a modeling language which targets system with high level of variety and supports SPL development with delta modeling. The case study of this thesis is a digital library system called Library Automation and Digital Archive (LONTAR). Originally, LONTAR only uses SOAP-based web service. With ABS, LONTAR will be converted into SPL and implement another web service called REST. The motivation of this conversion of LONTAR from object oriented into SPL is because it is easier to develop system with ABS than using regular object oriented. Product definition in ABS is relatively easier than creating a new subclass and do customization to make it works well. 展开更多
关键词 System CONVERSION ABSTRACT BEHAVIORAL SPECIFICATION DELTA MODELING Software Product line object Oriented
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3D reconstruction of complex curved objects from line drawings
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作者 Sun Yanling Dong Lijun 《Computer Aided Drafting,Design and Manufacturing》 2016年第2期13-17,共5页
An active research topic in computer vision and graphics is developing algorithms that can reconstruct the 3D surface of curved objects from line drawings. There are a number of algorithms have been dedicated to solve... An active research topic in computer vision and graphics is developing algorithms that can reconstruct the 3D surface of curved objects from line drawings. There are a number of algorithms have been dedicated to solve this problem, but they can't solve this problem when the geometric structure of a curved object becomes complex. This paper proposes a novel approach to reconstructing a complex curved 3D object from single 2D line drawings. Our approach has three steps: (1) decomposing a complex line drawing into several simpler line drawings and transforming them into polyhedron; (2) reconstructing the 3D wireframe of curved object from these simpler line drawings and generating the curved faces; (3) combining the 3D objects into the complete objects. A number of examples are given to demonstrate the ability of our approach to successfully perform reconstruction of curved objects which are more complex than previous methods. 展开更多
关键词 3D reconstruction line drawings complex curved objects
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Labeling Line Drawings with Hidden-Part-Drawn of Planar Object with Trihedral Vertices 被引量:1
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作者 GAO Man-tun CAI Xu-peng 《Computer Aided Drafting,Design and Manufacturing》 2015年第2期1-13,共13页
