[1] 杨国峰, 何勇, 冯旭萍, 李禧尧, 张金诺, 俞泽宇. 无人机遥感监测作物病虫害胁迫方法与最新研究进展[J]. 智慧农业（中英文）, 2022, 4(1): 1-16.

YANG Guofeng, HE Yong, FENG Xuping, LI Xiyao, ZHANG Jinnuo, YU Zeyu. Methods and new research progress of remote sensing monitoring of crop disease and pest stress using unmanned aerial vehicle[J]. Smart Agriculture, 2022, 4(1): 1-16.

[2] 赵晋陵, 杜世州, 黄林生. 联合多源多时相卫星影像和支持向量机的小麦白粉病监测方法[J]. 智慧农业(中英文), 2022, 4(1): 17-28.

ZHAO Jinling, DU Shizhou, HUANG Linsheng. Monitoring wheat powdery mildew (blumeria graminis f. sp. tritici) using multisource and multitemporal satellite images and support vector machine classifier[J]. Smart Agriculture, 2022, 4(1): 17-28.

[3] 邵明月, 张建华, 冯全, 柴秀娟, 张凝, 张文蓉. 深度学习在植物叶部病害检测与识别的研究进展[J].智慧农业(中英文), 2022, 4(1): 29-46.

SHAO Mingyue, ZHANG Jianhua, FENG Quan, CHAI Xiujuan, ZHANG Ning, ZHANG Wenrong. Research progress of deep learning in detection and recognition of plant leaf diseases[J]. Smart Agriculture, 2022, 4(1): 29-46.

[4] 周巧黎, 马丽, 曹丽英, 于合龙. 基于改进轻量级卷积神经网络MobileNetV3的番茄叶片病害识别[J]. 智慧农业(中英文), 2022, 4(1): 47-56.

ZHOU Qiaoli, MA Li, CAO Liying, YU Helong. Identification of tomato leaf diseases based on improved lightweight convolutional neural networks MobileNetV3[J]. Smart Agriculture, 2022, 4(1): 47-56.

[5] 陈爱莲, 赵思健, 朱玉霞, 孙伟, 张晶, 张峭 . 遥感技术在种植收入保险中的应用场景及研究进展[J]. 智慧农业(中英文), 2022, 4(1): 57-70.

CHEN Ailian, ZHAO Sijian, ZHU Yuxia, SUN Wei, ZHANG jing, ZHANG Qiao. Application scenarios and research progress of remote sensing technology in plant income insurance[J]. Smart Agriculture, 2022, 4(1): 57-70.

[6] 戴冕, 杨天乐, 姚照胜, 刘涛, 孙成明. 基于无人机图像颜色与纹理特征的小麦不同生育时期生物量估算[J]. 智慧农业(中英文), 2022, 4(1): 71-83.

DAI Mian, YANG Tianle, YAO Zhaosheng, LIU Tao, SUN Chengming. Wheat biomass estimation in different growth stages based on color and texture features of UAV images[J]. Smart Agriculture, 2022, 4(1): 71-83. 

[7] 张文瀚, 杜克明, 孙彦坤, 刘布春, 孙忠富, 马浚诚, 郑飞翔. 基于探地雷达的田块尺度下不同深度土壤含水量监测[J]. 智慧农业(中英文), 2022, 4(1): 84-96.

ZHANG Wenhan, DU Keming, SUN Yankun, LIU Buchun, SUN Zhongfu, MA Juncheng, ZHENG Feixiang. Monitoring specified depth soil moisture in field scale with ground penetrating radar[J]. Smart Agriculture, 2022, 4(1): 84-96.

[8] 李双伟, 朱俊奇, EVERS Jochem B., VAN DER WERF Wopke, 郭焱, 李保国, 马韫韬. 基于植物功能结构模型的玉米-大豆条带间作光截获行间差异研究[J]. 智慧农业(中英文), 2022, 4(1): 97-109.

