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复杂环境下路面病害识别模型优化研究
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作者 刘昆 莫洪柳 +1 位作者 刘衍锋 胡靖 《公路工程》 2024年第5期106-115,166,共11页
路面病害自动化检测是道路工程领域的热门研究方向。路面病害因其形态的特殊性与背景的复杂性,导致自动化检测存在精度不够高、泛化性差的问题。针对该现象,基于YOLOv5对主干网络和颈部网络中增加高效的特征提取模块C2F和CBAM,且在检测... 路面病害自动化检测是道路工程领域的热门研究方向。路面病害因其形态的特殊性与背景的复杂性,导致自动化检测存在精度不够高、泛化性差的问题。针对该现象,基于YOLOv5对主干网络和颈部网络中增加高效的特征提取模块C2F和CBAM,且在检测头网络中增加了微型检测器,形成了优化网络结构;通过车载高清相机自主采集大量具备复杂背景的路面图像,共标记67942张路面图像以供模型训练,并且采用Mosaic算法和MixUP算法对自建路面病害数据集进行了数据增强;在训练时优化损失函数。最后通过设置消融实验和对比实验来探究模网络优化措施对路面病害检测模型的精度影响。研究结果表明,应用C2F、CBAM模块能够有效帮助网络提高特征提取能力,增加微型检测头能够在多尺度下加强模型的检测能力,采用以上3种措施优化后的网络模型在精准率和召回率上提升了11.88%和8.69%,mAP取得了0.719的高分。从病害类别角度而言,模型对纵向裂缝、横向裂缝和坑槽提升了检测精度,尤其是坑槽的检测精度。表明了本文模型在识别路面病害类小尺度的对象时具备优异的检测能力。 展开更多
关键词 道路与铁道工程 路面结构 图像处理 裂缝检测
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直流电磁场对AZ80镁合金组织结构的影响 被引量:1
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作者 牛海山 王春蓉 《铸造技术》 CAS 北大核心 2010年第8期1034-1036,共3页
研究了在直流磁场下凝固的AZ80镁合金晶内溶质含量及凝固组织的变化。结果表明:与未施加磁场的试样相比,经过直流磁场处理后,AZ80镁合金中Al、Zn2种溶质元素在晶粒内部的含量均增加,直流磁场作用下,试样宏观组织的变化不明显,晶界有所... 研究了在直流磁场下凝固的AZ80镁合金晶内溶质含量及凝固组织的变化。结果表明:与未施加磁场的试样相比,经过直流磁场处理后,AZ80镁合金中Al、Zn2种溶质元素在晶粒内部的含量均增加,直流磁场作用下,试样宏观组织的变化不明显,晶界有所变窄。 展开更多
关键词 AZ80镁合金 直流磁场 晶内溶质含量 凝固组织
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深呼吸时三级支气管内吸气流动特性的数值研究
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作者 张楚华 《生物医学工程研究》 2006年第4期197-201,共5页
剧烈运动时,人体要通过深呼吸,为机体组织及器官的快速新陈代谢过程补充足够的氧气,研究深呼吸时人体肺内气体的流动及输运机理,对运动生理学及临床医学具有理论意义和临床价值。采用有限体积法数值,求解Navier-Stokes方程组,数值研究... 剧烈运动时,人体要通过深呼吸,为机体组织及器官的快速新陈代谢过程补充足够的氧气,研究深呼吸时人体肺内气体的流动及输运机理,对运动生理学及临床医学具有理论意义和临床价值。采用有限体积法数值,求解Navier-Stokes方程组,数值研究深呼吸情况下,人体三级支气管模型内的吸气流动规律,比较了均匀及抛物型速度进气条件对支气管内流动分布的影响。结果表明:深呼吸时,支气管内出现了复杂的流动现象,包括主流的射流-尾流结构及m-型结构,以及二次流的2涡向4涡结构演变过程,与平静及正常呼吸状态相比,深呼吸使肺内中部及侧部下游支气管内流量分流不均匀性加重,压力损失急剧增大,支气管内壁承受更大的气动负荷。 展开更多
关键词 呼吸流动 深呼吸 支气管 射流尾流 数值模拟
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EFFECTS OF SPLITTER BLADES ON THE LAW OF INNER FLOW WITHIN CENTRIFUGAL PUMP IMPELLER 被引量:16
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作者 YUAN Shouqi ZHANG Jinfeng YUAN Jianping HE Youshi FU Yuedeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2007年第5期59-63,共5页
Analysis on the inner flow field of a centrifugal pump impeller with splitter blades is carfled out by numerical simulation. Based on this analysis, the principle of increasing pump head and efficiency are discussed. ... Analysis on the inner flow field of a centrifugal pump impeller with splitter blades is carfled out by numerical simulation. Based on this analysis, the principle of increasing pump head and efficiency are discussed. New results are obtained from the analysis of turbulence kinetic energy and relative velocity distribution: Firstly, unreasonable length or deviation design of the splitter blades may cause great turbulent fluctuation in impeller channel, which has a great effect on the stability of impeller outlet flow; Secondly, it is found that the occurrence of flow separation can be decreased or delayed with splitter blades from the analysis of blade loading; Thirdly, the effect of splitter blades on reforming the structure of "jet-wake" is explained from the relative velocity distribution at different flow cross-sections, which shows the flow process in the impeller. The inner flow analysis verifies the results of performance tests results and the PIV test. 展开更多
关键词 Centrifugal pump Splitter blades Turbulent kinetic energy Structure of jet-wake"Blade loading
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Investigation into the Interaction of Centrifugal Compressor Impeller and Vaneless Diffuser 被引量:2
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作者 杨策 张殿佐 +1 位作者 马朝臣 胡辽平 《Journal of Beijing Institute of Technology》 EI CAS 2006年第3期273-277,共5页
Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are ca... Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are calculated by solving three-dimensional Navier-Stokes equation. Four aspects are investigated and calculation results show that the total efficiencies and total pressure ratios of the compressor with contracting wall vandess diffuser is higher than that of the compressor with parallel-wall. The jet and wake don't mix rapidly inside vandess diffuser. The outlet blade lean angle doesn't affect the compressor performance. The greater the mass flow rate through impeller, the more uneven the velocity distribution at impeller outlet is. 展开更多
关键词 centrifugal compressor design three-dimensional viscous calculation jet-wake interaction of impeller and vaneless diffuser
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Study on the Performance Deterioration of Mixed Flow Impeller due to Change in Tip Clearance 被引量:3
