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1.
提出了一种基于FCOS神经网络的小建筑物目标检测算法,针对FCOS模型在特征提取阶段提取到的小建筑物目标特征较少问题,引入多尺度检测和可变形卷积方式,加强网络对小建筑物目标的特征提取能力,并通过改进后的SGE注意力机制降低特征图中的干扰噪声权重。改进后的网络可以提取到更多的小建筑物目标特征,对环境干扰噪声的鲁棒性更强。在自己搭建的数据集上进行了实验测试,结果表明,在相同环境下网络改进后建筑物的整体检测准确率提升了1.7%,其中对小建筑物目标提升了3.6%,减少了小建筑物目标漏检、误检的问题。 相似文献
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城市发展与新能源渗透导致电力系统运行难度增大、电网荷源联合调峰控制消耗增加,为此,提出基于灵活性裕度的电网荷源联合调峰节能降耗控制方法,减少污染排放,达到节能降耗目的。以电力系统的上调和下调灵活性裕度指标为基础,以最大抽蓄调峰效益、最大风电消纳电量、降低发电机组能耗为目标,结合气电功率平衡、火电机组、水电站等约束条件,建立荷源联合调峰协调滚动节能降耗控制模型;将模型分为水电、气电、火电3个调度层实施分层求解,实现电网荷源联合调峰节能降耗控制。实验结果表明,该方法通过灵活性资源配置可避免切负荷情况出现,全额消纳风电资源,最大限度地利用电网能源;同时该方法应用后可减少火电开机机组台数,可减少341 t污染物排放,减排率达到4.3%,节能降耗效果显著。 相似文献
4.
《Advanced Powder Technology》2022,33(6):103595
Ceria (CeO2) particles are prevalent polishing abrasive materials. Trivalent lanthanide ions are the popular category of dopants for enriched surface defects and thus improved physicochemical properties, since they are highly compatible with CeO2 lattices. Herein, a series of dendritic-like mesoporous silica (D-mSiO2)-supported samarium (Sm)-doped CeO2 nanocrystals were synthesized via a facile chemical precipitation method. The relation of the structural characteristics and chemical mechanical polishing (CMP) performances were investigated to explore the effect of Sm-doping amounts on the D-mSiO2/SmxCe1?xO2?δ (x = 0–1) composite abrasives. The involved low-modulus D-mSiO2 cores aimed to eliminate surface scratch and damage, resulting from the optimized contact behavior between abrasives and surfaces. The trivalent cerium (Ce3+) and oxygen vacancy (VO) at CeO2 surfaces were expected to be reactive sites for the material removal process over SiO2 films. The optimal oxide-CMP performances in terms of removal efficiency and surface quality were achieved by the 40% Sm-doped composite abrasives. It might be attributed to the high Ce3+ and VO concentrations and the enhancement of tribochemical reactivity between CeO2SiO2 interfaces. Furthermore, the relationship between the surface chemistry, polishing performance as well as the actual role in oxide-CMP of the D-mSiO2/SmxCe1?xO2?δ abrasives were also discussed. 相似文献
5.
通过耦合零维等离子动力学求解器和燃烧动力学求解器,建立了交流放电等离子体助燃模型,研究了交流放电非平衡等离子体对C2H4/空气的助燃路径,并与自燃过程进行了对比。该模型使用电子能量分布函数计算电子碰撞反应速率,并得到贫燃条件下连续放电过程中温度、组分浓度、放热速率、关键组分的生成/消耗速率随时间的变化。研究表明,等离子体助燃增加了新的反应路径,生成了更多的自由基和激发态组分,缩短滞燃期近两个数量级。氧气、氮气激发态的弛豫和淬熄过程促使电能—化学能—热能的转化,放电结束后的总放热量增加,最高燃烧温度比自燃条件下高约400 K。同时,电子碰撞O2、N2激发态与O2的退激反应、单态氧原子O(1D)的弛豫等过程促进了氧原子的生成。此外,H原子的生成间接提高了O原子的物质的量分数(主要通过H+O2———→OH+O),加速C2H4氧化生成HCO、CO等,缩短了点火延迟时间,有助于燃烧效率的提高。 相似文献
6.
《International Journal of Hydrogen Energy》2022,47(65):28152-28164
The combustion characteristics of ammonia/methanol mixtures were investigated numerically in this study. Methanol has a dramatic promotive effect on the laminar burning velocity (LBV) of ammonia. Three mechanisms from literature and another four self-developed mechanisms constructed in this study were evaluated using the measured laminar burning velocities of ammonia/methanol mixtures from Wang et al. (Combust.Flame. 2021). Generally, none of the selected mechanisms can precisely predict the measured laminar burning velocities at all conditions. Aiming to develop a simplified and reliable mechanism for ammonia/methanol mixtures, the constructed mechanism utilized NUI Galway mechanism (Combust.Flame. 2016) as methanol sub-mechanism and the Otomo mechanism (Int. J. Hydrogen. Energy. 2018) as ammonia sub-mechanism was optimized and reduced. The reduced mechanism entitled ‘DNO-NH3’, can accurately reproduce the measured laminar burning velocities of ammonia/methanol mixtures under all conditions. A reaction path analysis of the ammonia/methanol mixtures based on the DNO-NH3 mechanism shows that methanol is not directly involved in ammonia oxidation, instead, the produced methyl radicals from methanol oxidization contribute to the dehydrogenation of ammonia. Besides, NOx emission analysis demonstrates that 60% methanol addition results in the highest NOx emissions. The most important reactions dominating the NOx consumption and production are identified in this study. 相似文献
7.
