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基于CycleGAN的煤矿井下图像去尘雾算法研究
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作者 汤璧屾 毛善君 +2 位作者 智宁 吴峥 樊迎博 《中国煤炭》 北大核心 2025年第12期163-172,共10页
煤矿井下环境复杂,尘雾干扰易导致图像质量下降,影响后续分析。循环生成对抗网络(CycleGAN)算法在井下尘雾图像处理中具有数据获取和训练优势,但存在细节丢失、色彩失真及泛化能力不足等问题。基于此,提出了基于CycleGAN改进的CM-Cycle... 煤矿井下环境复杂,尘雾干扰易导致图像质量下降,影响后续分析。循环生成对抗网络(CycleGAN)算法在井下尘雾图像处理中具有数据获取和训练优势,但存在细节丢失、色彩失真及泛化能力不足等问题。基于此,提出了基于CycleGAN改进的CM-CycleGAN算法,通过优化生成器和判别器结构,引入特征增强模块以提升多尺度尘雾特征提取能力,并结合注意力机制强化关键区域特征学习。同时,改进损失函数,融合循环感知损失和颜色损失,在提升去雾效果的同时保持图像色彩与结构特征。实验表明,CM-CycleGAN在峰值信噪比(PSNR)、结构相似性指数(SSIM)和雾密度估计(FADE)指标上分别平均提升1.8300、0.0141和降低0.0415,显著优于对比方法,为煤矿井下尘雾图像处理提供了有效解决方案。 展开更多
关键词 尘雾图像清晰化 生成对抗网络 煤矿井下图像 CycleGAN
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Suitability of using carbon dioxide as a tracer gas for studying vehicle emission dispersion in a real street canyon
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作者 Yuhan Huang Helen B.Wang +10 位作者 Hilda M.W.Mak Mengyuan Chu zhi ning Bruce Organ Edward F.C.Chan Chun-Ho Liu Wai-Chuen Mok Christof Gromke Ho Kyong Shon Chengwang Lei John L.Zhou 《Journal of Environmental Sciences》 2025年第9期832-845,共14页
High-rise buildings form deep urban street canyons and restrict the dispersion of vehicle emissions,posing severe health risks to the public by aggravating roadside air quality.Field measurements are important for und... High-rise buildings form deep urban street canyons and restrict the dispersion of vehicle emissions,posing severe health risks to the public by aggravating roadside air quality.Field measurements are important for understanding the dispersion process of tailpipe emissions in street canyons,while a major challenge is the lack of a suitable tracer gas.Carbon dioxide(CO_(2)),which is safe to the public and inexpensive to obtain,can be reliably measured by existing gas analysers.This study investigated the suitability of using CO_(2)as a tracer gas for characterising vehicle emission dispersion in a real-world street canyon.The tracer gas was released via a line or point source,whose dispersion was characterised by a sensors network comprising low-cost air quality sensors.The results showed that the CO_(2)contained in the exhaust gas of a test vehicle itself had unmeasurable effect at roadsides.Both the line and point sources produced obvious CO_(2)level elevations at approximately 30 s after the test vehicle passed by.In addition,for both line and point sources,the CO_(2)elevations were much more distinct at the roadside next to tailpipe exit than the opposite side,and were higher at 0.8 m than 1.6 m above the ground.The present study demonstrated that using CO_(2)as a tracer gas is feasible for investigating vehicle emission dispersion in real-world street canyons.Future studies are needed to improve the gas release rate of the developed tracer gas systems for more reliable measurements and larger street canyons. 展开更多
关键词 Vehicle emission dispersion Tracer gas Carbon dioxide Urban street canyon Line emission source Point emission source