LI Shuangwei, ZHU Junqi, EVERS Jochem B., VAN DER WERF Wopke, GUO Yan, LI Baoguo, MA Yuntao. Estimating the differences of light capture between rows based on functional-structural plant model in simultaneous maize-soybean strip intercropping[J]. Smart Agriculture, 2022, 4(1): 97-109.

[9] 董宏图, 周思蒙, 王清涛, 王成, 罗斌, 李爱学. 基于羧基化石墨烯-海藻酸钠复合材料的脱落酸电化学免疫传感器的构建及应用[J]. 智慧农业(中英文), 2022, 4(1): 110-120.

DONG Hongtu, ZHOU Simeng, WANG Qingtao, WANG Cheng, LUO Bin, LI Aixue. Construction and application of a novel abscisic acid electrochemical immunosensor based on carboxylated graphene-sodium alginate nanocomposite[J]. Smart Agriculture, 2022, 4(1): 110-120.

[10] 张燕燕, 李灿, 苏睿, 李林泽, 位文涛, 李保磊, 胡建东. 利用表面增强拉曼光谱定量检测植物激素脱落酸[J]. 智慧农业(中英文), 2022, 4(1): 121-129.

ZHANG Yanyan, LI Can, SU Rui, LI Linze, WEI Wentao, LI Baolei, HU Jiandong. Quantitative determination of plant hormone abscisic acid using surface enhanced Raman spectroscopy[J]. Smart Agriculture, 2022, 4(1): 121-129.

[1] 康熙, 刘刚, 初梦苑, 李前, 王彦超. 基于计算机视觉的奶牛生理参数监测与疾病诊断研究进展及挑战[J]. 智慧农业(中英文), 2022, 4(2): 1-18.

KANG Xi, LIU Gang, CHU Mengyuan, LI Qian, WANG Yanchao. Advances and challenges in physiological parameters monitoring and diseases diagnosing of dairy cows based on computer vision[J]. Smart Agriculture, 2022, 4(2): 1-18.

[2] 纪楠, 尹艳玲, 沈维政, 寇胜利, 戴百生, 王国维. 叫声在生猪福利监测中的研究进展与挑战[J]. 智慧农业(中英文), 2022, 4(2): 19-35.

JI Nan, YIN Yanling, SHEN Weizheng, KOU Shengli, DAI Baisheng, WANG Guowei. Pig sound analysis: A measure of welfare[J]. Smart Agriculture, 2022, 4(2): 19-35. 

[3] 王政, 宋怀波, 王云飞, 华志新, 李嵘, 许兴时. 奶牛运动行为智能监测研究进展与技术趋势[J]. 智慧

农业(中英文), 2022, 4(2): 36-52.

WANG Zheng, SONG Huaibo, WANG Yunfei, HUA Zhixin, LI Rong, XU Xingshi. Research progress and technology trend of intelligent morning of dairy cow motion behavior[J]. Smart Agriculture, 2022, 4(2): 36-52.

[4] 张楷, 韩书庆, 程国栋, 吴赛赛, 刘继芳. 基于高斯混合-隐马尔科夫融合算法识别奶牛步态时相[J]. 智慧农业(中英文), 2022, 4(2): 53-63.

ZHANG Kai, HAN Shuqing, CHENG Guodong, WU Saisai, LIU Jifang. Gait phase recognition of dairy cows based on Gaussian Mixture model and Hidden Markov model[J]. Smart Agriculture, 2022, 4(2): 53-63.

[5] 李嘉位, 马为红, 李奇峰, 薛向龙, WANG Zhiquan. 复杂环境下肉牛三维点云重建与目标提取方法[J]. 智慧农业(中英文), 2022, 4(2): 64-76.

LI Jiawei, MA Weihong, LI Qifeng, XUE Xianglong, WANG Zhiquan. Automatic acquisition and target extraction of beef cattle 3D point cloud from complex environment[J]. Smart Agriculture, 2022, 4(2): 64-76.

