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基于插值算法的靶标三维激光点云数据补偿研究 被引量:3
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作者 张美娜 范道全 +2 位作者 雷哓晖 andreas herbst 吕晓兰 《中国农机化学报》 北大核心 2020年第8期59-64,共6页
农用车辆搭载二维LiDAR传感器沿果树行行驶可获得靶标的三维点云数据。果园环境复杂,靶标探测传感器易出现噪声或数据丢失的情况,同时,搭载传感器的农用车辆行驶速度不均匀会引起获取的三维点云数据分布不均匀。为减少上述问题引入的测... 农用车辆搭载二维LiDAR传感器沿果树行行驶可获得靶标的三维点云数据。果园环境复杂,靶标探测传感器易出现噪声或数据丢失的情况,同时,搭载传感器的农用车辆行驶速度不均匀会引起获取的三维点云数据分布不均匀。为减少上述问题引入的测量误差,提出了一种插值算法对靶标三维点云数据进行数据补偿。首先,分析靶标原三维点云数据中每两个激光扫描面之间的距离差,查看数据分布均匀程度;然后,设置期望的距离差值作为插值算法的输入变量,遍历计算整个数据向量中的插值点个数;最后,循环调用插值函数进行插值直到插值点个数递减为零。其中,插值算法单次作业流程为查找定位、计算插值扫描面个数、计算插值扫面数据、数据补偿与数据返回。试验结果表明,对仿真树的三维点云进行插值补偿,相邻扫描面之间距离差值的期望值为0.03 m和0.02 m时,分别插入了13组和22组数据。通过插值算法补偿后的靶标三维点云数据更加完整,为后期基于靶标三维点云数据提取计算施药参数奠定了基础。 展开更多
关键词 精准施药 靶标探测 激光雷达扫描 三维点云 插值算法
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基于仿真果园试验台的植保无人机施药雾滴飘移测试方法与试验 被引量:29
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作者 王昌陵 何雄奎 +12 位作者 曾爱军 andreas herbst Supakorn Wongsuk 乔白羽 赵铖 袁善奎 钟玲 Verena Overbeck Jane Bonds 杨苡 周国强 王轩 高万林 《农业工程学报》 EI CAS CSCD 北大核心 2020年第13期56-66,共11页
植保无人机(Unmanned Aerial Vehicle,UAV)果树飞防植保作业中飞行高度较高并且采用低容量细小雾滴喷雾,飘移风险极高。但是,无人机果园施药雾滴飘移特性研究尚处于初步开展阶段,缺乏全方位综合测试方法以及对不同无人机机型和喷头类型... 植保无人机(Unmanned Aerial Vehicle,UAV)果树飞防植保作业中飞行高度较高并且采用低容量细小雾滴喷雾,飘移风险极高。但是,无人机果园施药雾滴飘移特性研究尚处于初步开展阶段,缺乏全方位综合测试方法以及对不同无人机机型和喷头类型的评价。该研究在前期研究基础上,提出一种基于仿真果园试验台的植保无人机果园施药雾滴飘移测试方法,设计并制作仿真葡萄园试验台和空中飘移收集装置,结合地面飘移收集装置和冠层沉积收集带,首次通过雾滴空间飘移指数ADX定量分析评价不同机型的喷雾过程中农药雾滴空间飘移特性,并采用田间近地飘移测试平台进行无人机喷雾飘移试验,使用荧光示踪法探究4种典型植保无人机(油动单旋翼、电动6旋翼及2种电动8旋翼无人机)分别搭载IDK 120-015空气射流喷头和TR 80-0067空心圆锥喷头喷雾作业的雾滴冠层沉积分布、地面飘移、近地飘移及空中飘移特性,进而对不同喷雾飘移测试收集装置进行评估。结果表明:在侧风速2.2~3.6 m/s,温度29.8~34.3℃,相对湿度10.7%~30.6%的环境条件下,IDK空气射流喷头在作业高度1.5 m、速度2.0 m/s参数下可显著降低无人机喷雾下风向飘移水平,优化沉积分布均匀性,提高农药雾滴利用率;4种机型飘移特性无显著差异,旋翼下洗气流产生的卷扬涡流是影响无人机喷雾飘移的重要因素;葡萄园喷雾作业缓冲区至少应设置为15 m;冠层沉积率越小(P<0.05,r<0)、沉积分布变异系数越高(P<0.01,r>0)、田间飘移平台平均均值飘移率和90%累积飘移距离越大(P<0.01,r>0)以及ADX值越大(P<0.01,r>0)均表明雾滴飘移风险越高,3种收集装置及其评价指标均可有效评估下风向飘移特性;植保无人机喷雾飘移率与下风向距离满足指数函数关系。研究结果以期为新型果树专用植保无人机研发、植保无人机果园作业喷雾飘移测试方法的标准制定和田间作业参数选择提供参考和数据支持。 展开更多
关键词 无人机 试验 喷雾 下风向 空中飘移 地面飘移 测试方法
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植保无人机低空低量施药雾滴沉积飘移分布立体测试方法 被引量:16
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作者 王志翀 andreas herbst +3 位作者 Jane Bonds 曾爱军 赵铖 何雄奎 《农业工程学报》 EI CAS CSCD 北大核心 2020年第4期54-62,共9页
随着植保无人机在中国的广泛使用,植保无人机的沉积分布均匀性与雾滴飘移流失也引起各方面的重视。目前,针对植保无人机施药雾滴沉积飘移的测试方法较少,且着重于从沉积或飘移中某一方面分析植保无人机雾滴沉积飘移规律,未对作业中全方... 随着植保无人机在中国的广泛使用,植保无人机的沉积分布均匀性与雾滴飘移流失也引起各方面的重视。目前,针对植保无人机施药雾滴沉积飘移的测试方法较少,且着重于从沉积或飘移中某一方面分析植保无人机雾滴沉积飘移规律,未对作业中全方位的雾滴的沉积飘失规律进行系统测试。该文基于国际标准ISO22866和ISO24253建了1套针对低空低量植保无人机的立体测试方法,分别在地面布置沉积和飘移收集器,在空中架设立体沉积和空中飘移收集器,结合航拍影像所获取的植保无人机准确作业参数,对4个型号植保无人机分别搭载德国Lechler公司的IDK120-015和TR80-0067喷头进行了测试,系统分析了无人机周边的总沉积以验证方法准确性,计算了总地面沉降以表征可利用部分和空中耗散以评估环境风险。结果表明,各植保无人机地面沉积率在53.6%~76.6%,地面飘移率最高17.4%,空中飘移率可高达14.7%;该测试系统可收集62.4%~101.7%无人机喷洒出的雾滴。测试的4种植保无人机在搭载IDK喷头后均明显降低了雾滴飘移,但也同时降低地面沉积率;各植保无人机在搭载2种喷头时沉积规律不同,不同植保无人机设计需要选择不同喷头。该测试方法能够有效的收集并分析植保无人机在作业区域的雾滴立体分布状态,可为植保无人机综合评估提供新的参考依据。 展开更多