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Experimental analysis of internal flow and spray characteristics of flow focusing/blurring nozzle
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作者 Jin Zhao zhi ning +1 位作者 Ming Lv Xu He 《Chinese Journal of Chemical Engineering》 2025年第7期111-124,共14页
This study utilizes a visualization nozzle and spray experimental platform to experimentally investigate the flow focusing/blurring nozzle.It is found that the working mode of the nozzle transitions from flow focusing... This study utilizes a visualization nozzle and spray experimental platform to experimentally investigate the flow focusing/blurring nozzle.It is found that the working mode of the nozzle transitions from flow focusing to flow transition and eventually to flow blurring as the gas flow rate increases or the tube hole distance decreases.Conversely,an increase in liquid flow rate only facilitates the transition from flow focusing to flow transition.Changes in the gas/liquid flow rate or tube hole distance influence the gas shear effect and the gas inertial impact effect inside the nozzle,which in turn alters the working mode.An increase in gas flow rate results in a shift of the droplet size distribution towards smaller particle sizes in the flow blurring mode,whereas an increase in liquid flow rate produces the opposite effect.Notably,the impact of the gas flow rate on these changes is more pronounced than that of the liquid flow rate. 展开更多
关键词 Flow focusing/blurring nozzle Working mode Gaseliquid flow Multiphase flow Particle size distribution
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基于深度融合网络的煤矿图像尘雾清晰化算法 被引量:21
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作者 智宁 毛善君 +1 位作者 李梅 苏颖 《煤炭学报》 EI CAS CSCD 北大核心 2019年第2期655-666,共12页
针对现有煤矿尘雾图像清晰化算法存在的过增强现象和适用性不足等问题,提出一种基于深度融合网络的清晰化复原算法。深度融合网络主要包括3个部分,即图像预处理模块、特征融合模块以及图像输出模块。图像预处理模块基于对比度增强函数... 针对现有煤矿尘雾图像清晰化算法存在的过增强现象和适用性不足等问题,提出一种基于深度融合网络的清晰化复原算法。深度融合网络主要包括3个部分,即图像预处理模块、特征融合模块以及图像输出模块。图像预处理模块基于对比度增强函数、亮度增强函数和伽马校正函数对输入图像进行处理,获取表征不同增强方式及程度的图像序列。由于图像尘雾清晰化需要同时考虑图像的局部信息和全局信息,在空间金字塔池化和上下文信息聚合网络的基础上提出了能够实现双向的上下文信息提取的双金字塔模块,该模块包括2个空洞卷积的串联子块,其中1个子块是以对多个尺度的空洞卷积按尺度由小到大进行串联组成,另1个子块是以对多个尺度的空洞卷积按尺度由大小进行串联组成。图像输出模块主要对特征融合层获取的特征进行处理,从而输出三通道图像,即为最终的尘雾清晰化的图像。为了获取训练数据,本文在煤矿井下清晰图像的基础上基于尘雾图像形成机理构建了较大规模的训练数据集。在训练的过程中,采用了最小平方误差损失函数和基于VGG网络的内容损失函数对网络进行优化。为评价本文提出的基于深度融合网络的清晰化算法的有效性,选取其他6种有代表性的清晰化算法进行对比。实验结果显示,本文算法在主观评价和客观评价方面都优于上述算法,表明本文算法能够有效解决过增强现象,并提升煤矿图像的清晰度和可视化效果。 展开更多
关键词 尘雾图像清晰化 双金字塔模块 深度融合网络 煤矿图像
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带约束条件的煤矿火灾避灾路线算法研究 被引量:4
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作者 徐劭懿 李梅 +2 位作者 毛善君 智宁 吕平洋 《煤炭科学技术》 CAS 北大核心 2018年第5期173-178,59,共7页
为了解决常见煤矿井下避灾路线算法在带约束条件问题方面的局限性以及运行效率待提升等问题,提出一种带约束条件的煤矿火灾避灾路线算法。该算法在当量长度的计算中引入了体能消耗指数,实现了巷道起伏对避灾路线影响的量化;考虑了灾变... 为了解决常见煤矿井下避灾路线算法在带约束条件问题方面的局限性以及运行效率待提升等问题,提出一种带约束条件的煤矿火灾避灾路线算法。该算法在当量长度的计算中引入了体能消耗指数,实现了巷道起伏对避灾路线影响的量化;考虑了灾变因子对巷道网络的影响,特别地,以具有累积量危害的定量属性为约束条件对算法进行改进;引入SPFA(Shortest Path Faster Algorithm)算法,相比经典Dijkstra算法,本算法在时间效率上有较大提升。最后,以寺家庄煤矿为例进行了测试,验证了算法设计的有效性,同时实现了时间效率的数量级提升。 展开更多
关键词 煤矿火灾 避灾路线 当量长度 巷道起伏 SPFA算法