[6] 陈占琦, 张玉安, 王文志, 李丹, 何杰, 宋仁德. 基于迁移学习的多尺度特征融合牦牛脸部识别算法[J]. 智慧农业(中英文), 2022, 4(2): 77-85.

CHEN Zhanqi, ZHANG Yu'an, WANG Wenzhi, LI Dan, HE Jie, SONG Rende. Multiscale feature fusion yak face recognition algorithm based on transfer learning[J]. Smart Agriculture, 2022, 4(2): 77-85.

[7] 杨亮, 熊本海, 王辉, 陈睿鹏, 赵一广 . 家畜饲喂机器人研究进展与发展展望[J]. 智慧农业(中英文), 2022, 4(2): 86-98.

YANG Liang, XIONG Benhai, WANG Hui, CHEN Ruipeng, ZHAO Yiguang. Research progress and outlook of livestock feeding robot[J]. Smart Agriculture, 2022, 4(2): 86-98.

[8] 马为红, 李嘉位, WANG Zhiquan, 高荣华, 丁露雨, 于沁杨, 余礼根, 赖成荣, 李奇峰. 商业化肉牛繁育大数据平台设计与关键技术[J]. 智慧农业(中英文), 2022, 4(2): 99-109.

MA Weihong, LI Jiawei, WANG Zhiquan, GAO Ronghua, DING Luyu, YU Qinyang, YU Ligen, LAI Chengrong, LI Qifeng. Design and key technologies of big data platform for commercial beef cattle breeding[J]. Smart Agriculture, 2022, 4(2): 99-109.

[9] 熊本海, 赵一广, 罗清尧, 郑姗姗, 高华杰. 中国饲料营养大数据分析平台研制[J]. 智慧农业(中英文), 2022, 4(2): 110-120.

XIONG Benhai, ZHAO Yiguang, LUO Qingyao, ZHENG Shanshan, GAO Huajie. Development of China feed nutrition big data analysis platform[J]. Smart Agriculture, 2022, 4(2): 110-120.

[10] 叶文帅, 康熙, 贺志将, 李孟飞, 刘刚 . 基于深度图像的多姿态肉牛体尺自动测量方法[J]. 智慧农业(中英文), 2022, 4(4): 144-155.

YE Wenshuai, KANG Xi, HE Zhijiang, LI Mengfei, LIU Gang. Automatic measurement of multi-posture beef cattle body size based on depth image[J]. Smart Agriculture, 2022, 4(4): 144-155.

[1] 韩冷, 何雄奎, 王昌陵, 刘亚佳, 宋坚利, 齐鹏, 刘理民, 李天, 郑义, 林桂海, 周战, 黄康, 王忠, 查海涅, 张国山, 周国涛, 马勇, 伏浩, 聂宏远, 曾爱军, 张炜. 智慧果园构建关键技术装备及展望[J]. 智慧农业(中英文), 2022, 4(3): 1-11.

HAN Leng, HE Xiongkui, WANG Changling, LIU Yajia, SONG Jianli, QI Peng, LIU Limin, LI Tian, ZHENG Yi, LIN Guihai, ZHOU Zhan, HUANG Kang, WANG Zhong, ZHA Hainie, ZHANG Guoshan, ZHOU Guotao, MA Yong, FU Hao, NIE Hongyuan, ZENG Aijun, ZHANG Wei. Key technologies and equipment for smart orchard construction and prospects[J]. Smart Agriculture, 2022, 4(3): 1-11.

[2] 冯涵, 张浩, 王梓, 江世界, 刘伟洪, 周凌卉, 王亚雄, 康峰, 刘星星, 郑永军. 基于激光点云的三维虚拟果园构建方法[J]. 智慧农业(中英文), 2022, 4(3): 12-23.

FENG Han, ZHANG Hao, WANG Zi, JIANG Shijie, LIU Weihong, ZHOU Linghui, WANG Yaxiong, KANG Feng, LIU Xingxing, ZHENG Yongjun. Three-dimensional virtual orchard construction method based on laser point cloud[J]. Smart Agriculture, 2022, 4(3): 12-23.

