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基于随机森林算法优选FY-4BAGRI通道订正雨量产品研究
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作者 夏进一 官莉 《暴雨灾害》 2024年第5期598-606,共9页
为提高卫星反演地面定量降水产品的精度,基于2022年6月1日—7月31日FY-4B静止轨道辐射成像仪AGRI(Advanced Geosynchronous Radiation Imager)中国区域一级辐射观测产品、二级云检测产品、二级定量降水估计业务产品及国家站雨量观测,利... 为提高卫星反演地面定量降水产品的精度,基于2022年6月1日—7月31日FY-4B静止轨道辐射成像仪AGRI(Advanced Geosynchronous Radiation Imager)中国区域一级辐射观测产品、二级云检测产品、二级定量降水估计业务产品及国家站雨量观测,利用随机森林算法分别建立了白天和夜间的降雨有无判断模型和降雨量反演模型,评估了AGRI一级辐射观测15个通道重要性,筛选白天和夜间适合判断和反演地面雨量的优选通道并建立各自优选通道判断和反演模型,最后依据各自优选通道模型反演2022年8月的降水并与FY-4B AGRI的二级定量降水估计业务产品进行检验对比,结果表明:(1)白天中波红外通道7和8重要性较低,白天判断和反演模型不使用通道7和8,夜间判断和反演模型使用所有红外通道,反演的降水量与国家站雨量观测最接近;(2)白天和夜间优选通道判断模型对有无降水的判断均优于FY-4B降水业务产品,尤其是命中率大大提高,但两种优选通道雨量反演模型反演雨量都偏多,白天反演雨量的准确率高于夜间;(3)白天和夜间两种优选通道雨量反演模型反演雨量的误差均小于FY-4B降水业务产品,降水业务产品和两种优选通道模型反演结果均高估小雨雨量、低估大雨雨量,降水强度越强低估越严重;(4)对于优选通道反演模型不同量级降水的反演,除夜间暴雨外,白天和夜间其他量级降水的均方根误差均较降水业务产品有所提升,其中小到中雨的精度提升最明显。 展开更多
关键词 FY-4B agri 通道选择 随机森林算法 地面降水
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Assimilating FY-4A AGRI Radiances with a Channel-Sensitive Cloud Detection Scheme for the Analysis and Forecasting of Multiple Typhoons
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作者 Feifei SHEN Aiqing SHU +4 位作者 Zhiquan LIU Hong LI Lipeng JIANG Tao ZHANG Dongmei XU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第5期937-958,共22页
This paper presents an attempt at assimilating clear-sky FY-4A Advanced Geosynchronous Radiation Imager(AGRI)radiances from two water vapor channels for the prediction of three landfalling typhoon events over the West... This paper presents an attempt at assimilating clear-sky FY-4A Advanced Geosynchronous Radiation Imager(AGRI)radiances from two water vapor channels for the prediction of three landfalling typhoon events over the West Pacific Ocean using the 3DVar data assimilation(DA)method along with the WRF model.A channel-sensitive cloud detection scheme based on the particle filter(PF)algorithm is developed and examined against a cloud detection scheme using the multivariate and minimum residual(MMR)algorithm and another traditional cloud mask–dependent cloud detection scheme.Results show that both channel-sensitive cloud detection schemes are effective,while the PF scheme is able to reserve more pixels than the MMR scheme for the same channel.In general,the added value of AGRI radiances is confirmed when comparing with the control experiment without AGRI radiances.Moreover,it is found that the analysis fields of the PF experiment are mostly improved in terms of better depicting the typhoon,including the temperature,moisture,and dynamical conditions.The typhoon track forecast skill is improved with AGRI radiance DA,which could be explained by better simulating the upper trough.The impact of assimilating AGRI radiances on typhoon intensity forecasts is small.On the other hand,improved rainfall forecasts from AGRI DA experiments are found along with reduced errors for both the thermodynamic and moisture fields,albeit the improvements are limited. 展开更多