Although line drawings consist of only line segments on a plane, they convey much information about the three-dimensional object structures. For a computer interpreting line drawings, some intelligent mechanism is req... Although line drawings consist of only line segments on a plane, they convey much information about the three-dimensional object structures. For a computer interpreting line drawings, some intelligent mechanism is required to extract three-dimensional information from the two-dimensional line drawings. In this paper, a new labeling theory and method are proposed for the two-dimensional line drawing with hidden-part-draw of a three-dimensional planar object with trihedral vertices. Some rules for labeling line drawing are established. There are 24 kinds of possible junctions for line drawing with hidden-part-draw, in which there are 8 possible Y and 16 W junctions. The three problems are solved that Sugihara's line drawing labeling technique exists. By analyzing the projections of the holes in manifold planar object, we have put forward a labeling method for the line drawing. Our labeling theory and method can discriminate between correct and incorrect hidden-part-draw natural line drawings. The hidden-part-draw natural line drawings can be labeled correctly by our labeling theory and method, whereas the labeling theory of Sugihara can only label the hidden-part-draw unnatural line drawings in which some visible lines must be drawn as hidden lines, and some invisible lines must be drawn as continuous lines. 展开更多
关键词 image understanding line drawing LABELING JUNCTION line drawing with hidden-part-drawn planar object
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Recovering the Shape of Planar Object Depicted by a Line Drawing under Axonometric Projection
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作者 CHUJun GAOMan-tun 《Computer Aided Drafting,Design and Manufacturing》 2005年第1期29-35,共7页
A new approach is proposed for automatically creating B-rep models of a three-dimensional planar object from a line drawing depicting the object under orthographically axonometric projection. A new line parameterizati... A new approach is proposed for automatically creating B-rep models of a three-dimensional planar object from a line drawing depicting the object under orthographically axonometric projection. A new line parameterization that satisfies the uniqueness, boundedness and uniformness for representing lines in 2D and 3D space is given. According to the location relation between lines and planes of object depicted by the line drawing, some constraints about object’s 3D information are produced and a linear system based on those constraints is established. 3D information of a planar body can be obtained by solving the linear system. It is proved that, during the processing, there existed at least four degrees of freedom. It is more convenient to use information about lines and planes instead of points and planes for computer vision and intelligent CAD systems to interpret line drawings of planar objects. 展开更多