关键词 农药 无人机 测试方法 立体分布 沉积 飘移
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风洞环境下喷头及助剂对植保无人飞机喷雾飘移性的影响 被引量:20
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作者 曾爱军 王昌陵 +4 位作者 宋坚利 王志翀 黄铭一 何雄奎 andreas herbst 《农药学学报》 CAS CSCD 北大核心 2020年第2期315-323,共9页
为探究和减少植保无人飞机喷雾施药过程中的雾滴飘移,采用由单个旋翼与喷头组成的喷雾单元,在可控风洞环境条件下进行了模拟飞行喷雾试验,控制风洞条件为风速5 m/s、喷雾压力0.3 MPa及旋翼转速2300 r/min不变,对比研究了11种喷头、4种... 为探究和减少植保无人飞机喷雾施药过程中的雾滴飘移,采用由单个旋翼与喷头组成的喷雾单元,在可控风洞环境条件下进行了模拟飞行喷雾试验,控制风洞条件为风速5 m/s、喷雾压力0.3 MPa及旋翼转速2300 r/min不变,对比研究了11种喷头、4种代表性助剂以及不同温度/相对湿度条件对雾滴飘移的影响,采用飘移潜在指数(DIX)及相对减飘率(DPRP)两项指标进行对比评估。结果表明:在温度/相对湿度为20℃/RH 80%条件下,不同类型喷头喷雾药液在空中垂直面和水平距离上的飘移沉积量分布均呈现显著的规律性变化趋势,与对照喷头F110-03相比,喷头飘移潜在性从大到小依次为:TR80-0067>ST110-0067>XR110-01>ST110-015>TR80-01>ST110-02>XR110-03>对照F110-03>IDK系列,其中IDK120-01与IDK120-015喷头的减飘移效果相近并为最好;在30℃/RH 40%条件下,采用XR110-01喷头,分别添加助剂0.5%Silwet DRS-60、1.0%"迈飞"(MF)和1.0%Y-20079后,与不添加助剂的对照相比,平均减飘率分别为43.3%、15.6%和5.2%,表明不同助剂对飘移的影响不同,需考虑助剂类型及其减飘效果合理选用;在20℃/RH 40%、20℃/RH 80%、30℃/RH 40%和30℃/RH 60%条件下,XR110-01喷头与添加1.0%MF助剂组合有利于空中飘移的减少,尤其是高温/低湿条件下,添加助剂的减飘移效果较好。该研究结果可为植保无人飞机的喷头选择、喷雾助剂筛选和实际应用提供参考和指导,并为进一步研究喷头及助剂的减飘技术提供数据基础。 展开更多
关键词 植保无人飞机 喷头 助剂 风洞 飘移 飘移潜在指数 减飘率 雾滴粒径
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农用喷头雾化粒径测试方法比较及分布函数拟合 被引量:27
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作者 王双双 何雄奎 +3 位作者 宋坚利 张录达 Gary J. Dorr andreas herbst 《农业工程学报》 EI CAS CSCD 北大核心 2014年第20期34-42,共9页
农药雾滴粒径是影响农药在靶标上的沉积量和分布均匀性的主要因素,测试方法和仪器很多。该文使用激光粒子图像分析测试系统(particle/droplet image analysis,PDIA)、Sympatec HELOS Vario激光衍射粒度分析仪和Spraytec实时喷雾粒度分析... 农药雾滴粒径是影响农药在靶标上的沉积量和分布均匀性的主要因素,测试方法和仪器很多。该文使用激光粒子图像分析测试系统(particle/droplet image analysis,PDIA)、Sympatec HELOS Vario激光衍射粒度分析仪和Spraytec实时喷雾粒度分析仪3种常用的雾滴粒径分析仪对ST喷头进行雾滴粒径测试,结果表明3种仪器测得的雾滴体积中径(VMD,volume median diameter)绝对结果有差异,但是与已有的喷头雾滴细度界限值相比,该文所用的不同仪器测量结果对相同喷头的定级相同。鉴于此,选用Spraytec对Lechler公司生产的IDK、TR和ST 3种类型、2个国标流量代号(02和03)的6种型号喷头在喷雾扇面内的VMD进行测试,基于最小二乘法对测试结果进一步分析拟合,得到VMD在喷雾扇面内分布规律的函数形式。回归拟合函数以位置信息(喷雾高度,水平位置)为自变量、VMD为因变量,经回归效果检验可知各函数F统计量皆大于其F临界值(α=0.05),且相关指数都大于0.8,表明该文中所得的拟合函数可以较准确地描述雾滴粒径分布规律,并较精确地预测出扇面中非测试点的雾滴粒径。这些拟合函数为进一步研究喷杆各喷头喷雾扇面叠合后的雾滴粒径分布提供了基础。 展开更多
关键词 喷头 雾化 粒径分析 测试方法比较 最小二乘法 回归拟合
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亚洲农用植保无人机发展与应用 被引量:24
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作者 何雄奎 Jane Bonds +1 位作者 andreas herbst Jan Langenakens 《中国农业文摘(农业工程)》 2017年第6期5-12,共8页
近年来,植保无人机农药喷洒作业在亚洲地区(中国、日本、韩国)的使用量日益增长,应用的农作物范围也越来越广,无人机航空植保在亚洲地区具有广阔发展应用前景。植保无人机用于低空低量施药作业与传统人力背负喷雾作业相比具有作业效率高... 近年来,植保无人机农药喷洒作业在亚洲地区(中国、日本、韩国)的使用量日益增长,应用的农作物范围也越来越广,无人机航空植保在亚洲地区具有广阔发展应用前景。植保无人机用于低空低量施药作业与传统人力背负喷雾作业相比具有作业效率高,劳动强度小;与有人驾驶大型航空飞机施药相比成本大大降低,并能够满足高效农业经济发展的需求。特别是对于水稻、中后期玉米、丘陵中种植的农经作物等地面机械难以进地进行农药喷雾作业的情况,中国和日本研发了多种适合于这种地区小农户的植保无人机,以应对日益严峻的病虫害防治任务;同时,采用植保无人机进行农药喷施,人机分离、人药分离、高效安全,并能实现生长期全程植保机械化喷雾作业。本文综述了中国植保无人机低空低量航空施药技术的发展现状,从无人机飞行平台、喷洒雾化设备、防治作物和试验研究等方面与亚洲邻国日本和韩国进行了对比,讨论了亚洲地区植保无人机低空低量航空施药技术未来发展中的机遇和挑战。 展开更多
关键词 植物保护 无人机施药 施药技术 喷雾质量 飞行控制 农药施用