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煤矿一张图数据均衡非均匀矢量瓦片构建研究 被引量:1
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作者 苏颖 李梅 +1 位作者 智宁 毛善君 《煤炭科学技术》 CAS CSCD 北大核心 2019年第10期147-154,共8页
针对传统地图瓦片传输煤矿一张图空间数据存在定制化显示困难、数据加载不均衡、时间过长等问题,结合煤矿一张图空间数据特点,在分析矢量地图瓦片划分和渲染过程的基础上,发现数据不均衡现象导致瓦片加载效率低,提出了基于数据均衡的非... 针对传统地图瓦片传输煤矿一张图空间数据存在定制化显示困难、数据加载不均衡、时间过长等问题,结合煤矿一张图空间数据特点,在分析矢量地图瓦片划分和渲染过程的基础上,发现数据不均衡现象导致瓦片加载效率低,提出了基于数据均衡的非均匀矢量瓦片构建方法。将瓦片划分分解为初划分和再划分2个部分:初划分时,对数据量小于阈值的区域不再产生瓦片,在地图渲染时将直接调用该区域现存缩放层级最大瓦片;再划分时,对初划分所得瓦片集中不符合要求的瓦片进行四等分,使瓦片数据量更均衡。以此保证地物密集区域瓦片划分更细腻,地物稀疏区瓦片格网划分更粗糙。对比了均匀矢量瓦片、要素简化后的均匀矢量瓦片及基于数据均衡的非均匀瓦片的加载效率。原始数据为356 MB,137个图层。试验结果表明,煤矿一张图数据均衡多尺度瓦片与要素简化后的均匀矢量瓦片对比能够加载速度提升2倍以上,可大幅优化用户体验。 展开更多
关键词 矢量瓦片 数据均衡 煤矿一张图 非均匀瓦片 WEBGIS 煤矿智能化
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替米沙坦对CVB3诱导的病毒性心肌炎小鼠的保护作用 被引量:1
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作者 袁玲 甘继宏 +2 位作者 职宁 高玉梅 刘丹玉 《中国细胞生物学学报》 CAS CSCD 2021年第5期956-962,共7页
该文探讨了替米沙坦对柯萨奇B3(Coxsackie B3,CVB3)病毒诱导的病毒性心肌炎小鼠的保护作用。该研究将60只小鼠随机分为对照组、模型组、观察组,每组20只。将CVB3病毒溶解后腹腔注射制作模型,观察组小鼠给予替米沙坦喂食,7天后处死。观... 该文探讨了替米沙坦对柯萨奇B3(Coxsackie B3,CVB3)病毒诱导的病毒性心肌炎小鼠的保护作用。该研究将60只小鼠随机分为对照组、模型组、观察组,每组20只。将CVB3病毒溶解后腹腔注射制作模型,观察组小鼠给予替米沙坦喂食,7天后处死。观察比较3组小鼠心肌组织病理情况,使用试剂盒检查各组超氧化物歧化酶(superoxide dismutase,SOD)、丙二醛(malondialdehyde,MDA)及谷胱甘肽过氧化物酶(glutathion peroxidase,GSH-Px)的水平;使用酶联免疫检测白细胞介素-1β(interleukin-1β,IL-1β)、γ干扰素(interferon-γ,IFN-γ)和肿瘤坏死因子-α(tumor necrosis factor-α,TNF-α)。结果显示,观察组小鼠心肌组织细胞排列趋近于规律,且细胞间缝隙较小,同时炎症细胞较少。模型组小鼠心肌组织中氧化应激指标MDA较对照组显著升高,GSH-Px以及SOD较对照组显著降低(P<0.01);观察组小鼠心肌组织中MDA较模型组显著降低,GSH-Px以及SOD较模型组显著升高(P<0.01)。模型组小鼠心肌组织中IFN-γ、TNF-α以及IL-1β含量较对照组显著升高(P<0.01);观察组小鼠心肌组织中炎症因子含量较模型组显著降低(P<0.01)。模型组小鼠心肌细胞iNOS、p-p65、TLR4蛋白表达水平较对照组均显著升高(P<0.01);观察组小鼠心肌细胞iNOS、p-p65、TLR4蛋白表达水平较模型组均显著降低(P<0.01)。模型组小鼠心肌细胞中Nrf2相关蛋白表达水平较对照组显著降低(P<0.01);观察组小鼠心肌细胞中Nrf2相关蛋白表达水平较模型组显著升高(P<0.01)。该研究得出结论:针对病毒性心肌炎的小鼠模型,早期使用替米沙坦后可以通过参与氧化应激以及炎症反应过程来达到减轻心肌受损的目的。 展开更多
关键词 替米沙坦 病毒性心肌炎 柯萨奇B3病毒 氧化应激
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Numerical simulation of flow focusing pattern and morphological changes in two-phase flow inside nozzle 被引量:2
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作者 Jin Zhao zhi ning +1 位作者 Ming Lü Geng Wang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第1期63-71,共9页
The flow focusing nozzle is a new type of nozzle that performs effective atomization of the discrete phase by means of high-speed motion of the continuous phase.The flow pattern and its morphological changes have a si... The flow focusing nozzle is a new type of nozzle that performs effective atomization of the discrete phase by means of high-speed motion of the continuous phase.The flow pattern and its morphological changes have a significant effect on the atomization, but the influence of different parameters on the morphological change of the flow pattern remains unclear.The flow focusing pattern and morphological changes in the two-phase flow inside the nozzle were simulated numerically, based on the volume of fluid method.The results demonstrate that the ratio of the nozzle-to-capillary distance and capillary diameter, the gas–liquid velocity