关键词 line drawing axonometric projection planar object computer vision B-rep models
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Locating the position of objects in non-line-of-sight based on time delay estimation
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作者 王雪峰 王元庆 +1 位作者 苏金善 杨兴雨 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第8期163-169,共7页
Non-line-of-sight imaging detection is to detect hidden objects by indirect light and intermediary surface(diffuser).It has very important significance in indirect access to an object or dangerous object detection, ... Non-line-of-sight imaging detection is to detect hidden objects by indirect light and intermediary surface(diffuser).It has very important significance in indirect access to an object or dangerous object detection, such as medical treatment and rescue. An approach to locating the positions of hidden objects is proposed based on time delay estimation. The time delays between the received signals and the source signal can be obtained by correlation analysis, and then the positions of hidden objects will be located. Compared with earlier systems and methods, the proposed approach has some modifications and provides significant improvements, such as quick data acquisition, simple system structure and low cost, and can locate the positions of hidden objects as well: this technology lays a good foundation for developing a practical system that can be used in real applications. 展开更多
关键词 NON-line-OF-SIGHT time delay estimation CROSS-CORRELATION hidden object location
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锈蚀知识引导的配电线路金具及其缺陷双阶段检测方法
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作者 赵振兵 唐辰康 +2 位作者 张靖梁 毕雨轩 李浩鹏 《智能系统学报》 北大核心 2026年第1期167-178,共12页
针对配电线路金具及其缺陷检测中航拍图像小目标特征提取困难、复杂光照误检率高、类间差异小等问题,提出一种锈蚀知识引导的双阶段检测方法。构建粗-精双阶段框架:通过前景聚合模块实现目标区域密度聚类,抑制背景干扰。提出锈蚀知识提... 针对配电线路金具及其缺陷检测中航拍图像小目标特征提取困难、复杂光照误检率高、类间差异小等问题,提出一种锈蚀知识引导的双阶段检测方法。构建粗-精双阶段框架:通过前景聚合模块实现目标区域密度聚类,抑制背景干扰。提出锈蚀知识提取模块,融合光照不变特征与自适应纹理提取策略,建立色域-频域联合表征。引入频率感知特征融合网络,采用自适应低通滤波和高频增强机制优化多尺度特征一致性,并提出可变形检测头提升不规则锈蚀形态建模能力。实验结果表明,该方法在自建数据集上mAP50和mAP分别达85.8%和62.5%,并在公开数据集验证了泛化性,为复杂场景配电设备缺陷检测提供了高效解决方案。 展开更多
关键词 配电线路 目标检测 缺陷检测 金具 耐张线夹 锈蚀知识 频率特征融合 自适应纹理提取
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Efficient Object Localization Scheme Based on Vanishing Line in Road Image for Autonomous Vehicles
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作者 Bongkyo Moon Jiwon Choi +1 位作者 Juehyun Lee Minyoung Lee 《Journal of Computer and Communications》 2021年第9期85-97,共13页
