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《智慧农业(中英文)》2021—2022年文章全集

智慧农业资讯 297

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2021—2022

《智慧农业(中英文)》2021—2022年文章全集


小编整理了我刊2021—2022年所有的文章,共98篇,分为以下专题:

专题--智慧畜牧养殖

专题--作物表型前沿技术

专题--空间信息技术农业应用

专题--农业模型与可视化

专题--智能植保机械与施药技术

专题--农产品智能加工检测

专题--作物病虫害识别监测

专题--作物生长与环境监测

专题--农业传感器

专题--智慧果园种植

专题--智慧设施农业

专题--大田作物智慧种植

专题--农业金融智能化

专题--农产品智慧物流

专题--农业智能知识服务

专题--数字化水产/昆虫养殖

专题--智慧农业综合研究

欢迎大家下载、阅读和引用。

专题--智慧畜牧养殖


01

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.

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02

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.

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03

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.

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04

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.

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05

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.

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06

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.

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07

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.

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08

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.

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09

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.

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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.

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专题--作物表型前沿技术

01

朱荣胜, 李帅, 孙永哲, 曹阳杨, 孙凯, 郭益鑫, 姜伯峰, 王雪莹, 李杨, 张战国, 辛大伟, 胡振帮, 陈庆山. 作物三维重构技术研究现状及前景展望[J]. 智慧农业(中英文), 2021, 3(3): 94-115.

ZHU Rongsheng, LI Shuai, SUN Yongzhe, CAO Yangyang, SUN Kai, GUO Yixin, JIANG Bofeng, WANG Xueying, LI Yang, ZHANG Zhanguo, XIN Dawei, HU Zhenbang, CHEN Qingshan. Research advances and prospects of crop 3D reconstruction technology[J]. Smart Agriculture, 2021, 3(3): 94-115.

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02

赵欢, 王璟璐, 廖生进, 张颖, 卢宪菊, 郭新宇, 赵春江. 基于Micro-CT的玉米籽粒显微表型特征研究[J]. 智慧农业(中英文), 2021, 3(1): 16-28.

ZHAO Huan, WANG Jinglu, LIAO Shengjin, ZHANG Ying, LU Xianju, GUO Xinyu, ZHAO Chunjiang. Study on the micro-phenotype of different types of maize kernels based on Micro-CT[J]. Smart Agriculture, 2021, 3(1): 16-28.

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03

束美艳, 陈向阳, 王喜庆, 马韫韬. 基于高光谱数据的玉米叶面积指数和生物量评估[J]. 智慧农业(中英文), 2021, 3(1): 29-39.

SHU Meiyan, CHEN Xiangyang, WANG Xiqing, MA Yuntao. Estimation of maize leaf area index and aboveground biomass based on hyperspectral data[J]. Smart Agriculture, 2021, 3(1): 29-39.

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04

张佳菲, 万亮, 何勇, 岑海燕. 基于快速叶绿素荧光技术的油菜冠层生化参数垂直异质性分析[J]. 智慧农业(中英文), 2021, 3(1): 40-50.

ZHANG Jiafei, WAN Liang, HE Yong, CEN Haiyan. Vertical heterogeneity analysis of biochemical parameters in oilseed rape canopy based on fast chlorophyll fluorescence technology[J]. Smart Agriculture, 2021, 3(1): 40-50.

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05

阳旭, 胡松涛, 王应华, 杨万能, 翟瑞芳. 利用多时序激光点云数据提取棉花表型参数方法[J]. 智慧农业(中英文), 2021, 3(1): 51-62.

YANG Xu, HU Songtao, WANG Yinghua, YANG Wanneng, ZHAI Ruifang. Cotton phenotypic trait extraction using multi-temporal laser point clouds[J]. Smart Agriculture, 2021, 3(1): 51-62.

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06

郝王丽, 尉培岩, 郝飞, 韩猛, 韩冀皖, 孙玮蓉, 李富忠. 基于YOLOv4和自适应锚框调整的谷穗检测方法[J]. 智慧农业(中英文), 2021, 3(1): 63-74.

HAO Wangli, YU Peiyan, HAO Fei, HAN Meng, HAN Jiwan, SUN Weirong, LI Fuzhong. Foxtail millet ear detection approach based on YOLOv4 and adaptive anchor box adjustment[J]. Smart Agriculture, 2021, 3(1): 63-74.