ratio, and capillary diameter have significant effects on the flow pattern.When the ratio of the nozzle-to-capillary distance H and capillary diameter D increases, or the capillary diameter D increases, the flow pattern tends to transform into a laminar form; however, when the gas–liquid velocity ratio V increases, the flow pattern tends to transform into a turbulence form.Furthermore, we define the cone-shaped expansion rate, cone-shaped focusing rate,and cone angle in order to study the morphological changes in the cone shape inside the nozzle.The results indicate that the morphological change of the cone shape and flow pattern transformation is interrelated.When the cone shape tends to be unstable, the flow pattern changes towards flow blurring, whereas, a stable cone indicates that the flow tends to exhibit a droplet pattern. 展开更多
关键词 Flow FOCUSING PATTERN TRANSFORMATION MORPHOLOGICAL changes Numerical simulation
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Experimental study on fusion and break-up motion after droplet collision 被引量:2
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作者 Yi Li zhi ning Ming Lü 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2020年第3期712-720,共9页
The interactions between droplets have an important influence on the atomization of liquid fuel,the combustion efficiency,and the reduction of particulate matter emissions for an engine.For this reason,this paper pres... The interactions between droplets have an important influence on the atomization of liquid fuel,the combustion efficiency,and the reduction of particulate matter emissions for an engine.For this reason,this paper presents results from an experimental study on the coalescence and break-up of droplets after collision.According to the shape and parameters of the droplets at different times after the collision of the droplets was captured by a high speed camera,analysis was done for the following effects of droplet collisions:the collision-coalescence motion for the collision between the droplets,the change history of the dimensionless length-to-width ratio of the oscillation motion,the critical size ratio of the breakup motion,and the liquid physical properties of the particles.The results show that the droplets collide and exhibit two forms of coalescence oscillation and break-up:for oscillating motion,at higher droplet collision velocities and dimensionless size ratios,there will be a larger dimensionless length-to-width ratio for the droplet oscillation;for the break-up motion,at higher collision velocities,there will be lower dimensionless size ratios,and lower liquid surface tension,shorter times over which the droplet breaks,and facilitated droplet break-up.The research results presented here can be used for atomization in engine cylinder,increasing the gas/liquid contact area and enhancing the combustion efficiency of gas/liquid heat transfer to improve the combustion efficiency of the engine. 展开更多
关键词 Collision between droplets Size ratio Collision velocity Broken moment
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