This paper proposes an efficient object localization method based on a vanishing line. The proposed method can be much improved in time efficiency since it requires scanning only vanishing line area. It requires the t... This paper proposes an efficient object localization method based on a vanishing line. The proposed method can be much improved in time efficiency since it requires scanning only vanishing line area. It requires the time complexity of O(n) while the existing sliding window method requires the time complexity O(n<sup>2</sup>) for detecting all objects in the entire image. In addition, the range of detection area can be also remarkably reduced when compared with the sliding window method. As a result, the total range and times for searching in the proposed method can be significantly reduced by considering together the distance and position of the object. The experiment on the proposed method is performed with the virtual road data set known as SYNTHIA, and the competitive results are obtained. 展开更多
关键词 object Localization Image Preprocessing Sliding Window Vanishing line Autonomous Vehicle
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基于AAGV-YOLOX模型的输电线路异物检测研究
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作者 谢国波 夏炜 +3 位作者 林志毅 谢建辉 刘汉林 余意 《广东工业大学学报》 2026年第2期81-90,共10页
鉴于目前输电线路异物检测过程中容易出现的错检、漏检问题,以及异物尺度多变导致检测精度有限的挑战,本文提出了一种用于输电线路异物检测的AAGV-YOLOX模型。该模型首先设计了自适应扩张卷积(Adaptive Dilated Convolution,ADConv)并... 鉴于目前输电线路异物检测过程中容易出现的错检、漏检问题,以及异物尺度多变导致检测精度有限的挑战,本文提出了一种用于输电线路异物检测的AAGV-YOLOX模型。该模型首先设计了自适应扩张卷积(Adaptive Dilated Convolution,ADConv)并构建了特征提取模块(Adaptive Dilated Convolution Module,ADCM),有效区分了广泛分布场景中的异物和背景信息,提高了模型的特征提取能力。接着,在颈部网络中引入了自适应感受野特征融合(Adaptive Receptive Field Feature Fusion,ARFFF)模块,使模型能够充分融合不同尺度的特征,进一步提升了检测精度。最后提出了GVFL损失函数,不仅提高了网络的收敛速度,还增强了定位精度。实验结果表明,本模型在自建的输电线路异物数据集上的平均精度均值达到了90.34%,相较于YOLOXs提升了5.56个百分点,证明了所提出方法在提升输电线路异物检测效果方面的有效性。 展开更多
关键词 输电线路 异物检测 You Only Look Once version X(YOLOX)
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基于RSM-NSGA Ⅱ的喷墨打印纳米银导线工艺参数优化
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作者 孙健 刘佳旺 +4 位作者 孙岩辉 吕景祥 苟宁 孙奕 李超 《精密成形工程》 北大核心 2026年第1期76-86,共11页
目的针对非法向喷墨打印中纳米银导线线宽精度与电性能难以协同控制的难题,提出工艺参数调控策略,旨在减小纳米银导线线宽并降低其电阻。方法以非法向喷墨打印的纳米银导线线宽及电阻为研究对象,构建基于响应面法(Response Surface Meth... 目的针对非法向喷墨打印中纳米银导线线宽精度与电性能难以协同控制的难题,提出工艺参数调控策略,旨在减小纳米银导线线宽并降低其电阻。方法以非法向喷墨打印的纳米银导线线宽及电阻为研究对象,构建基于响应面法(Response Surface Methodology,RSM)试验设计与非支配排序遗传算法(Non-dominated Sorting Genetic AlgorithmⅡ,NSGA-Ⅱ)的多目标优化模型。通过Box-Behnken试验设计,系统研究基板温度、打印速度及打印层数等关键参数对导线线宽和电阻的非线性影响机制,建立二阶多项式回归模型以表征参数-性能映射关系,并采用NSGA-Ⅱ算法进行Pareto前沿解集搜索,实现线宽与电阻的双目标协同优化。结果NSGA-Ⅱ算法优化得到的最优工艺参数组合如下:基板温度为120℃,打印层数为5,打印速度为6.25 mm/s,在该条件下,纳米银导线的预测结果为线宽99.439μm、电阻15.754Ω,试验结果为线宽97.403μm、电阻13.6Ω。偏差分别为2.04%和7.32%,均小于10%。此外,通过对比优化组与经验组在不同倾斜角度基板上的打印结果可知,优化组在导线线宽(减小率2.26%~14.66%)与电阻(降低率0.8%~20.45%)方面均显著优于经验组,且导线的表面形貌更加均匀。结论基于RSM-NSGAⅡ的优化模型有效实现了非法向喷墨打印场景下纳米银导线几何精度与电学性能的多目标优化,为复杂曲面电路板的高精度成形提供了理论支撑。 展开更多
关键词 喷墨打印 纳米银导线 响应面法 多目标优化 工艺参数优化
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基于改进目标检测网络的输电线路舞动检测
