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基于雾层学习的多级融合去雾网络
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作者 王蓉 杨燕 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2023年第2期200-208,共9页
针对去雾算法中存在的颜色失真、去雾不彻底等问题,本文提出一种基于雾层学习的多级特征融合网络用于单幅图像去雾。首先,结合大气散射模型将有雾图像与无雾图像之间的差值图像定义为雾度层,通过对雾度层的有效估计来达到优化的去雾效... 针对去雾算法中存在的颜色失真、去雾不彻底等问题,本文提出一种基于雾层学习的多级特征融合网络用于单幅图像去雾。首先,结合大气散射模型将有雾图像与无雾图像之间的差值图像定义为雾度层,通过对雾度层的有效估计来达到优化的去雾效果。其次,设计一种端到端的网络模型,该模型主要包括雾层估计模块和图像复原模块。在雾层估计模块中,通过特征提取块对图像的低级和高级特征进行提取,并采用多级融合策略对不同级别的特征进行逐像素加法来实现特征融合,融合后的雾层特征同时包含局部信息和全局信息。最后,根据图像复原模块,直接从有雾图像中减去雾层特征,便可实现无雾图像的有效复原。实验表明,与现有去雾算法相比,该算法复原结果清晰自然,有效避免了颜色失真现象;合成图像和真实图像上的客观评价指标进一步验证了所提算法的有效性。 展开更多
关键词 图像去雾 卷积神经网络 雾度层 特征提取 多级融合策略
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Impact of Sea Surface Temperature Front on Stratus-Sea Fog over the Yellow and East China Seas-A Case Study with Implications for Climatology 被引量:10
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作者 LI Man ZHANG Suping 《Journal of Ocean University of China》 SCIE CAS 2013年第2期301-311,共11页
A stratus-sea fog event that occurred over the Yellow and East China Seas on 3 June 2011 is investigated using observations and a numerical model, with a focus on the effects of background circulation and Sea Surface ... A stratus-sea fog event that occurred over the Yellow and East China Seas on 3 June 2011 is investigated using observations and a numerical model, with a focus on the effects of background circulation and Sea Surface Temperature Front (SSTF) on the transition of stratus into sea fog. Southerly winds of a synoptic high-pressure circulation transport water vapor to the Yellow Sea, creating conditions favorable for sea fog/stratus formation. The subsidence from the high-pressure contributes to the temperature inversion at the top of the stratus. The SSTF forces a secondary circulation within the ABL (Atmospheric Boundary Layer), the sinking branch of which on the cold flank of SSTF helps lower the stratus layer fiLrther to reach the sea surface. The cooling effect over the cold sea surface counteracts the adiabatic warming induced by subsidence. The secondary circulation becomes weak and the fog patches are shrtmk heavily with the smoothed SSTE A conceptual model is proposed for the transition of stratus into sea fog over the Yellow and East China Seas. Finally, the analyses suggest that sea fog frequency will probably decrease due to the weakened SSTF and the reduced subsidence of secondary circulation under global wanning. 展开更多
关键词 stratus and sea fog subsidence sea surface temperature from the Yellow and East China Seas global warming
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Response of coal reservoir porosity to magma intrusion in the Shandong Qiwu Mine,China 被引量:4
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作者 Li Wu Zhu Yanming +1 位作者 Chen Shangbin Wang Hui 《Mining Science and Technology》 EI CAS 2011年第2期185-190,共6页
The Qiwu Mine is located in the Ten Xian coal field of Shandong province.It experienced repeated volcanic activity,after the coal beds formed,where magma intrusion was significant The effect of coal reservoir porosity... The Qiwu Mine is located in the Ten Xian coal field of Shandong province.It experienced repeated volcanic activity,after the coal beds formed,where magma intrusion was significant The effect of coal reservoir porosity after magma intrusion was studied by analysis of regional and mine structure and magmatic activity.Experimental methods including maceral measurement under the microscope and mercury porosimetry were used for testing the pore structure.The authors believe that magma intrusion into low-rank bituminous coal causes reservoir porosity to gradually increase:the closer to the magmatic rock a sample is,the less the porosity.The pore size distribution also changes.In the natural coal bed the pore size is mainly in the transitive and middle pore range.However,the coal changes to anthracite next to the magmatic rock and larger pores dominate.Regional magma thermal evolution caused coal close to magmatic rock to be roasted,which reduced the volatile matter,developed larger holes,and destroyed plant tissue holes.The primary reason for a porosity decrease in the vicinity of magmatic rock is that Bituminite resulting from the roasting fills the holes that were present initially. 展开更多
关键词 Magma intrusion Coal reservoir porosity Low-rank bituminous coal Qiwu Mine
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