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基于MA-ConvNext网络和分步关系知识蒸馏的苹果叶片病害识别
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作者 刘欢 李云红 +4 位作者 张蕾涛 郭越 苏雪平 朱耀麟 侯乐乐 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2024年第9期1757-1767,1780,共12页
针对复杂环境下苹果叶片病害图像背景杂乱、病斑大小不一,以及现有模型参数多、计算量大的问题,提出基于注意力和多尺度特征融合的苹果叶片病害识别网络(MA-ConvNext).通过引入多尺度空间通道重组块(MSCB)和融合三分支注意力机制的特征... 针对复杂环境下苹果叶片病害图像背景杂乱、病斑大小不一,以及现有模型参数多、计算量大的问题,提出基于注意力和多尺度特征融合的苹果叶片病害识别网络(MA-ConvNext).通过引入多尺度空间通道重组块(MSCB)和融合三分支注意力机制的特征提取模块(TAFB),有效提取苹果叶片病害图像不同尺度的特征,增强模型对叶片病斑的关注.采用分步关系知识蒸馏方法,将“教师”网络(MA-ConvNext)和“中间”网络(DenseNet121)融合,指导“学生”网络(EfficientNet-B0)训练,实现模型轻量化.实验结果表明,MA-ConvNext网络识别准确率为99.38%,较ResNet50、MobileNet-V3和EfficientNet-V2网络分别提高了3.98个百分点、7.55个百分点和4.27个百分点.经过分步关系知识蒸馏后,识别准确率较蒸馏前提高了1.76个百分点,并且具有更小的网络规模和参数量,分别为1.56×10^(7)、5.29×10^(6).所提方法能为后续精准农业的病虫害检测提供新思路和技术支持. 展开更多
关键词 苹果叶片病害识别 注意力 多尺度特征融合 分步关系 知识蒸馏
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Tolerance, Oxygen Consumption and Ammonia Excretion of Ophiopholis sarsii vadicola in Different Temperatures and Salinities
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作者 FANG Jinghui ZHANG Jihong +5 位作者 JIANG Zengjie ZHAO Xuewei JIANG Xu DU Meirong GAO Yaping FANG Jianguang 《Journal of Ocean University of China》 SCIE CAS 2015年第3期549-556,共8页
There are more than 2000 species of brittle stars in the world. For most of them, many scientific questions including basic characteristics of eco-physiology are still unknown. In the present study, Ophiopholis sarsii... There are more than 2000 species of brittle stars in the world. For most of them, many scientific questions including basic characteristics of eco-physiology are still unknown. In the present study, Ophiopholis sarsii vadicola acclimated at 15 ℃, salinity 31, were assessed for temperature monia excretion were studied at different temperatures (5, 10, and salinity tolerance. Its oxygen consumption and am- 15, 20, 25℃) and salinities (25, 30, 35). O. sarsii vadi- cola could tolerate 0-24℃ and no brittle star was dead in the salinity range of 19-48 in the experimental situation. Two-way ANOVA showed that the oxygen consumption and ammonia excretion normalized with both dry mass and wet mass, Q10, which is used to describe the temperature sensitivity of respiration, and moisture content were significantly affected by temperature and salinity, and the combined effects of the two factors were significant. Stepwise multiple regression analysis revealed that logarithmic oxygen consumption and ammonia excretion showed a significant positive relationship with logarithmic temperature and salinity. The logarithmic moisture content of the brittle stars showed an inverse relationship with logarithmic salinity, but a positive relationship with logarithmic temperature. This suggests that the tolerance of temperature and salinity of brittle stars is closely related to their living environment, and that the effects of temperature on oxygen consumption are more significant at higher salinity, and that the ammonia excretion is less affected by salinity at lower temperatures. 展开更多
关键词 Ophiopholis sarsii vadicola TOLERANCE oxygen consumption ammonia excretion TEMPERATURE SALINITY
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Correlation Analysis of Gridding of Earthquakes in Datong and Its Surrounding Areas and Implication for Earthquake Prediction
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作者 Sha Haijun Liu Dongying 《Earthquake Research in China》 2012年第3期391-398,共8页
On the basis of the earthquake (gL I〉3.0) catalog in North China from 1970 to 2009, the pattern of temporal and spatial distribution of medium-small earthquakes in Datong and its surrounding areas is studied by cor... On the basis of the earthquake (gL I〉3.0) catalog in North China from 1970 to 2009, the pattern of temporal and spatial distribution of medium-small earthquakes in Datong and its surrounding areas is studied by correlation analysis with a focus on its anomaly before moderate and strong earthquakes. With different spatial scales, temporal scales and time steps, the spatial distribution of earthquakes is converted to a sequence, then the correlation coefficients between the spatial distribution of medium-small earthquakes in a long-term and a longer time are calculated for the analysis of anomalies before moderate and strong earthquakes. In the study region center on the epicenter of the 1989 Datong- Yanggao earthquake (Ms5. 9) within a radius of less than 0.8~, with the time length of 3600 days, the longer time length of 3700 days, and the time step of 100 days, the correlation coefficient from 1980 to 2009 is steady between 0.94 and 1.00, but there were anomalies with values less than 0. 94 in the 2 years before the 1989 Datong-Yanggao earthquake (Ms 5.9), the 1991 Datong earthquake ( Ms 5.8) and 1999 Hunyuan earthquake (Ms 5. 6 ), which indicates the spatial distribution of a medium-small earthquake is very different from steady background seismicity. The implication for earthquake prediction from the anomaly of the correlation coefficient is also discussed with the three conclusions: (1) Before moderate and strong earthquakes in Datong and its surrounding areas, the obvious change of spatial distribution patterns of medium-small earthquake can be a kind of seismic precursor of the 2-year time scale for the prediction of an earthquake's time. (2) As the study region is restricted within a radius of less than 0. 8~, the result of correlation analysis is also good for the prediction of an earthquake's location. (3) The method of correlation analysis in this paper helps recognize the anomaly of spatial distribution of medium-small earthquake. 展开更多
关键词 Datong earthquake Spatial distribution of earthquakes Correlation analysis Anomaly recognition
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