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作者 付文龙 熊浩伟 +3 位作者 陈慧 贾骏 文斌 杨楠 《电力系统及其自动化学报》 北大核心 2026年第3期99-105,共7页
为检测输电线路舞动情况,保障输电网络运行稳定性与可靠性,提出一种基于改进目标检测网络的输电线路舞动检测方法,对输电线路的舞动进行检测。首先,使用目标检测网络YOLO11的旋转检测框对监控视频中的输电线路进行检测,使得检测框能够... 为检测输电线路舞动情况,保障输电网络运行稳定性与可靠性,提出一种基于改进目标检测网络的输电线路舞动检测方法,对输电线路的舞动进行检测。首先,使用目标检测网络YOLO11的旋转检测框对监控视频中的输电线路进行检测,使得检测框能够更好地包围目标位置;其次,利用融合了BiFormer注意力机制的C3模块替换一部分C3k2模块,利用简化的快速空间金字塔池化模块替换快速空间金字塔池化模块并引入PIoU损失函数,对网络进行改进,提高网络对图像的特征提取能力以及检测精度;最后,对检测框所检测到的输电线路进行位置提取并绘制舞动轨迹。实验结果表明,与未改进的网络相比,本文方法具有更好的舞动检测效果及检测精度,其精确率及均值平均精度分别提高了2.4%、1.3%。 展开更多
关键词 输电线路 改进的目标检测网络 旋转目标检测 舞动检测
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基于特征增强的输电线路航拍小目标异物检测算法研究
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作者 李刚 张英杰 +1 位作者 周国亮 吕进 《电力科学与工程》 2026年第2期1-10,共10页
输电线路异物因体积小、特征弱,在无人机航拍巡检图像中占比极低(0.01%~0.1%像素),易在下采样中被背景噪声淹没,导致传统检测算法漏检率高、识别不稳定。为此,提出基于改进YOLOv8x的航拍输电线路小目标异物快速检测模型:主干网络引入P6... 输电线路异物因体积小、特征弱,在无人机航拍巡检图像中占比极低(0.01%~0.1%像素),易在下采样中被背景噪声淹没,导致传统检测算法漏检率高、识别不稳定。为此,提出基于改进YOLOv8x的航拍输电线路小目标异物快速检测模型:主干网络引入P6多尺度特征层与集成Swin Transformer的C3STR模块,增强小目标全局上下文表达;采用DWConv与Focus轻量化结构降低计算量,提升推理速度;针对样本不均衡问题,引入ATFL自适应阈值焦点损失函数强化困难及小样本类别学习。实验表明,改进模型平均识别精度提升17.9%,小目标及模糊目标检测性能显著增强,且保持实时性,可为输电线路智能运维提供可部署的技术方案。 展开更多
关键词 航拍目标检测 深度学习 输电线路巡检 小目标检测 计算机视觉
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线截抽样(LIS-Line Intersect Sampling)与线状物体(林网、路网)调查原理研究 被引量:4
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作者 刘素青 洪家胜 彭世揆 《江西农业大学学报》 CAS CSCD 1998年第3期376-380,共5页
以Bufon随机投针问题为原理,对线截抽样的概念作了系统的介绍,并在此基础上提出了以线截抽样为原理的线状物体的调查方法。在计算机上成功地模拟了路网调查,从模拟的几种方案可以得出:线截抽样完全适用路网调查,且以本文中的... 以Bufon随机投针问题为原理,对线截抽样的概念作了系统的介绍,并在此基础上提出了以线截抽样为原理的线状物体的调查方法。在计算机上成功地模拟了路网调查,从模拟的几种方案可以得出:线截抽样完全适用路网调查,且以本文中的B、C两种方案为好,并可以以此推广到林网及防护带的调查。 展开更多
关键词 线截抽样 线状物体 调查 林网 路网 抽样
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面向农业区域输电线路的鸟巢检测及清除机器人设计与试验
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作者 陈春玲 王俊咏 +5 位作者 郑子岳 于惠多 孙浩然 郑琪 朱皓宇 姚伟祥 《沈阳农业大学学报》 北大核心 2026年第1期77-89,共13页
[目的]农业区域输电线路巡查维护面临双重难题:未能及时检测偏远线路上存在的鸟巢易引发短路停电,导致农业生产停滞并扰乱生产节奏;人工清除存在作业风险高、难度大等问题,难以高效解决隐患。为此,设计1种基于无人机的鸟巢检测及清除机... [目的]农业区域输电线路巡查维护面临双重难题:未能及时检测偏远线路上存在的鸟巢易引发短路停电,导致农业生产停滞并扰乱生产节奏;人工清除存在作业风险高、难度大等问题,难以高效解决隐患。为此,设计1种基于无人机的鸟巢检测及清除机器人,旨在提升农业区域输电线路运维的智能化与安全性。[方法]该机器人以多旋翼无人机为载体,集成拆装夹板、二自由度云台、检测与清除四大模块。提出基于YOLOv7改进的YOLOv7-OVER鸟巢检测算法,结合模糊PID控制算法提升清除作业稳定性与响应速度,通过发射牵引箭实现鸟巢拖拽清除,完成作业流程。通过室内静态与室外动态试验验证性能:室内测试不同作业类型鸟巢的检测清除成功率与作业时间;室外在2~5 m·s^(-1)飞行速度、5.83~6.68 m作业距离下评估复杂环境适应性。[结果]室内静止状态下,检测清除成功率达90%,单目标作业时间小于1 min;室外环境中,成功率达80%。YOLOv7-OVER算法较原始模型检测精度提升6.8%,F1值提升9.8%;模糊PID控制使无人机姿态调整响应时间进一步缩短,提升鸟巢检测清除作业的稳定性。[结论]该机器人有效提升农业区域输电线路鸟巢检测清除的作业效率与可靠性,克服传统人工作业效率低、风险高、适应性差等局限。对保障农业生产区域电力稳定供应、减少停电造成的经济损失具有重要意义,为农业区域输电线路智能化运维提供新方案。 展开更多
关键词 农业生产 输电线路 无人机 鸟巢异物 YOLOv7
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基于粒子滤波的on-line boosting目标跟踪算法 被引量:1