[3] 段罗佳, 杨福增, 闫彬, 史帅旗, 秦纪凤. 苹果生产智能底盘与除草及收获装备技术研究进展[J]. 智慧农业(中英文), 2022, 4(3): 24-41.

DUAN Luojia, YANG Fuzeng, YAN Bin, SHI shuaiqi, QIN jifeng. Research progress of apple production intelligent chassis and weeding and harvesting equipment technology[J]. Smart Agriculture, 2022, 4(3): 24-41.

[4] 缪友谊, 陈红, 陈小兵, 田皓予, 袁栋. 自走式果园多工位收获装备设计与试验[J]. 智慧农业(中英文), 2022, 4(3): 42-52.

MIAO Youyi, CHEN Hong, CHEN Xiaobing, TIAN Haoyu, YUAN Dong. Design and test of self-propelled orchard multi-station harvesting equipment[J]. Smart Agriculture, 2022, 4(3): 42-52.

[5] 李扬帆, 何雄奎, 韩冷, 黄战, 何苗. 地面弥雾机与六旋翼植保无人机在芒果冠层中雾滴沉积性能对比[J]. 智慧农业(中英文), 2022, 4(3): 53-62.

LI Yangfan, HE Xiongkui, HAN Leng, HUANG Zhan, HE Miao. Comparison of droplet deposition performance between caterpillar mist sprayer and six-rotor unmanned aerial vehicle in mango canopy[J]. Smart Agriculture, 2022, 4(3): 53-62.

[6] 刘理民, 何雄奎, 刘伟洪, 刘紫嫣, 韩虎, 李扬帆. 果园自主导航兼自动对靶喷雾机器人[J]. 智慧农业(中英文), 2022, 4(3): 63-74.

LIU Limin, HE Xiongkui, LIU Weihong, LIU Ziyan, HAN Hu, LI Yangfan. Autonomous navigation and automatic target spraying robot for orchards[J]. Smart Agriculture, 2022, 4(3): 63-74.

[7] 郭江鹏, 王鹏飞, 李昕昊, 杨欣, 李建平, 边永亮, 薛春林. 果园多风道喷雾机送风系统设计优化与试验[J]. 智慧农业(中英文), 2022, 4(3): 75-85.

GUO Jiangpeng, WANG Pengfei, LI Xinhao, YANG Xin, LI Jianping, BIAN Yongliang, XUE Chunlin. Design optimization and test of air supply system for multi-duct sprayer[J]. Smart Agriculture, 2022, 4(3): 75-85.

[8] 宋淑然, 胡圣洋, 孙道宗, 代秋芳, 薛秀云, 谢家兴, 李震. 山地果园管道自动喷雾系统设计与试验[J]. 智慧农业(中英文), 2022, 4(3): 86-94.

SONG Shuran, HU Shengyang, SUN Daozong, DAI Qiufang, XUE Xiuyun, XIE Jiaxing, LI Zhen. Automatic spraying technology and facilities for pipeline spraying in mountainous orchards[J]. Smart Agriculture, 2022, 4(3): 86-94.

[9] 张志博, 赵西宁, 高晓东, 张利, 杨孟豪 . 基于改进 Linknet网络的黄土高原苹果园精准提取[J]. 智慧农业(中英文), 2022, 4(3): 95-107.

ZHANG Zhibo, ZHAO Xining, GAO Xiaodong, ZHANG Li, YANG Menghao. Accurate extraction of apple orchard on the loess plateau based on improved linknet network[J]. Smart Agriculture, 2022, 4(3): 95-107.

[10] 夏烨, 雷哓晖, 祁雁楠, 徐陶, 袁全春, 潘健, 姜赛珂, 吕晓兰. 基于改进Ghost-YOLOv5s-BiFPN算法检测梨树花序[J]. 智慧农业(中英文), 2022, 4(3): 108-119.

