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71.
由于烟雾图像场景模糊不清,背景复杂多变,难以捕获到有效特征,导致算法识别误报率和漏报率较高;此外,深度卷积神经网络结构复杂,参数繁多,难以缩短其计算时间至1 ms内,这成为实时火灾预警的一大难题. 为了解决上述问题,提出了一种基于4种Inception结构的轻量级卷积神经网络SInception (sequeeze-and-excitation inception)在此基础上加入SE Block (sequeeze-and-excitation block)用于对烟雾特征进行重新分配;同时,为了避免由于训练样本不足引起的过拟合,原始数据集上采用数据增强技术以及生成对抗网络生成更多训练样本,并在后续实验中采用了融合暗通道先验特征的策略. 实验结果表明:该网络在增强的数据集GAN-Aug-YUAN上将识别误报率降为0的同时将准确率提升至99.65%,且计算时间减少到0.26 ms. 相似文献
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A Pacific basin-wide physical–biogeochemical model has been used to investigate the seasonal and interannual variation of physical and biological fields with analyses focusing on the Sea of Japan/East Sea (JES). The physical model is based on the Regional Ocean Model System (ROMS), and the biogeochemical model is based on the Carbon, Si(OH)4, Nitrogen Ecosystem (CoSiNE) model. The coupled ROMS–CoSiNE model is forced with the daily air–sea fluxes derived from the National Centers for Environmental Prediction (NCEP) and the National Center for Atmospheric Research (NCAR) reanalysis for the period of 1994 to 2001, and the model results are used to evaluate climate impact on nutrient transport in Mixed Layer Depth (MLD) and phytoplankton spring bloom dynamics in the JES.The model reproduces several key features of sea surface temperature (SST) and surface currents, which are consistent with the previous modeling and observational results in the JES. The calculated volume transports through the three major straits show that the Korea Strait (KS) dominates the inflow to the JES with 2.46 Sv annually, and the Tsugaru Strait (TS) and the Soya Strait (SS) are major outflows with 1.85 Sv and 0.64 Sv, respectively. Domain-averaged phytoplankton biomass in the JES reaches its spring peak 1.8 mmol N m− 3 in May and shows a relatively weak autumn increase in November. Strong summer stratification and intense consumption of nitrate by phytoplankton during the spring result in very low nitrate concentration at the upper layer, which limits phytoplankton growth in the JES during the summer. On the other hand, the higher grazer abundance likely contributes to the strong suppression of phytoplankton biomass after the spring bloom in the JES. The model results show strong interannual variability of SST, nutrients, and phytoplankton biomass with sudden changes in 1998, which correspond to large-scale changes of the Pacific Decadal Oscillation (PDO). Regional comparisons of interannual variations in springtime were made for the southern and northern JES. Variations of nutrients and phytoplankton biomass related to the PDO warm/cold phase changes were detected in both the southern and northern JES, and there were regional differences with respect to the mechanisms and timing. During the warm PDO, the nutrients integrated in the MLD increased in the south and decreased in the north in winter. Conversely, during the cold PDO, the nutrients integrated in the MLD decreased in the south and increased in the north. Wind divergence/convergence likely drives the differences in the southern and northern regions when northerly and northwesterly monsoon dominates in winter in the JES. Subjected to the nutrient change, the growth of phytoplankton biomass appears to be limited neither by nutrient nor by light consistently both in the southern and northern regions. Namely, the JES is at the transition zone of the lower trophic-level ecosystem between light-limited and nutrient-limited zones. 相似文献
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在现有道路立交设计方法的基础上,提出三维建模的思路,给出三维建模的方法和流程,并利用AUTOCAD,3DMAX和PHTOTSHOP软件,制作出立交三维效果图及动画效果,可以为立交选型、方案设计及景观分析提供有利条件。 相似文献
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介绍如何求解公路路基内侧加宽边线坐标数值以及用AutoCAD在计算机上将其精确成图。借助于Mathematica和Excel,结合成功实例,阐述探索得出的步骤和方法。 相似文献
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