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07

朱超, 吴凡, 刘长斌, 赵健翔, 林丽丽, 田雪莹, 苗腾. 基于超体素聚类和局部特征的玉米植株点云雄穗分割[J]. 智慧农业(中英文), 2021, 3(1): 75-85.

ZHU Chao, WU Fan, LIU Changbin, ZHAO Jianxiang, LIN Lili, TIAN Xueying, MIAO Teng. Tassel segmentation of maize point cloud based on super voxels clustering and local features[J]. Smart Agriculture, 2021, 3(1): 75-85.

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08

郑晨曦, 温维亮, 卢宪菊, 郭新宇, 赵春江. 基于三维数字化的小麦植株表型参数提取方法[J]. 智慧农业(中英文), 2022, 4(2): 150-162.

ZHENG Chenxi, WEN Weiliang, LU Xianju, GUO Xinyu, ZHAO Chunjiang. Phenotypic traits extraction of wheat plants using 3D digitization[J]. Smart Agriculture, 2022, 4(2): 150-162.

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09

张小青, 邵松, 郭新宇, 樊江川. 田间玉米苗期高通量动态监测方法[J]. 智慧农业(中英文), 2021, 3(2): 88-99.

ZHANG Xiaoqing, SHAO Song, GUO Xinyu, FAN Jiangchuan. High-throughput dynamic monitoring method of field maize seedling[J]. Smart Agriculture, 2021, 3(2): 88-99.

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专题--空间信息技术农业应用

01

韩东, 王鹏新, 张悦, 田惠仁, 周西嘉. 农业干旱卫星遥感监测与预测研究进展[J]. 智慧农业(中英文), 2021, 3(2): 1-14.

HAN Dong, WANG Pengxin, ZHANG Yue, TIAN Huiren, ZHOU Xijia. Progress of agricultural drought monitoring and forecasting using satellite remote sensing[J]. Smart Agriculture, 2021, 3(2): 1-14.

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02

张建, 谢田晋, 杨万能, 周广生. 近地遥感技术在大田作物株高测量中的研究现状与展望[J]. 智慧农业(中英文), 2021, 3(1): 1-15.

ZHANG Jian, XIE Tianjin, YANG Wanneng, ZHOU Guangsheng. Research status and prospect on height estimation of field crop using near-field remote sensing technology[J]. Smart Agriculture, 2021, 3(1): 1-15.

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03

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.

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04

王琳, 梁健, 孟范玉, 孟炀, 张永涛, 李振海. 基于遥感与气象数据的冬小麦主产区籽粒蛋白质含量预报[J]. 智慧农业(中英文), 2021, 3(2): 15-22.

WANG Lin, LIANG Jian, MENG Fanyu, MENG Yang, ZHANG Yongtao, LI Zhenhai. Estimating grain protein content of winter wheat in producing areas based on remote sensing and meteorological data[J]. Smart Agriculture, 2021, 3(2): 15-22.

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05

戴声佩, 罗红霞, 郑倩, 胡盈盈, 李海亮, 李茂芬, 禹萱, 陈帮乾. 海南岛橡胶林叶面积指数遥感估算模型比较研究[J]. 智慧农业(中英文), 2021, 3(2): 45-54.

DAI Shengpei, LUO Hongxia, ZHENG Qian, HU Yingying, LI Hailiang, LI Maofen, YU Xuan, CHEN Bangqian. comparison of remote sensing estimation models for leaf area index of rubber plantation in Hainan Island[J]. Smart Agriculture, 2021, 3(2): 45-54.

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06

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.

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07

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.

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专题--农业模型与可视化

01

白铁成, 王涛, 张楠楠. 基于校正WOFOST模型的枣树生长模拟与水分利用评价[J]. 智慧农业(中英文), 2021, 3(2): 55-67.

BAI Tiecheng, WANG Tao, ZHANG Nannan. Dynamic simulation of jujube tree growth and water use evaluation based on the calibrated WOFOST model[J]. Smart Agriculture, 2021, 3(2): 55-67.

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02

胡亚南, 梁驹, 梁社芳, 李世娟, 诸叶平, 鄂越. 基于DSSAT CERES-Wheat 模型的未来40年冬小麦最适播期分析[J]. 智慧农业(中英文), 2021, 3(2): 68-76.