关键词 FY-4A agri radiance particle filter multiple typhoons data assimilation numerical weather prediction
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AGRIS
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《Medicinal Plant》 2024年第1期87-87,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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AGRIS
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《Asian Agricultural Research》 2024年第6期47-47,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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AGRIS
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《Medicinal Plant》 2024年第5期75-75,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FA0.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FA0.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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农业种植智能体(Agri-agent)的构建与应用展望
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作者 任荣荣 胡崇宇 吴国龙 《农业展望》 2024年第6期92-106,共15页
在农业领域中,由于生产环境、生产能力和生产目标多种多样,如何有效管理这种多样性成为农业智能化和现代化的关键。种植智能体以其系统性、自治性和具身性等特征,可成为农业实现系统化、智能化和现代化的可行方案。本研究对农业中智能... 在农业领域中,由于生产环境、生产能力和生产目标多种多样,如何有效管理这种多样性成为农业智能化和现代化的关键。种植智能体以其系统性、自治性和具身性等特征,可成为农业实现系统化、智能化和现代化的可行方案。本研究对农业中智能体技术的发展进行分析,提出了种植智能体的概念框架,有助于更好地定位智慧农业的应用方向。本研究围绕智能体的内涵形态、技术架构和业态趋向3个方面展开研究,初步建立了智慧农业种植智能体的系统框架。该框架包括种植智能体的定义、特性、架构、关键技术,并对未来发展方向进行初步探讨。该方法旨在为智慧农业种植智能体的进一步研究奠定基础,提出切实可行的解决方案,最终建立信息化、智能化的智慧农业种植体系。在数字技术与农业深度融合的背景下,种植智能体框架及应用解决方案在保障农产品供给、提升农业抗风险能力方面将发挥重要的作用,为农业的智能化、可持续发展注入新的活力。 展开更多
关键词 智慧农业 多智能体系统 农业种植智能体 粮食安全 农业科技创新
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FY-4A/AGRI海表温度产品和质量检验 被引量:7
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作者 崔鹏 王素娟 +1 位作者 陆风 肖萌 《应用气象学报》 CSCD 北大核心 2023年第3期257-269,共13页
风云四号气象卫星A星(FY-4A)是我国第2代静止气象卫星首发星,搭载的先进静止轨道辐射成像仪AGRI是迄今为止我国静止轨道最先进的辐射成像仪。海表温度产品是FY-4A/AGRI基础定量产品之一,采用非线性海表温度算法在业务系统实时反演得到... 风云四号气象卫星A星(FY-4A)是我国第2代静止气象卫星首发星,搭载的先进静止轨道辐射成像仪AGRI是迄今为止我国静止轨道最先进的辐射成像仪。海表温度产品是FY-4A/AGRI基础定量产品之一,采用非线性海表温度算法在业务系统实时反演得到。以现场实测海表温度数据为参考,选择观测时间为30 min、观测空间距离为4 km的时空匹配窗口,对FY-4A/AGRI海表温度产品进行质量检验,评估结果表明:质量为优的像元平均偏差为-0.45~-0.42℃,标准差为0.81~0.88℃,相关系数在0.985以上。以Himawari-8/AHI海表温度数据为参考,按观测时间为1 h、空间距离为4 km的时空匹配窗口,对FY-4A/AGRI海表温度进行质量检验,质量为优的像元平均偏差为-0.26~-0.07℃,标准差为0.68~0.82℃,两者相关系数在0.985以上,达到0.001显著性水平。 展开更多
关键词 FY-4A/agri 海表温度 质量控制
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AGRIS
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《Medicinal Plant》 CAS 2023年第5期51-51,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations. 展开更多
关键词 agriS continued agriCULTURAL
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AGRIS
