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基于SVR-随机森林模型的民机落地剩油预测研究 被引量:2
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作者 林熙颢 韦冬冬 +1 位作者 唐盛香 钱宇 《中国民航飞行学院学报》 2023年第4期40-43,共4页
针对国产民机落地剩油的预测与单一算法预测精度较低的问题,本文提出了一种基于支持向量回归机(SVR)与随机森林(RF)算法组合的预测模型对国产民机落地剩油做预测。灰色关联度分析得到落地剩油关联度较高的因素,简化模型输入量;采用单一... 针对国产民机落地剩油的预测与单一算法预测精度较低的问题,本文提出了一种基于支持向量回归机(SVR)与随机森林(RF)算法组合的预测模型对国产民机落地剩油做预测。灰色关联度分析得到落地剩油关联度较高的因素,简化模型输入量;采用单一的SVR算法与RF算法进行落地剩油预测,利用倒数误差法将两个单一算法组合起来对落地剩油做预测。实例验证,单一的预测模型准确率为81.21%、83.91%;组合模型的准确率为93.2%,提高了落地剩油预测的精度,有利于飞机在安全飞行的前提下合理减少额外油,提高经济效益。 展开更多
关键词 落地剩油 SVR 随机森林 倒数误差法 组合预测
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基于VSG的永磁直驱风电机组惯量支撑控制策略 被引量:12
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作者 马磊 刘国荣 +2 位作者 毛云坤 唐圣翔 肖吉 《电网与清洁能源》 2020年第12期115-120,共6页
风电并网容量比重不断加大,减弱了系统的调频能力与惯量支撑能力,电网失稳日益严重。针对这些问题提出了基于虚拟同步机(VSG)的永磁直驱风电机组的控制方案。模仿同步机的功频控制特点,使系统具有惯量响应能力。风电机组经PWM变流器并网... 风电并网容量比重不断加大,减弱了系统的调频能力与惯量支撑能力,电网失稳日益严重。针对这些问题提出了基于虚拟同步机(VSG)的永磁直驱风电机组的控制方案。模仿同步机的功频控制特点,使系统具有惯量响应能力。风电机组经PWM变流器并网,在机侧变流器利用直流电压外环和电流内环控制,维持直流母线电压稳定,VSG从网侧变流器接入,通过设计有功频率和无功电压控制方案,对系统进行调频、调压。使用Matlab软件搭建模型,调整仿真参数,仿真结果表明,该控制方案使系统可以模拟同步发电机的惯量响应特性,能够有效地解决由于风速或者电网负荷改变引起的频率震荡问题。 展开更多
关键词 永磁直驱风电机组 虚拟同步机 调频调压 惯量响应
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Genetic diversity of rice cultivars (Oryza sativa L.) in China and the temporal trends in recent fifty years 被引量:27
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作者 QI Yonawen ZHANG Dongling +8 位作者 ZHANG Hongliang WANG Meixing SUN Junli WEI Xinghua QIU Zongen tang shengxiang CAO Yongsheng WANG Xiangkun LI Zichao 《Chinese Science Bulletin》 SCIE EI CAS 2006年第6期681-688,共8页
To understand geographical distribution of the genetic diversity of rice cultivars {Oryza sativa L.) and its trends in recent fifty years in China, 453 ’ accessions were analyzed by 36 microsatellites loci and 42 phe... To understand geographical distribution of the genetic diversity of rice cultivars {Oryza sativa L.) and its trends in recent fifty years in China, 453 ’ accessions were analyzed by 36 microsatellites loci and 42 phenotypic traits. Results revealed that the genetic diversity by SSRs is highly consistent with that by phenotypic traits and the genetic diversity of indica cultivars was higher than that of japonica cultivars; the genetic diversity of cultivars declined from 1950s to 1980s and then increased greatly; among the six rice ecological zones (REZs), genetic diversity of REZTl was the highest and those of REZV and REZVT were the lowest at both DNA and phenotypic level. Jiangsu and Jiangxi provinces in the middle and lower reaches of Yangtze River and Sichuan province in southwest of China were the areas with the highest genetic diversity. Breeders in REZV which is an important japonica rice area but with very low genetic diversity should explore more gene resources to widen the genetic backgrounds of cultivars. 展开更多
关键词 中国 水稻种植 遗传多样性 微卫星标记 表型
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Genetic structure and diversity of Oryza sativa L. in Guizhou,China 被引量:5
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作者 ZHANG DongLing ZHANG HongLiang +9 位作者 WEI XingHua QI YongWen WANG Meixing SUN JunLi DING Li tang shengxiang QIU Zong'En CAO YongSheng WANG XiangKun LI ZiChao 《Chinese Science Bulletin》 SCIE EI CAS 2007年第3期343-351,共9页
Preserving many kinds of rice resources and rich variations, Guizhou Province is one of the districts with the highest genetic diversity of cultivated rice (Oryza sativa L.) in China. In the current research, genetic ... Preserving many kinds of rice resources and rich variations, Guizhou Province is one of the districts with the highest genetic diversity of cultivated rice (Oryza sativa L.) in China. In the current research, genetic diversity and structure of 537 accessions of cultivated rice from Guizhou were studied using 36 microsatellite markers and 39 phenotypic characters. The results showed that the model-based genetic structure was the same as genetic-distance-based one using SSRs but somewhat different from the documented classification (mainly based on phenotype) of two subspecies. The accessions being classified into indica by phenotype but japonica by genetic structure were much more than that being classified into japonica by phenotype but indica by genetic structure. Like Ding Ying’s taxonomic sys- tem of cultivated rice, the subspecific differentiation was the most distinct differentiation within culti- vated rice. But the differentiation within indica or japonica population was different: japonica presented clearer differentiation between soil-watery ecotypes than indica, and indica presented clearer differen- tiation between seasonal ecotypes than japonica. Cultivated rices in Guizhou revealed high genetic diversity at both DNA and phenotypic levels. Possessing the highest genetic diversity and all the nec- essary conditions as a center of genetic diversity, region Southwestern of Guizhou was suggested as the center of genetic diversity of O. sativa L. from Guizhou. 展开更多
关键词 贵州 水稻 遗传结构 遗传多态性 表型特征
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