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光伏功率预测在现代电力系统调度和运行中起着重要作用.针对光伏发电功率的多变性和复杂性,提出了一种基于新型相似日选取和北方苍鹰算法(Northern Goshawk Optimization, NGO)优化双向门控循环单元(Bidirectional Gated Recurrent Unit, BiGRU)的短期光伏功率预测方法.首先,利用斯皮尔曼相关系数选取主要气象因子,通过变分模态分解(Variational Mode Decomposition, VMD)将原始光伏功率和最大气象因子分解重构为一系列子信号.其次,通过构建新的评价指标筛选出相似日数据集,利用一组BiGRU建立以相似日子信号为网络输入的深度学习模型,并利用NGO对每个BiGRU网络的超参数进行有效优化.最后,对各子信号的预测结果进行综合,得到最终的光伏功率预测值.仿真结果表明,所提混合深度学习方法在预测精度和计算效率方面均优于其他方法. 相似文献
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为了提升2A14铝合金耐局部腐蚀性能,采用扫描电镜(SEM)、点蚀测试、循环阳极极化曲线(Tafel)和电化学阻抗谱(EIS)等分析测试方法,研究了Cu含量对2A14铝合金锻件显微组织和腐蚀性能的影响.结果表明:随着Cu含量降低,诱导点蚀的Al2Cu和AlCuMgSi残余结晶相体积分数减小,点蚀坑密度显著降低,合金抗点蚀性能和电化学腐蚀性能大幅提高. 相似文献
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人类同猩猩、猿、猴一样发源于非洲.但从现有研究来看,更早的祖先在进入非洲之前起源于非洲之外,比如亚洲.在大约5000万年前,非洲是一片被海水与世界隔绝的孤岛.那么这些祖先是如何到达非洲的呢?
最容易想到的是这些祖先通过陆桥进入非洲,但是目前已有的地理学证据不支持这一理论.相反,地理学证据提示了我们一种看起来最不可能的方... 相似文献
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Yongdong Zhang ? Yaling Su ? Zhengwen Liu ? Xiangchao Chen ? Jinlei Yu ? Xiaodan Di ? Miao Jin 《科学通报(英文版)》2014,59(11):1139-1150
Lake Fuxian is a large, deep, and oligotrophic freshwater lake. In recent sediment of this lake, a series of branched and cyclic alkanes, including branched alkanes with one or two quaternary carbon atoms (C2n compounds), alkylcycloheptane, and alkylcyclohexane, were detected in high abundance. For each homolog of long-chain branched/ cyclic alkanes, molecules with only an odd or even carbon number were present in the sediment. The abundance vari- ation of each compound homolog corresponded to those of other compound homolog in the section, indicating the same origin of these compounds. The concentrations of long-chain branched/cyclic alkanes in the sediment profile exhibited variations similar to those of phytoplankton biomarkers, such as 3-methylJalkanes, short-chain odd carbon n-alkanes, hopene, polyunsaturated fatty acids, phytol, sterols, and long-chain alkyl diols, but slightly different from those of long-chain odd carbon n-alkanes, which are ubiquitous biomarkers for higher plants. Therefore, the Can compounds and long-chain cyclic alkanes in the lake sediment were most likely produced by algae and bacteria in the water, primarily, by the heterotrophic bacteria in the moderately oxygenated waters, which flourishing might be the results of specific water environments in Lake Fuxian. 相似文献
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针对电离层延迟会导致GPS单频精密单点定位精度严重缺失的情况,分别探讨了克罗布歇模型、格网模型和历元差分模型,并采用IGS跟踪站数据进行电离层延迟改正。同时根据改正后的单频精密单点定位精度,比较了这三种电离层延迟改正模型的改正效果。结果表明:历元差分模型的改正效果最好,其改正后单频精密单点定位精度可达到厘米级,能较好地符合实际应用要求。 相似文献
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Angela M. Ortega-León Maricela Villagrán-Santa Cruz J. Jamie Zú?iga-Vega Raúl Cueva-del Castillo Fausto R. Méndez-de la Cruz 《西北部美国博物学家》2011,69(1)
Asynchronous reproduction is a common phenomenon in high-elevation populations of lizards from Central México. Sperm storage in the reproductive tract of females is the mechanism for making oocyte fertilization possible. Our study addresses questions related to functional oviductal sperm storage of females mating on different dates throughout the reproductive season. A population of Sceloporus mucronatus with copulation in the summer and ovulation in the fall was chosen for this experiment. Eleven females that copulated in the field during June and 13 females that copulated in captivity during August were maintained in the laboratory until parturition. The number of pregnant females and the litter sizes produced in each experimental group were indicative of the viability of the stored sperm. Sperm stored in the reproductive tract of females were able to fertilize eggs after 4 months. No significant differences were found in the number of pregnant females between the 2 experimental groups nor in the litter sizes that they produced. We found that the amount of time sperm were held in the female reproductive tract (ca. 3 months) had no effect on the capacity of sperm to fertilize eggs. Histological examination of 8 oviducts collected before the mating season eliminated the possibility of sperm storage from one year to the next. In this system, sperm retention could have evolved as a response mechanism to deal with the asynchrony between sexes in the reproductive cycles. However, we cannot rule out alternative hypotheses. 相似文献