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作者 Ramesh Rajakumar.D Ramamurthy.S Govardhan.M 《Journal of Thermal Science》 SCIE EI CAS CSCD 2013年第6期532-538,共7页
Performance of mixed flow compressor with un-shrouded impeller strongly depends upon unsteady, asymmetrical flow fields in the axial directions. The flow through the mixed flow impeller is complex due to three-dimensi... Performance of mixed flow compressor with un-shrouded impeller strongly depends upon unsteady, asymmetrical flow fields in the axial directions. The flow through the mixed flow impeller is complex due to three-dimensional nature of geometry. In mixed flow impeller, there are clearances between the rotating impeller blades and the casing as the high pressure ratio compressors are usually open shrouded impellers. As a result, certain amount of reduction in the performance is unavoidable due to clearance flows. In the present investigations, numerical analysis is performed using a commercial code to investigate tip clearance effects on through flow. The performance of mixed flow impeller with four different clearances between impeller and stationary shroud are evaluated and compared with experimental results. The impeller performance map was obtained for different operating speeds and mass flow rates with different tip clearances. The result shows that the tip leakage flow strongly interacts with mainstream and contributes to total pressure loss and performance reduction. The pressure and performance decrement are approximately linearly proportional to the gap between impeller and stationary shroud.The analysis showed scope for improvement in design of the compressor for better performance in terms of efficiency and operating range. 展开更多
关键词 Mixed Flow Compressor SURGE STALL CHOKE CFD Tip Clearance Compressible Flow Periodic Grids and jet-wake
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Understanding of tip clearance flow structure in high speed mixed flow compressor
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作者 Hemant Kumar Chetan S.Mistry 《Propulsion and Power Research》 SCIE 2023年第3期356-379,共24页
This paper addresses the necessity to make a physical interpretation of a highly complex three-dimensional tip clearance flow field study for high-speed mixed-flow compressor having stage exit static pressure to inlet... This paper addresses the necessity to make a physical interpretation of a highly complex three-dimensional tip clearance flow field study for high-speed mixed-flow compressor having stage exit static pressure to inlet total pressure ratio of 3.8 with 39,836 rpm rotor speed.The four different tip configurations namely the constant(l Z 0.016 and 0.019)and variable(l Z 0.011(inlet)-0.019(exit)and 0.019(inlet)-0.022(exit))tip clearances were numerically analysed using available experimental data-set.The numerical investigation reveals that in contrast to the classic jet-wake pattern,two anomalous velocity profiles formed at the impeller exit which results in pressure losses in the vaneless diffuser.Near the impeller inlet,the tip leakage flow rolls up to discrete tip leakage vortex structure for each tip clearance configuration.This results in the formation of a region of momentum deficit,recirculation zone,which gets weakened as it moves downstream.The tip clearance configuration is observed to profoundly influence the extent and vorticity of the tip leakage vortex.In the splitter blade passage,the tip leakage flow and Coriolis flow interact with passage flow,resulting in the formation of two secondary passage vortices that move downstream along the pressure and suction surface of the splitter blade.The tip clearance configuration directly influences the impeller exit jetwake pattern by modulating the secondary passage vortices trajectory and vorticity.Moreover,off-design analysis for tip clearances l Z 0.016 and l Z 0.019,depict distinctive tip leakage vortex characteristics.When operating near the stall conditions(80%of design mass flow rate),l Z 0.019 exhibits bubble shape tip leakage vortex breakdown occurring near the impeller inlet.This result in a substantial change in the tip leakage vortex nature;expansion of the recirculation zone and early weakening of the vorticity in the tip leakage vortex.It is observed that vortex breakdown plays a vital role in characteristics of the passage flow field structure and compressor performance near the stall conditions. 展开更多
关键词 Recirculation zone Vortex breakdown Tip leakage flow Mixed-flow compressor jet-wake flow Vaned-diffuser
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