采用现有方法预测短期变速恒频风力发电系统的风速时,因未分析风力机的运行特性而导致无法准确预测系统的输出无功功率、输出有功功率和短期风速,且预测结果的平均绝对误差和均方误差大,为此提出变速恒频风力发电系统风速的预测方法。首先对风力机的运行特性进行分析,然后采用支持向量机回归算法构建风速预测模型,最后利用风速预测模型完成变速恒频风力发电系统风速的短期预测。实验结果表明,所提方法可准确地预测系统的输出无功功率、输出有功功率和短期风速,且预测结果的平均绝对误差和均方误差小,验证了所提方法的整体有效性。 相似文献
8.
《Journal of dairy science》2022,105(4):3176-3191
Milk concentrates are used in the manufacturing of dairy products such as yogurt and cheese or are processed into milk powder. Processes for the nonthermal separation of water and valuable milk ingredients are becoming increasingly widespread at farm level. The technical barriers to using farm-manufactured milk concentrate in dairies are minimal, hence the suspicion that the practice of on-farm raw milk concentration is still fairly uncommon for economic reasons. This study, therefore, set out to investigate farmers' potential willingness to adopt a raw milk concentration plant. The empirical analysis was based on discrete choice experiments with 75 German dairy farmers to identify preferences and the possible adoption of on-farm raw milk concentration. The results showed that, in particular, farmers who deemed the current milk price to be insufficient viewed on-farm concentration using membrane technology as an option for diversifying their milk sales. We found no indication that adoption would be impeded by a lack of trustworthy information on milk processing technologies or capital. 相似文献
9.
《Journal of dairy science》2022,105(7):5954-5971
Residual feed intake (RFI) and feed saved (FS) are important feed efficiency traits that have been increasingly considered in genetic improvement programs. Future sustainability of these genetic evaluations will depend upon greater flexibility to accommodate sparsely recorded dry matter intake (DMI) records on many more cows, especially from commercial environments. Recent multiple-trait random regression (MTRR) modeling developments have facilitated days in milk (DIM)-specific inferences on RFI and FS, particularly in modeling the effect of change in metabolic body weight (MBW). The MTRR analyses, using daily data on the core traits of DMI, MBW, and milk energy (MilkE), were conducted separately for 2,532 primiparous and 2,379 multiparous US Holstein cows from 50 to 200 DIM. Estimated MTRR variance components were used to derive genetic RFI and FS and DIM-specific genetic partial regressions of DMI on MBW, MilkE, and change in MBW. Estimated daily heritabilities of RFI and FS varied across lactation for both primiparous (0.05–0.07 and 0.11–0.17, respectively) and multiparous (0.03–0.13 and 0.10–0.17, respectively) cows. Genetic correlations of RFI across DIM varied (>0.05) widely compared with FS (>0.54) within either parity class. Heritability estimates based on average lactation-wise measures were substantially larger than daily heritabilities, ranging from 0.17 to 0.25 for RFI and from 0.35 to 0.41 for FS. The partial genetic regression coefficients of DMI on MBW (0.11 to 0.16 kg/kg0.75 for primiparous and 0.12 to 0.14 kg/kg0.75 for multiparous cows) and of DMI on MilkE (0.45 to 0.68 kg/Mcal for primiparous and 0.36 to 0.61 kg/Mcal for multiparous cows) also varied across lactation. In spite of the computational challenges encountered with MTRR, the model potentially facilitates an efficient strategy for harnessing more data involving a wide variety of data recording scenarios for genetic evaluations on feed efficiency. 相似文献
10.
为研究非平稳随机地震激励下顺层岩质边坡的动力可靠性问题,采用振型叠加法和虚拟激励法,建立含多层软弱结构面的顺层岩质边坡非平稳随机地震响应的快速算法,根据响应结果,采用首次穿越破坏准则,进一步推导出非平稳地震下顺层岩质边坡动力可靠度计算的解析表达式。在此基础上,通过MATLAB软件平台编写相应的程序以实现计算数据和结果图形的快速输出。算例分析表明:顺层边坡地震响应随时间和频率同时变化,具有明显的非平稳特性;随着边坡岩块高程的增加,其位移响应的离散程度会增大,而其对应结构面上剪切力和法向力响应的离散程度会减小,且法向力响应的离散程度更小;地震过程非平稳随机性会降低顺层岩质边坡的可靠程度,建立的可靠度计算方法能更真实地反映边坡的实际情况,更偏于工程安全。 相似文献