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作者 马先兵 孙水发 +2 位作者 覃音诗 郭青 夏平 《广西师范大学学报(自然科学版)》 CAS 北大核心 2013年第3期100-105,共6页
基于Haar-like特征的on-line boosting跟踪算法(HBT)把目标跟踪看作是目标与背景的二分类问题,通过在候选区域搜索最大分类置信度的方法得到目标新的位置。但在获取最大置信度时选用的是区域穷举搜索法,当目标过大或者运动速度过快时,... 基于Haar-like特征的on-line boosting跟踪算法(HBT)把目标跟踪看作是目标与背景的二分类问题,通过在候选区域搜索最大分类置信度的方法得到目标新的位置。但在获取最大置信度时选用的是区域穷举搜索法,当目标过大或者运动速度过快时,很难确保系统的实时性,且易造成跟踪丢失。本文将粒子滤波算法引入HBT目标跟踪框架中,通过建立目标运动模型,并把HBT目标分类置信度与粒子滤波的观测模型结合起来,提出了基于粒子滤波的on-line boosting目标跟踪算法(PFHBT)。与HBT算法相比,本文算法不仅加快了计算速度,而且很好地解决了目标速度过快造成跟踪丢失的问题,保证了系统的实时性和鲁棒性。 展开更多
关键词 目标跟踪ion—line BOOSTING 粒子滤波 置信度 运动模型
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基于条件生成对抗网络的输电线路巡检图像水痕去除方法
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作者 罗龙 李岩 +3 位作者 刘荣 赵云龙 齐鹏文 张梦华 《济南大学学报(自然科学版)》 北大核心 2026年第1期75-82,共8页
为了实现高质量的输电线路巡检图像水痕去除,有效消除水痕遮盖造成的不利影响,提出一种基于条件生成对抗网络的输电线路巡检图像水痕去除方法;以有水痕原始图像作为输入,在U型网络架构基础上构建结合注意力机制的生成器,以增强生成器对... 为了实现高质量的输电线路巡检图像水痕去除,有效消除水痕遮盖造成的不利影响,提出一种基于条件生成对抗网络的输电线路巡检图像水痕去除方法;以有水痕原始图像作为输入,在U型网络架构基础上构建结合注意力机制的生成器,以增强生成器对关键水痕特征的聚焦能力,同时通过判别器对无水痕生成图像的真实性进行监督,以提升训练稳定性与无水痕生成图像的质量;按照训练集和测试集中图像对数之比为4∶1划分985对有水痕原始图像与对应无水痕真值图像,并进行水痕去除效果验证及目标检测实验。结果表明:所提出的图像水痕去除方法生成的无水痕生成图像质量显著提升,与无水痕真值图像的结构相似性指数为0.867,比采用pix2pix网络、循环生成对抗网络生成的图像更接近无水痕真值图像;应用于目标检测算法检测鸟巢、悬浮物的平均精确率相比使用有水痕原始图像的分别提升了17.2、19.1个百分点,有效改善了水痕遮盖的劣质输电线路巡检图像的检测效果。 展开更多
关键词 图像水痕去除方法 条件生成对抗网络 注意力机制 输电线路巡检图像 目标检测
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The Four Intersection-and-Difference Model for Line-Line Topological Relations
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作者 DENG Min LI Zhilin LI Guangqiang ZHANG Xuesong 《Geo-Spatial Information Science》 2007年第4期293-298,共6页
The description of line-line topological relations is still an unsolved issue although much effort has been done. The problem is involved in many practical applications such as spatial query, spatial analysis and cart... The description of line-line topological relations is still an unsolved issue although much effort has been done. The problem is involved in many practical applications such as spatial query, spatial analysis and cartographic generalization. To develop a sound and effective approach to describe line-line relations, it is first necessary to define the topology of an individual line, i.e., local topology. The concept of connective degree is used for the identification of topological differences in the geometric structure of a line. The general topological definition of a line is given, i.e., endpoints set and interior point set. This definition can be applied to the embedded spaces of different dimensions, whether co-dimension is equal to or larger than zero. On this basis, a generic model called the 4 intersection-and-difference is set up for the description of basic line-line topological relations, upon which a conceptual neighborhood graph is built with consideration of topological distance, it is concluded that the proposed model can represent the property of topological changes, and basic relations between line segments in IR^1 and IR^2. 展开更多