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电动甩绳式疏花机在翠冠梨园中的试验研究 被引量:8
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作者 雷哓晖 吕晓兰 +3 位作者 张美娜 马拯胞 常有宏 andreas herbst 《中国农机化学报》 北大核心 2020年第9期47-52,共6页
基于自主研制的电动甩绳式疏花机,分别在小冠疏层形和"Y"字棚架形翠冠梨园中进行疏花试验研究。首先通过室内台架试验,建立了疏花轴转速与疏花绳击打力的函数关系模型,确定了翠冠梨树最小疏花转速为436.9 r/min。其次在田间... 基于自主研制的电动甩绳式疏花机,分别在小冠疏层形和"Y"字棚架形翠冠梨园中进行疏花试验研究。首先通过室内台架试验,建立了疏花轴转速与疏花绳击打力的函数关系模型,确定了翠冠梨树最小疏花转速为436.9 r/min。其次在田间试验中,以50%花蕾保留率为疏花目标,研究疏花机疏花与人工定果联合作业方式相比于单一的人工疏果作业方式,对花蕾保留率、坐果率、作业效率及成本、果实产量及品质的影响。试验结果表明:试验梨树花蕾保留率在49.46%~52.52%的范围内浮动,花蕾保留率变异系数在3.66%~8.65%的范围内浮动,疏花机作业质量好;疏花机可显著降低梨树的绝对坐果率,以减少果树营养浪费,虽然对梨树坐果有少量的影响,但不影响最终果实的产量及品质;疏花机可分别缩短小冠疏层形梨园30.71%、"Y"字棚架形梨园48.68%的人工疏果时间,小冠疏层形和"Y"字棚架形梨园的机具盈利面积分别为769.23 m^2/台和833.33 m^2/台;2种树形中,试验梨树留果率与单树果实总产量、单树优质果产量成正相关,与优质果单果质量、糖度呈负相关。电动甩绳式疏花机的研发有助于提高果园疏花疏果环节作业效率,该试验研究可为翠冠梨园的机械化管理提供参考。 展开更多
关键词 疏花机械 梨园 花蕾击打 疏除质量 盈利面积 生产效率
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果园机械化疏花技术与装备研究进展
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作者 张振 雷哓晖 +2 位作者 王伟 andreas herbst 吕晓兰 《中国农机化学报》 2024年第10期344-352,共9页
为促进果园机械化疏花技术与装备发展,提高果园全程机械化水平,通过论述疏花的必要性与作业标准,以期为疏花工作提供理论指导。根据国内外手持式、振动式、机载式和智能式疏花机的工作方法与特点,概括分析其关键技术和优缺点。重点阐述... 为促进果园机械化疏花技术与装备发展,提高果园全程机械化水平,通过论述疏花的必要性与作业标准,以期为疏花工作提供理论指导。根据国内外手持式、振动式、机载式和智能式疏花机的工作方法与特点,概括分析其关键技术和优缺点。重点阐述机器视觉作为智能疏花机核心技术在花朵识别应用上的研究现状,通过对比YOLO、Faster R-CNN等典型花朵识别算法的平均精度、召回率和F1分数总结其制约因素和存在的主要问题。针对目前主流机载疏花机存在的工作模式单一、精准作业水平低、对果园标准化水平要求高、适用范围窄等主要问题,从规范果园种植方式、研发新型主轴结构与疏花绳材料、构建果园生产管理经验专家库、花朵识别技术的重点研究方向、智能疏花机未来研发重点5个方面进行展望。 展开更多
关键词 果园机械化 疏花 手持 机载 花朵识别
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Recent development of unmanned aerial vehicle for plant protection in East Asia 被引量:42
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作者 He Xiongkui Jane Bonds +1 位作者 andreas herbst Jan Langenakens 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2017年第3期18-30,共13页
Recently,the growing use of unmanned aerial vehicles(UAV)for pesticide application has been reported against a wide range of crops with promising results in East Asian countries such as Japan,South Korea and China.Thi... Recently,the growing use of unmanned aerial vehicles(UAV)for pesticide application has been reported against a wide range of crops with promising results in East Asian countries such as Japan,South Korea and China.This UAV-based application technology for agrochemicals is considered as a high efficiency alternative to the conventional manual spray operations and a low-cost choice as compared to the classical manned aerial application.However,the technology adoption rate and the designed optimal sprayer suitable for drone application for small scale farm remains at the development stage in China and also in Japan.This paper reports the current status of drone pesticide application in China and makes comparisons with its neighbor countries Japan and South Korea in terms of different UAV platforms and their implementation in plant protection for different crops.Challenges and opportunities for future development of UAV-based pesticide application technology are also discussed. 展开更多