XIA Ye, LEI Xiaohui, QI Yannan, XU Tao, YUAN Quanchun, PAN Jian, JIANG Saike, LYU Xiaolan. Detection of pear inflorescence based on improved Ghost-YOLOv5s-BiFPN algorithm[J]. Smart Agriculture, 2022, 4(3): 108-119.

[11] 商枫楠, 周学成, 梁英凯, 肖明玮, 陈桥, 罗陈迪. 基于改进YOLOX的自然环境中火龙果检测方法[J]. 智慧农业(中英文), 2022, 4(3): 120-131.

SHANG Fengnan, ZHOU Xuecheng, LIANG Yingkai, XIAO Mingwei, CHEN Qiao, LUO Chendi. Detection method for dragon fruit in natural environment based on improved YOLOX[J]. Smart Agriculture, 2022, 4(3): 120-131.

[12] 李阳, 彭彦昆, 吕德才, 李永玉, 刘乐, 朱宇杰. 可移动式苹果内部品质果园产地分级系统[J]. 智慧农业(中英文), 2022, 4(3): 132-142.

LI Yang, PENG Yankun, LYU Decai, LI Yongyu, LIU Le, ZHU Yujie. Development of mobile orchard local grading system of apple internal quality[J]. Smart Agriculture, 2022, 4(3): 132-142.

[13] 王辉, 陈睿鹏, 余志雪, 贺越, 张帆, 熊本海. 基于卟啉和半导体单壁碳纳米管的场效应气体传感器检测草莓恶疫霉[J]. 智慧农业(中英文), 2022, 4(3): 143-151.

WANG Hui, CHEN Ruipeng, YU Zhixue, HE Yue, ZHANG Fan, XIONG Benhai. Porphyrin and semiconducting single wall carbon nanotubes based semiconductor field effect gas sensor for determination of phytophthora strawberries[J]. Smart Agriculture, 2022, 4(3): 143-151.

[1] 尹彦鑫, 孟志军, 赵春江, 王昊, 温昌凯, 陈竞平, 李立伟, 杜经纬, 王培, 安晓飞, 尚业华, 张安琪, 颜丙新, 武广伟. 大田无人农场关键技术研究现状与展望[J]. 智慧农业(中英文), 2022, 4(4): 1-25.

YIN Yanxin, MENG Zhijun, ZHAO Chunjiang, WANG Hao, WEN Changkai, CHEN Jingping, LI Liwei, DU Jingwei, WANG Pei, AN Xiaofei, SHANG Yehua, ZHANG Anqi, YAN Bingxin, WU Guangwei. State-of-the-art and prospect of research on key technical for unmanned farms of field corp[J]. Smart Agriculture, 2022, 4(4): 1-25.

[2] 李莉, 李民赞, 刘刚, 张漫, 汪懋华. 中国大田作物智慧种植目标、关键技术与区域模式[J]. 智慧农业(中英文), 2022, 4(4): 26-34.

LI Li, LI Minzan, LIU Gang, ZHANG Man, WANG Maohua. Goals, key technologies, and regional models of smart farming for field crops in China[J]. Smart Agriculture, 2022, 4(4): 26-34.

[3] 卓越, 丁峰, 严海军, 徐婧 . 无人机遥感在饲草作物生长监测中的应用研究进展[J]. 智慧农业(中英文), 2022, 4(4): 35-48.

ZHUO Yue, DING Feng, YAN Haijun, XU Jing. Advances in forage crop growth monitoring by UAV remote sensing[J]. Smart Agriculture, 2022, 4(4): 35-48.

[4] 刘晓航, 张昭, 刘嘉滢, 张漫, 李寒, FLORES Paulo, 韩雄哲. 基于多种深度学习算法的田间玉米籽粒检测与计数[J]. 智慧农业(中英文), 2022, 4(4): 49-60.