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《Medicinal Plant》 2023年第6期46-46,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS。 展开更多
关键词 agriS continued agriCULTURAL
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基于朴素贝叶斯的FY-4A/AGRI云检测方法 被引量:5
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作者 郭雪星 瞿建华 +2 位作者 叶凌梦 韩旻 史墨杰 《应用气象学报》 CSCD 北大核心 2023年第3期282-294,共13页
光学遥感云检测是定量遥感和遥感应用的基础,尝试将朴素贝叶斯的机器学习方法应用于风云四号气象卫星A星(FY-4A)搭载的先进静止轨道辐射成像仪(AGRI)红外通道数据云检测。因辐射物理方法的云检测采用可见光通道导致存在日夜不连续现象,... 光学遥感云检测是定量遥感和遥感应用的基础,尝试将朴素贝叶斯的机器学习方法应用于风云四号气象卫星A星(FY-4A)搭载的先进静止轨道辐射成像仪(AGRI)红外通道数据云检测。因辐射物理方法的云检测采用可见光通道导致存在日夜不连续现象,仅选取FY-4A/AGRI载荷7个红外通道的光谱数据,构建10种特征分类,利用正交偏振云-气溶胶激光雷达(CALIOP)与FY-4A/AGRI时空匹配数据,对不同地表类型和不同季节的数据集进行分类训练和验证。与CALIOP数据交叉验证显示除积雪上空云识别准确率约为81%,深海、浅水、陆地和荒漠上空的云识别准确率均高于92%,误判率基本低于10%,总体云识别精度达到90%;与2021年10月和2022年1,4,7月MODIS 2级云检测产品比对,深海、浅水云识别准确率均在88%以上,误判率分别低于3%和10%,夏季云识别效果最佳,总体云识别准确率高达90%。云检测结果不仅得到云、可能云、可能晴空和晴空4种分类结果,还得到每种特征和综合特征云检测分类器的不确定性概率值,这为云和地表相关检测产品提供重要参考。 展开更多
关键词 FY-4A/agri 朴素贝叶斯 云检测
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Assimilation of the FY-4A AGRI Clear-Sky Radiance Data in a Regional Numerical Model and Its Impact on the Forecast of the“21·7”Henan Extremely Persistent Heavy Rainfall 被引量:5
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作者 Lan XU Wei CHENG +5 位作者 Zhongren DENG Juanjuan LIU Bin WANG Bin LU Shudong WANG Li DONG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2023年第5期920-936,共17页
Assimilation of the Advanced Geostationary Radiance Imager(AGRI)clear-sky radiance in a regional model is performed.The forecasting effectiveness of the assimilation of two water vapor(WV)channels with conventional ob... Assimilation of the Advanced Geostationary Radiance Imager(AGRI)clear-sky radiance in a regional model is performed.The forecasting effectiveness of the assimilation of two water vapor(WV)channels with conventional observations for the“21·7”Henan extremely heavy rainfall is analyzed and compared with a baseline test that assimilates only conventional observations in this study.The results show that the 24-h cumulative precipitation forecast by the assimilation experiment with the addition of the AGRI exceeds 500 mm,compared to a maximum value of 532.6 mm measured by the national meteorological stations,and that the location of the maximum precipitation is consistent with the observations.The results for the short periods of intense precipitation processes are that the simulation of the location and intensity of the 3-h cumulative precipitation is also relatively accurate.The analysis increment shows that the main difference between the two sets of assimilation experiments is over the ocean due to the additional ocean observations provided by FY-4A,which compensates for the lack of ocean observations.The assimilation of satellite data adjusts the vertical and horizontal wind fields over the ocean by adjusting the atmospheric temperature and humidity,which ultimately results in a narrower and stronger WV transport path to the center of heavy precipitation in Zhengzhou in the lower troposphere.Conversely,the WV convergence and upward motion in the control experiment are more dispersed;therefore,the precipitation centers are also correspondingly more dispersed. 展开更多