关键词 plant protection UAV pesticide application RPA spray technology spray quality flight control agrochemical application
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Testing method and distribution characteristics of spatial pesticide spraying deposition quality balance for unmanned aerial vehicle 被引量:15
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作者 Changling Wang Xiongkui He +6 位作者 Xiaonan Wang Zhichong Wang Shilin Wang Longlong Li Jane Bonds andreas herbst Zhiguo Wang 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2018年第2期18-26,共9页
In order to explore the spatial pesticide spraying deposition distribution,the downwash flow field characteristics for unmanned aerial vehicle(UAV)pesticide application with accurate flight height and velocity and the... In order to explore the spatial pesticide spraying deposition distribution,the downwash flow field characteristics for unmanned aerial vehicle(UAV)pesticide application with accurate flight height and velocity and the relationship of these two aspects,a novel measurement method was proposed in this paper.A model‘3WQF80-10’single-rotor diesel UAV was tested using this method in wheat field and the effects of flight direction,flight parameters and crosswind on the distribution of spatial spraying deposition quality balance(SSDQB)and the downwash flow field distribution were researched.A cuboid aluminum sampling frame of spatial spraying deposition quality balance(SFSSDQB)with monofilament wires was made for collecting the droplets in four directions,and a set of multi-channel micro-meteorology measurement system(MMMS)was applied for measuring the downwash wind speed in three directions.Besides,BeiDou Navigation Satellite System(BNSS)was used for controlling and recording the working height,velocity and track of this model of single-rotor UAV.The results showed the distribution of the spatial spray deposition and the downwash flow field of UAV could be measured effectively at exact flight height and velocity via this method.When the average wind speed was 0.9 m/s,the average temperature was 31.5℃ and the average relative humidity was 34.1%,and the average distribution ratios of spraying deposition for model‘3WQF80-10’UAV on the upwind part,the top part,the downwind part and the bottom part were 4.4%,2.3%,50.4%and 43.7%,respectively.The flight directions of forward and backward had an impact on droplet deposition distribution and the working effect of flying backwards,with 60%of deposition ratio of the bottom part of the SFSSDQB,was better than flying forward.There was a linear negative correlation between the coefficient of variation(CV)of the bottom part and the flight height and the coefficient of determination was 0.9178,which means that the deposition distribution becomes more