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基于堆叠式LSTM与熵值法的苹果价格组合预测模型研究 被引量:3
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作者 王晓蕾 张艳 +3 位作者 柳平增 温孚江 郑勇 王刚 《中国农机化学报》 北大核心 2021年第10期157-164,共8页
为提高苹果价格的预测精度,提出一种将长短期记忆模型(LSTM)与熵值法相结合的新方法。发挥LSTM的自身学习特性,以及熵值法的客观拟合特征信息特点,研究构建堆叠式LSTM与熵值法结合的组合模型。对比分析多个组合模型的预测性能,试验结果... 为提高苹果价格的预测精度,提出一种将长短期记忆模型(LSTM)与熵值法相结合的新方法。发挥LSTM的自身学习特性,以及熵值法的客观拟合特征信息特点,研究构建堆叠式LSTM与熵值法结合的组合模型。对比分析多个组合模型的预测性能,试验结果显示,苹果价格存在较为明显的空间传导效应,空间传导效应对价格波动产生显著影响。加入价格空间传导效应的堆叠式多层LSTM与熵值法相结合的组合模型预测精度对比LSTM提高18.81%,在苹果价格预测方面的效果表现良好。最后,基于优化后的组合模型对苹果价格进行预测,验证组合模型的有效性。 展开更多
关键词 LSTM 熵值法 基尼系数 MARKOV链 价格预测 苹果价格
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那曲树木成活影响因素解析与对策研究 被引量:2
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作者 王雪 张艳 +2 位作者 温孚江 奥宝平 柳平增 《中国农机化学报》 北大核心 2021年第5期153-158,221,共7页
为探究西藏那曲树木的适生问题,在已建成生态沙漠大数据平台并实现高海拔地区生态信息全方位采集的基础上,对影响树木成活的相关环境因素进行分析。首先利用主成分分析法筛选影响那曲树木成活的主要环境因素,并以2014—2018年数据为例,... 为探究西藏那曲树木的适生问题,在已建成生态沙漠大数据平台并实现高海拔地区生态信息全方位采集的基础上,对影响树木成活的相关环境因素进行分析。首先利用主成分分析法筛选影响那曲树木成活的主要环境因素,并以2014—2018年数据为例,对主要影响因子的变化特征进行分析,指出主要影响因子对树木生长的制约及促进作用。进一步针对影响那曲树木成活的主要限制因子,从合理选择种植时间、改善土壤结构、科学规划区域及优选适生植物等方面提出针对性的人工干预措施和解决方案,并结合实际试种结果验证人工干预措施和解决方案的有效性。研究结果可为那曲生态环境的科学治理提供支持与决策指导。 展开更多
关键词 西藏那曲 树木引种 主成分分析 气象因素 气候适应性
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嵌入式系统授权密匙的实验与设计
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作者 文福江 邓琳 《高师理科学刊》 2020年第5期33-35,41,共4页
嵌入式系统产品出厂加密后,经常进行现场终端授权的改变.为防止授权密匙被现场破解,会在设备规定的运行状态下,进行密码授权验证、修改、保存操作.因此,如何进入授权密匙修改状态,以及授权密匙修改后的数据在存储过程不被侦破解密,是设... 嵌入式系统产品出厂加密后,经常进行现场终端授权的改变.为防止授权密匙被现场破解,会在设备规定的运行状态下,进行密码授权验证、修改、保存操作.因此,如何进入授权密匙修改状态,以及授权密匙修改后的数据在存储过程不被侦破解密,是设计的关键.结合密匙生成、密匙验证、数据保存等操作过程,提出了一种综合的授权密匙生成校验方法.经实验,这种设计操作简便,具有保密性较强,可靠稳定的特点. 展开更多
关键词 嵌入式系统 授权密匙 片内EEPROM
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Effect of cDNA fragments in different length derived from Potato Virus Y coat protein gene on the induction of RNA-mediated virus resistance 被引量:5
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作者 ZHU Junhua ZHU Xiaoping +3 位作者 wen fujiang BAI Qingrong ZHU Changxiang SONG Yunzhi 《Science China(Life Sciences)》 SCIE CAS 2004年第4期382-388,共7页
We have reported that cDNA derived from entire coat protein (CP) gene of potato virus Y (PVY) could induce resistance to PVY infection in transgenic tobacco plants, and the resistance was further demonstrated to be RN... We have reported that cDNA derived from entire coat protein (CP) gene of potato virus Y (PVY) could induce resistance to PVY infection in transgenic tobacco plants, and the resistance was further demonstrated to be RNA-mediated rather than coat protein-mediated. In this study, we cloned cDNA fragments of 202 bp, 417 bp, and 603 bp in length derived from the 3′ end of the PVY CP gene, and the cDNA fragments were introduced into tobacco (var. NC89) plants via Agrobacterium-mediated transformation system. The results of resistance assay showed that the CP cDNA fragments of 417 bp and 603 bp could confer resistance of the trans-genic plants to PVY infection, but the fragment of 202 bp in length could not. Molecular analysis revealed that the resistance was RNA-mediated, which is believed to be a result of post-transcriptional gene silencing. The results indicate that the length of cDNA fragments needed for resistance induction was located somewhere between 202 bp and 417 bp from the 3′ end of PVY CP gene. 展开更多
关键词 PVY partial length of CP gene fragments transgenic tobacco plants RNA-mediated resistance post-transcrip-tional gene silencing.
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Towards sustainable protection against insect-borne plant viral diseases:Phytohormones and beyond
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作者 WANG Ning YAO XiangMei +2 位作者 ZHU ChangXiang wen fujiang YE Jian 《Science Foundation in China》 CAS 2016年第2期69-80,共12页
Due to the immobility of plants,around 75% of 1100 plant virus species are piercing-sucking insect transmitted.Host plant-mediated interactions between viruses and insects play vital roles in the population dynamics o... Due to the immobility of plants,around 75% of 1100 plant virus species are piercing-sucking insect transmitted.Host plant-mediated interactions between viruses and insects play vital roles in the population dynamics of vectors and the epidemiology of plant diseases.A successful viral pathogen has to evolve multiple strategies to manipulate host immune responses and also the ecological environment to facilitate effective transmission by insect vectors.Among these strategies,reprogramming the phytohormone signaling pathways is critical to the establishment of an effective virus transmission among plants and disease pandemic.Here,we review recent studies on the plant-virus inter-relationships with a focus on molecular and biochemical mechanisms that drive vector-borne viral diseases.Defense-related phytohormones such as Jasmonic acid(JA),Salicylic acid(SA)and Ethylene(ET)have been reported to be directly regulated by viral proteins.This knowledge is essential for the further design and/or development of effective and sustainable strategies to protect viral damages so as to increase crop yield and food security.Future efforts in this area should be focused on integrating and meta-analysis of big data generating from dynamics and multiple dimensional pathogen-vector-crop interactions under real agricultural conditions to achieve sustainable protection against plant diseases. 展开更多
关键词 PHYTOHORMONE Jasmonic acid Virus-vector-plant TRIPARTITE interactions GEMINIVIRUS
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