关键词 FY-4A agri clear-sky radiance satellite data assimilation “21·7”Henan extremely persistent heavy rainfall
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基于FY-4A AGRI数据研究2023-02-06土耳其地震水汽异常变化
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作者 周羿 王新志 许昌 《大地测量与地球动力学》 CSCD 北大核心 2023年第12期1294-1299,共6页
首先利用探空数据对风云四号气象卫星A星(FY-4A)先进的静止轨道辐射成像仪(AGRI)提供的水汽产品进行精度验证;然后利用AGRI获取2023-02-06土耳其地震震中区域水汽、陆表温度和降水估计的时间序列,并对水汽异常变化特征进行分析。结果表... 首先利用探空数据对风云四号气象卫星A星(FY-4A)先进的静止轨道辐射成像仪(AGRI)提供的水汽产品进行精度验证;然后利用AGRI获取2023-02-06土耳其地震震中区域水汽、陆表温度和降水估计的时间序列,并对水汽异常变化特征进行分析。结果表明:1) AGRI水汽和探空水汽的相关系数为0.90,RMSE和平均bias分别为2.51 mm和-0.06 mm;2)临震时,AGRI水汽方差上升至0.029-0.156 mm,波动加剧;震后,AGRI水汽出现一个明显的陡升-陡降过程;3)基于AGRI陆表温度和降水估计,推断出现水汽异常变化的原因可能是地震后地面热作用增加使得水汽上升,在峰值时形成降水,导致水汽急剧下降。 展开更多
关键词 FY-4A agri 探空 水汽 陆表温度 降水估计 土耳其地震
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AGRIS
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《Medicinal Plant》 CAS 2023年第1期32-32,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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AGRIS
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《Medicinal Plant》 CAS 2023年第2期103-103,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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AGRIS
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《Medicinal Plant》 CAS 2023年第4期40-40,共1页
AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodie... AGRIS(The Agricultural Sciences and Technology)is a booklist-style international agricultural database which is established by the international agricultural technology information system subordinate to FAO.It embodies continued publications,documents,corpuses,books,technology reports,patents,maps,meeting papers,and other literatures,which are collected by 135 countries and regions,146 branches of AGRIS,and 22 international organizations.Its content comprises all the agricultural fields in the world,as well as forestry,economy,aquatic sciences,fishery,human dietetics,and so on.This database is an international intelligence communication system maintained by FAO,which updates quarterly and increases by 0.13 million records annually,with large data amount. 展开更多
关键词 agriS annually maintained
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CABI、AGRICOLA和AGRIS数据库比较研究
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作者 王国龙 李佩 朱海燕 《中国索引》 2003年第1期46-49,共4页