uniform with the increase of height.Additionally,there was a linear positive correlation between weighted mean deposition rate and crosswind speed and the coefficient of determination was 0.9684,which shows the deposition distribution gets more concentrated towards the downwind part with the rise of crosswind speed.Therefore,according to the results of tests of downwash airflow speed,it is shown that regardless of the flight direction and height and the crosswind,all these factors influence the droplet deposition distribution via weakening the intensity of the downwash airflow field in the direction perpendicular to the ground.The results can provide valuable information for the research of UAV pesticide application techniques and the establishment of the standard of spraying deposition and drift tests of UAV in crop field. 展开更多
关键词 unmanned aerial vehicle(UAV) spatial spraying deposition distribution downwind airflow flow field
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Spray drift characteristics test of unmanned aerial vehicle spray unit under wind tunnel conditions 被引量:8
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作者 Changling Wang Aijun Zeng +3 位作者 Xiongkui He Jianli Song andreas herbst Wanlin Gao 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2020年第3期13-21,共9页
Since the 2010s,unmanned aerial vehicle(UAV)sprayer was applied more and more widely for low-volume aerial pesticides spraying operations in China.However,droplets from the UAV sprayer have a higher drift risk due to ... Since the 2010s,unmanned aerial vehicle(UAV)sprayer was applied more and more widely for low-volume aerial pesticides spraying operations in China.However,droplets from the UAV sprayer have a higher drift risk due to more fine droplets sprayed and a higher flight height than ground sprayers.Study on UAV spray drift has been a new hot spot within the field of pesticide application technology.Most of previous studies used direct field methods for spray drift,but the meteorological conditions in field were unstable and uncontrollable,and drift research under an actual operation state in wind tunnel has not been reported.Therefore,25 treatments of wind tunnel measurements and droplets spectrum tests of 10 models of nozzles were conducted to explore the influence factor on spray drift characteristics of UAV chemicals application in this study.A spray unit with a rotor of UAV was innovatively installed in wind tunnel,and the airstream from the wind tunnel was regarded as the relative moving natural wind to simulate the flight status.The airborne and the sediment spray drift was measured to study the effects of the nozzle type and size(flat fan,hollow cone and air-inclusion nozzles),flight speed,adjuvant(DRS-60,Y-20079,MF and G-611)and meteorological parameters(20°C&40%,20°C&80%,30°C&40%and 30°C&60%).The drift potential(DP)and the drift potential reduction percentage(DPRP)in vertical and horizontal