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基于机器视觉技术的保护压板及指示灯状态识别算法
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作者 于洋博 董昭阳 +4 位作者 李军 赵宝柱 杨凯峰 郭丹丹 蔚杰 《电力大数据》 2024年第6期81-92,共12页
保护压板投退、指示灯亮灭是二次设备运行状态的最直接反映,对其状态进行识别是二次设备智能巡检过程中的重中之重。该文基于机器视觉技术,针对保护压板、指示灯不同的特征,分别提出了对应的图像识别算法:针对保护压板,提出一种基于方... 保护压板投退、指示灯亮灭是二次设备运行状态的最直接反映,对其状态进行识别是二次设备智能巡检过程中的重中之重。该文基于机器视觉技术,针对保护压板、指示灯不同的特征,分别提出了对应的图像识别算法:针对保护压板,提出一种基于方向梯度直方图(histogram of oriented gradients,HOG)特征与支持向量机(support vector machine,SVM)分类器的识别算法,提取保护压板的HOG特征并将其输入SVM分类器,对每一个目标保护压板进行状态分类,从而得到识别结果;针对指示灯,提出一种基于改进LeNet-5网络的指示灯状态识别算法,利用计算机深度学习实现指示灯亮、灭识别。实验结果显示,上述两种算法识别准确率都能达到98%以上。 展开更多
关键词 机器视觉 保护压板 指示灯 HOG特征 SVM分类器 改进LeNet-5网络
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土地利用和气候变化对流溪河水库流域径流的影响 被引量:3
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作者 余扬波 唐国平 +1 位作者 牛香豫 黎毅 《水土保持研究》 CSCD 北大核心 2023年第6期32-39,48,共9页
[目的]探究径流对土地利用与土地覆被变化(LUCC)和气候变化的响应,为华南地区流溪河水库流域未来水资源的合理利用开发及社会经济可持续发展提供依据。[方法]通过构建分布式生态水文模型CHESS和设置情景模式,定量分析了土地利用和气候... [目的]探究径流对土地利用与土地覆被变化(LUCC)和气候变化的响应,为华南地区流溪河水库流域未来水资源的合理利用开发及社会经济可持续发展提供依据。[方法]通过构建分布式生态水文模型CHESS和设置情景模式,定量分析了土地利用和气候变化对径流的影响,同时结合CA-Markov模型,对流域未来径流变化进行了预测。[结果]CHESS模型在流溪河水库流域径流模拟中有很好的适用性,率定期的纳什系数(NS)为0.82,R 2为0.91,验证期的NS为0.74,R 2为0.86;土地利用变化方面,耕地转化为林地或草地会导致年均径流量减少,林地或草地转化为耕地会导致年均径流量的增大,耕地、林地、草地对径流形成的贡献能力为耕地>草地>林地;气候变化方面,年均径流量与降水量成正比,与温度成反比;2000—2020年,流域年均径流量逐渐增大,气候变化促进了径流的形成,土地利用变化抑制了径流的形成,且气候变化的影响占主要地位;未来预估情景下,2030年、2050年流域内建筑用地面积会增大,林地、草地面积会减小,耕地、水体面积变化不大,且在2040—2050年,流域年均径流量呈现增大趋势。[结论]土地利用和气候变化分别抑制和促进了流溪河水库流域径流的产生,且气候变化的影响较大,未来流域年均径流量呈现增大趋势,应加强对洪涝灾害的预警。 展开更多
关键词 土地利用变化 气候变化 径流模拟 流溪河水库流域 CHESS模型
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A novel domain decomposition-based model for efficient dynamic predictions of large composite machine tools
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作者 yu yangbo JI yu Lei +2 位作者 CHEN YanRen XU Kun BI QingZhen 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2024年第6期1765-1782,共18页
We propose a large combined moving component composed of carbon fiber reinforced polymer(CFRP)laminates for making lightweight machine tools with high dynamic performance.The accurate dynamic prediction of composite m... We propose a large combined moving component composed of carbon fiber reinforced polymer(CFRP)laminates for making lightweight machine tools with high dynamic performance.The accurate dynamic prediction of composite machine tools is essential for the new generation machine tool.This paper aims to address two challenges in numerical dynamic modeling and the design of composite machine tools to enhance development efficiency.(1)Anisotropic composite laminates,which form the composite machine tool,exhibit coupling in various directions.We propose the generalized continuity condition of the boundary to tackle this dynamic modeling challenge.(2)Composite machine tools feature numerous composite-metal coupled structures.The mechanical model correction of isotropic metals is performed to address their dynamics.We take the example of a five-axis gantry machine tool with composite moving parts,establish a dynamic model for efficient prediction,and verify it through simulation and experimentation.The proposed method yields remarkable results,with an average relative error of only 3.85%in modal frequency prediction and a staggering 99.7%reduction in solution time compared to finite element analysis.We further discuss the dynamic performance of the machine tool under varied stacking angles and layer numbers of the composite machine tool.We propose general design criteria for composite machine tools to consider the modal frequency and manufacturing cost of machine tools. 展开更多
关键词 machine tool dynamics carbon fiber reinforced polymer composite laminates
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Dynamic synchronous motion accuracy measurement and estimation for a five-axis mirror milling system 被引量:1
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作者 XU Kun TANG Xinyu +3 位作者 BI QingZhen yu yangbo QIAN DeHou JI yuLei 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2023年第3期689-705,共17页
A mirror milling system(MMS)comprises two face-to-face five-axis machine tools,one for the cutting spindle and the other for the support tool.Since it is essential to maintain the cutter and support coaxial during the... A mirror milling system(MMS)comprises two face-to-face five-axis machine tools,one for the cutting spindle and the other for the support tool.Since it is essential to maintain the cutter and support coaxial during the cutting process,synchronous motion accuracy is the key index of the MMS.This paper proposed a novel method for measuring and estimating the synchronous motion accuracy of the dual five-axis machine tools.The method simultaneously detects errors in the tool center point(TCP)and tool axis direction(TAD)during synchronous motion.To implement the suggested method,a measurement device,with five high-precision displacement sensors was developed.A kinematic model was then developed to estimate the synchronous motion accuracy from the displacement sensor output.The screw theory was used to obtain the analytical expression of the inverse kinematic model,and the synchronous motion error was compensated and adjusted based on the inverse kinematic model of the dual five-axis machine tools.TCP and TAD quasi-static errors,such as geometric and backlash errors,were first compensated.By adjusting the servo parameters,the dynamic TCP and TAD errors,such as gain mismatch and reversal spike,were also reduced.The proposed method and device were tested in a large MMS,and the measured quasi-static and dynamic errors were all reduced when the compensation and adjustment method was used.Monte Carlo simulations were also used to estimate the uncertainty of the proposed scheme. 展开更多
关键词 mirror milling synchronous motion error five-axis machine tool MEASUREMENT dynamic accuracy
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