本文对美国银盘公司检索系统webspirs下的CABI、AGRICOLA和AGRIS三个数据库从文献收录数量、质量、语种和重复情况等方面进行比较研究,对选择订购和文献检索有一定的参考价值。
关键词 农业数据库 农业文献 文献检索 CABI agriCOLA agriS
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CABI、AGRICOLA和AGRIS数据库比较研究 被引量:5
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作者 朱海燕 王国龙 李佩 《农业图书情报学刊》 2002年第6期89-92,共4页
对美国银盘公司检索系统webspirs下的三大农业数据库 ,CABI、AGRICOLA和AGRIS进行比较研究发现 :三个数据库在文献收录数量 ,收录内容和语种等方面存在显著差异。对植物、动物、饲料、肥料和灌溉五大类代表文献的检索结果显示 :AGRIS在... 对美国银盘公司检索系统webspirs下的三大农业数据库 ,CABI、AGRICOLA和AGRIS进行比较研究发现 :三个数据库在文献收录数量 ,收录内容和语种等方面存在显著差异。对植物、动物、饲料、肥料和灌溉五大类代表文献的检索结果显示 :AGRIS在文献总量上占优势 ,但从近 10年检索结果来看 ,CABI则在文献收录量上领先。从收录文献的语种来看 ,AGRICOLA以英语为主 ,其次是法语、俄语 ,CABI和AGRIS除英语外 ,还收录较多的汉语和法语文献。从收录文献的类型来看 ,三个数据库均以期刊文献为主 ,但各具特色 ,如CABI以收录会议论文、图书、技术报告见长 ,A GRIS除会议文献外 ,还收录较多的单行本、学位论文、书目和数据库文献 ,AGRICOLA除单行本和书目外 ,还收录一定量的参考工具书。比较结果显示 3个数据库都存在不同程度的重复 ,重复率在2 0 %~ 6 0 %。对数据库收录文献的质量、数量综合比较显示 :CABI最优 ,其次是AGRIS和AGRI COLA。 展开更多
关键词 CABI agriCOLA agriS 比较研究 农业数据库 农业文献 文献检索
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2%Agri-Terra颗粒剂防治番茄根结线虫 被引量:8
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作者 刘霆 刘伟成 +2 位作者 裘季燕 卢彩鸽 刘德文 《农药》 CAS 北大核心 2008年第12期915-916,共2页
用2%Agri-Terra颗粒剂(有效成分:海藻酸丙二酯)温室处理土壤防治番茄根结线虫试验表明:2%Agri-Terra颗粒剂可较好地控制番茄根结线虫危害。2%Agri-Terra颗粒剂22.5、30.0、37.5kg/hm2三个处理,药后90d土壤中2龄幼虫数量减退率分别为75.... 用2%Agri-Terra颗粒剂(有效成分:海藻酸丙二酯)温室处理土壤防治番茄根结线虫试验表明:2%Agri-Terra颗粒剂可较好地控制番茄根结线虫危害。2%Agri-Terra颗粒剂22.5、30.0、37.5kg/hm2三个处理,药后90d土壤中2龄幼虫数量减退率分别为75.67%、77.13%、84.42%,而对照药剂1.8%阿维菌素乳油15.0L/hm2处理的线虫减退率为75.88%。药后90d,2%Agri-Terra颗粒剂各处理防治效果分别为58.63%、66.91%、80.75%,而对照药剂为61.79%。2%Agri-Terra颗粒剂可有效地控制番茄根结线虫的危害,有较高的推广应用价值。 展开更多
关键词 agri—Terra 减退率 防治效果
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Agri-star松土促根剂对烤烟生长发育及经济性状的影响 被引量:8
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作者 王守刚 毛家伟 +2 位作者 司贤宗 刘春增 张传忠 《河南农业科学》 CSCD 北大核心 2015年第6期56-57,67,共3页
采用大田对比试验,以中烟100为材料,研究了Agri-star松土促根剂对烤烟生长发育、主要病害及经济性状的影响。结果表明,与不施松土促根剂相比,施用Agri-star松土促根剂处理烟株的农艺性状均有提高,移栽后45 d,株高增加4.4 cm,茎围增加0.2... 采用大田对比试验,以中烟100为材料,研究了Agri-star松土促根剂对烤烟生长发育、主要病害及经济性状的影响。结果表明,与不施松土促根剂相比,施用Agri-star松土促根剂处理烟株的农艺性状均有提高,移栽后45 d,株高增加4.4 cm,茎围增加0.26 cm,叶片数增加0.8片,叶面积增加184.1 cm2,其中叶面积提高最明显;降低了烟草花叶病和气候斑点病的发病率,二者分别下降14.3、7.5个百分点,提高了烟株的抗病能力;增加了烟株根、茎、叶干物质质量和根系体积,促进了根系发育;使得烟叶的经济性状有了明显提高。 展开更多
关键词 agri-star松土促根剂 烤烟 农艺性状 烟草花叶病 气候斑点病
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Agri-50E对温室白粉虱防治效果 被引量:6
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作者 王成菊 李学锋 +1 位作者 杨根海 蒋家珍 《农药》 CAS 北大核心 2006年第4期280-281,共2页
采用茎叶喷雾法,测试了Agri-50E对温室番茄白粉虱的作用。结果表明,间隔14d两次施药,第一次药后3、28d,2.5、3.33、5L/hm2处理对白粉虱的防效在55%~68.9%、71%~85.7%、80%~91.3%;对照药剂10%吡虫啉90ga.i./hm2,防效54%~63.3%。Agri-... 采用茎叶喷雾法,测试了Agri-50E对温室番茄白粉虱的作用。结果表明,间隔14d两次施药,第一次药后3、28d,2.5、3.33、5L/hm2处理对白粉虱的防效在55%~68.9%、71%~85.7%、80%~91.3%;对照药剂10%吡虫啉90ga.i./hm2,防效54%~63.3%。Agri-50E防效和速效性都好于吡虫啉。 展开更多
关键词 agri-50E 白粉虱 防效
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