directions were obtained for each test.Both nozzle type and size had an impact on the spray drift potential obviously by affecting the droplet size and the ratio of fine droplets,and the regression linear models between DPRPV/DPRPH and DV50,V75 were established(R2=0.934/0.925).Flight speed also had a significant effect on the spray drift characteristics,and reducing the flight speed could increase the DP effectively.Adding spray adjuvants could affect the DP under experimental meteorological parameters,and the anti-drift performance ranked in the order of DRS-60>MF>Y-20079>G-611.Recommendations were proposed in order to reduce the spray drift for UAV sprayer’s operation.These findings can contribute to provide guidelines and technical support for the wind tunnel spray drift tests of UAV and the field operation regulation of unmanned aerial PPP application. 展开更多
关键词 unmanned aerial vehicle(UAV)sprayer wind tunnel spray drift potential NOZZLE ADJUVANT
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Dynamic evaporation of droplet with adjuvants under different environment conditions 被引量:3
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作者 Zhichong Wang Luchen Lan +1 位作者 Xiongkui He andreas herbst 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2020年第2期1-6,共6页
Pesticide droplet is evaporating during the falling from the nozzle to the target.This dynamic evaporation is influenced by ambient temperature,relative humidity(RH),adjuvant type and concentration.In the evaporation ... Pesticide droplet is evaporating during the falling from the nozzle to the target.This dynamic evaporation is influenced by ambient temperature,relative humidity(RH),adjuvant type and concentration.In the evaporation process,the droplet size at different height is affected by the droplet evaporation.Based on this,this study determined the droplet dynamic evaporation by collecting the droplets from different height via silicone oil method with a certain temperature and RH.Eight adjuvants were chosen,including three organo-silicon,three vegetable oil and two non-ionic,with five concentrations.All droplets were generated by a droplet generator.The results showed that the type of adjuvant,ambient temperature and RH had no significant influence on droplet size generated by droplet generator.All the adjuvants in this experiment cannot reduce dynamic evaporation;Concentration of adjuvant made a difference in dynamic evaporation.This could be because of the property of adjuvant.Organo-silicon adjuvants have a negative correlation with water vapor pressure,it showed less dynamic evaporation at high temperature and RH.Vegetable oil and non-ionic adjuvant,they are the same as the controlled blank that the dynamic evaporation reduces with decreasing temperature and increasing RH. 展开更多
关键词 pesticide droplet dynamic evaporation ADJUVANT temperature relative humidity
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