LIU Xiaohang, ZHANG Zhao, LIU Jiaying, ZHANG Man, LI Han, FLORES Paulo, HAN Xiongzhe. Infield corn kernel detection and counting based on multiple deep learning networks[J]. Smart Agriculture, 2022, 4(4): 49-60.

[5] 范承志, 王梓文, 杨兴超, 罗永开, 徐学欣, 郭斌, 李振海. 基于地物高光谱和无人机多光谱的黄河三角洲土壤盐分机器学习反演模型[J]. 智慧农业(中英文), 2022, 4(4): 61-73.

FAN Chengzhi, WANG Ziwen, YANG Xingchao, LUO Yongkai, XU Xuexin, GUO Bin, LI Zhenhai. Machine learning inversion model of soil salinity in the yellow river delta based on field hyperspectral and UAV multispectral data[J]. Smart Agriculture, 2022, 4(4): 61-73.

[6] 付虹雨, 王薇, 廖澳, 岳云开, 许明志, 王梓薇, 陈建福, 佘玮, 崔国贤. 基于无人机遥感表型监测的苎麻优质种质资源筛选方法[J]. 智慧农业(中英文), 2022, 4(4): 74-83.

FU Hongyu, WANG Wei, LIAO Ao, YUE Yunkai, XU Mingzhi, WANG Ziwei, CHEN Jianfu, SHE Wei, CUI Guoxian. High quality ramie resource screening based on UAV remote sensing phenotype monitoring[J]. Smart Agriculture, 2022, 4(4): 74-83.

[7] 罗庆, 饶元, 金秀, 江朝晖, 王坦, 王丰仪, 张武. 基于改进YOLOv5s和多模态图像的树上毛桃检测[J]. 智慧农业(中英文), 2022, 4(4): 84-104.

LUO Qing, RAO Yuan, JIN Xiu, JIANG Zhaohui, WANG Tan, WANG Fengyi, ZHANG Wu. Multi-class on-tree peach detection using improved YOLOv5s and multi-modal images[J]. Smart Agriculture, 2022, 4(4): 84-104. 

[1] 高振, 赵春江, 杨桂燕, 董大明. 典型拉曼光谱技术及其在农业检测中应用研究进展[J]. 智慧农业(中英文), 2022, 4(2): 121-134.

GAO Zhen, ZHAO Chunjiang, YANG Guiyan, DONG Daming. Typical Raman spectroscopy technology and research progress in agriculture detection[J]. Smart Agriculture, 2022, 4(2): 121-134.

[2] 黄梓宸, SUGIYAMA Saki. 日本设施农业采收机器人研究应用进展及对中国的启示[J]. 智慧农业(中英文), 2022, 4(2): 135-149.

HUANG Zichen, SUGIYAMA Saki. Research progress and enlightenment of Japanese harvesting robot in facility agriculture[J]. Smart Agriculture, 2022, 4(2): 135-149.

[3] 赵瑞雪, 杨晨雪, 郑建华, 李娇, 王剑 . 农业智能知识服务研究现状及展望[J]. 智慧农业(中英文), 2022, 4(4): 105-125.

ZHAO Ruixue, YANG Chenxue, ZHENG Jianhua, LI Jiao, WANG Jian. Agricultural intelligent knowledge service: Overview and future perspectives[J]. Smart Agriculture, 2022, 4(4): 105-125.

[4] 陈枫, 孙传恒, 邢斌, 罗娜, 刘海深. 农业元宇宙:关键技术、应用情景、挑战与展望[J]. 智慧农业(中英文), 2022, 4(4): 126-137.

CHEN Feng, SUN Chuanheng, XING Bin, LUO Na, LIU Haishen. Agricultural metaverse: Key technologies, application scenarios, challenges and prospects[J]. Smart Agriculture, 2022, 4(4): 126-137.

[5] 胡瑞法, 刘万嘉文. 科技革命、颠覆性技术与智慧农业[J]. 智慧农业(中英文), 2022, 4(4): 138-143.

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