关键词 topological relations line object topological distance conceptual neighborhood CO-DIMENSION
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基于跨尺度特征交互的输电线路异物检测器
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作者 黄鹏辉 唐鹤 +1 位作者 吴江一 张纪宾 《北京测绘》 2026年第3期397-403,共7页
输电线路上附着的异物可能诱发相间短路、绝缘击穿等恶性事故,若未及时处理可能造成严重后果。为提高输电线路异物检测精度,本文提出基于跨尺度特征交互的输电线路异物检测器(EOPFormer),通过采用空洞多维度注意力模块(DilatedMDTA)和... 输电线路上附着的异物可能诱发相间短路、绝缘击穿等恶性事故,若未及时处理可能造成严重后果。为提高输电线路异物检测精度,本文提出基于跨尺度特征交互的输电线路异物检测器(EOPFormer),通过采用空洞多维度注意力模块(DilatedMDTA)和多级空洞卷积与分组通道自注意力机制,增强模型对遮挡小尺度飘挂物的特征表达能力。本文还提出了一种基于代理注意力机制(Agent Attention)的跨尺度特征交互模块,实现网络对飘挂物关键区域聚焦。同时,本文构建了一个大型输电线路飘挂物检测数据集,包含气球、风筝、鸟巢和垃圾四类异物,共计7339张影像、7401个实例。提出的方法平均精度均值和F1分别为94.5%和96.0%,性能优于“你只看一次”目标检测算法(you only look once,YOLO)v5s等主流检测模型,相较于表现最佳的YOLOv8s,平均精度均值也有所提升。 展开更多
关键词 输电线路 异物检测 计算机视觉 深度学习 空洞多维度注意力模块(DilatedMDTA) “你只看一次”目标检测算法(you only look once YOLO)
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基于EDR-YOLOv7的架空输电线路无人机巡检边缘端目标检测方法
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作者 赵文俊 刘凯 +3 位作者 许国伟 吴田 方春华 普子恒 《南方电网技术》 北大核心 2026年第3期40-50,共11页
在无人机电力巡检的航拍视角下,考虑到电力设备图像特征的特殊性,针对普遍存在的小目标检测、目标点遮挡和航拍图像尺度多变引起模型漏检率上升,以及稠密检测带来计算量增加的问题,提出了一种适用于无人机边缘端的视觉检测模型EDR-YOLOv... 在无人机电力巡检的航拍视角下,考虑到电力设备图像特征的特殊性,针对普遍存在的小目标检测、目标点遮挡和航拍图像尺度多变引起模型漏检率上升,以及稠密检测带来计算量增加的问题,提出了一种适用于无人机边缘端的视觉检测模型EDR-YOLOv7(EVC-DySample-Reploss-YOLOv7)。首先,在颈部网络中引入显示视觉中心模块捕捉像素的隐性关系,解决小目标特征遗漏的问题。其次,用动态采样模块替换转置卷积实现特征点的灵活采样,降低模型计算的复杂度。最后,针对无人机视角尺度多变的问题及因局部遮挡而导致的预测框误删和偏离的问题,在损失函数中先后添加Inner-SIoU(inner-scylla intersection over union)损失项和斥力因子损失项,不断缩小训练迭代时的预测误差。经试验验证,EDR-YOLOv7相较于原模型mAP@0.5提升3.89%的同时检测帧率提升了5.2 frames/s,最终将模型部署于Jetson XAVIER NX边缘计算机上并采用TenssorRT推理加速,在视频流检测任务中表现出色。 展开更多
关键词 无人机 电力巡检 架空输电线路 YOLOv7 边缘端 小目标检测 多尺度识别 局部遮挡
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基于线间相关性的变电站负荷优化分配方法
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作者 刘紫琦 翟寅 +5 位作者 付奎霖 刘舒然 李巍 郄新宇 詹诗广 陈丽莉 《电力科学与技术学报》 北大核心 2026年第1期73-84,共12页
随着新型电力系统的建设推进,间歇性新能源出力与多元化负荷的时空不匹配性加剧了电网峰谷差,使变电站主变压器负载率上升,站内各变压器承担的负荷均衡性下降。这一运行趋势不仅加剧设备老化风险,更可能通过电网层级耦合效应威胁电网的... 随着新型电力系统的建设推进,间歇性新能源出力与多元化负荷的时空不匹配性加剧了电网峰谷差,使变电站主变压器负载率上升,站内各变压器承担的负荷均衡性下降。这一运行趋势不仅加剧设备老化风险,更可能通过电网层级耦合效应威胁电网的安全稳定运行。为此,基于变电站分层分区运行特征以及出线负荷的时空耦合关系,构建了基于负荷相似度、互补性的线间相关性多维评价指标,并综合考虑了主变压器的负载率、负荷平坦度和负荷均衡性,提出了主变压器负荷优化分配的三维判据。在此基础上,构建了一种考虑负荷相关特性的多目标优化模型,并给出枚举法和遗传算法的求解方法,以获取多约束条件下的帕累托最优解集。对华东地区典型110/35 kV变电站的案例实证分析表明,该方法可使主变压器日负载率标准差降低42.7%,峰谷差率减少18.3%,显著提升设备利用效率与系统运行经济性,为智能变电站精益化运维提供了一种创新解决方案。 展开更多
关键词 配电网 变电站 负荷优化分配 线间相关性 多目标优化 主变压器选线
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