HU Yanan, LIANG Ju, LIANG Shefang, LI Shijuan, ZHU Yeping, E Yue. Optimum sowing date of winter wheat in next 40 years based on DSSAT-CERES-Wheat model[J]. Smart Agriculture, 2021, 3(2): 68-76.

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03

王秀娟, 康孟珍, 华净, DE REFFYE Philippe. 从群体到个体尺度——基于数据的DSSAT和GreenLab作物模型连接探索[J]. 智慧农业(中英文), 2021, 3(2): 77-87.

WANG Xiujuan, KANG Mengzhen, HUA Jing, DE REFFYE Philippe. From stand to organ level—A trial of connecting DSSAT and Greenlab crop model through data[J]. Smart Agriculture, 2021, 3(2): 77-87.

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专题--智能植保机械与施药技术

01

唐青, 张瑞瑞, 陈立平, 李龙龙, 徐刚. 植保无人机施药数值建模关键技术与验证方法研究进展[J]. 智慧农业(中英文), 2021, 3(3): 1-21.

TANG Qing, ZHANG Ruirui, CHEN Liping, LI Longlong, XU Gang. Research progress of key technologies and verification methods of numerical modeling for plant protection unmanned aerial vehicle application[J]. Smart Agriculture, 2021, 3(3): 1-21.

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02

陈梅香, 张瑞瑞, 陈立平, 唐青, 夏浪. 无人机农林业应用全球研究态势分析[J]. 智慧农业(中英文), 2021, 3(3): 22-37.

CHEN Meixiang, ZHANG Ruirui, CHEN Liping, TANG Qing, XIA Lang. Investigation on advances of unmanned aerial vehicle application research in agriculture and forestry[J]. Smart Agriculture, 2021, 3(3): 22-37.

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03

王国宾, 韩鑫, 宋灿灿, 伊丽丽, 鲁文霞, 兰玉彬. 冬小麦田植保无人飞机喷施除草剂雾滴粒径及沉积飘移分布特性评估[J]. 智慧农业(中英文), 2021, 3(3): 38-51.

WANG Guobin, HAN Xin, SONG Cancan, YI Lili, LU Wenxia, LAN Yubin. Evaluation of droplet size and drift distribution of herbicide sprayed by plant protection unmanned aerial vehicle in winter wheat field[J]. Smart Agriculture, 2021, 3(3): 38-51.

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04

资乐, 臧禹, 黄俊浩, 包瑞峰, 周志艳, 肖汉祥. 植保无人机飞防助剂与杀虫剂的混配方式对二化螟防治效果影响研究[J]. 智慧农业(中英文), 2021, 3(3): 52-59.

ZI Le, ZANG Yu, HUANG Junhao, BAO Ruifeng, ZHOU Zhiyan, XIAO Hanxiang. Effects on control efficacy of pesticide-adjuvants mixture against rice Chilo Suppressalis(walker) based on plant protection unmanned aerial vehicle[J]. Smart Agriculture, 2021, 3(3): 52-59.

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05

范道全, 张美娜, 潘健, 吕晓兰. 基于靶标叶面积密度参数的变量喷雾控制系统开发与性能试验[J]. 智慧农业(中英文), 2021, 3(3): 60-69.

FAN Daoquan, ZHANG Meina, PAN Jian, LYU Xiaolan. Development and performance test of variable spray control system based on target leaf area density parameter[J]. Smart Agriculture, 2021, 3(3): 60-69.

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06

翟长远, 张燕妮, 窦汉杰, 王秀, 陈立平. 果园风送喷雾机出风口风场CFD建模与试验[J]. 智慧农业(中英文), 2021, 3(3): 70-81.

ZHAI Changyuan, ZHANG Yanni, DOU Hanjie, WANG Xiu, CHEN Liping. CFD modeling and experiment of airflow at the air outlet of orchard air-assisted sprayer[J]. Smart Agriculture, 2021, 3(3): 70-81.

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07

王子杰, 刘国海, 张多, 沈跃, 姚震, 张贺. 高地隙四轮独立驱动喷雾机路径跟踪模型预测控制[J]. 智慧农业(中英文), 2021, 3(3): 82-93.

WANG Zijie, LIU Guohai, ZHANG Duo, SHEN Yue, YAO Zhen, ZHANG He. Path following model predictive control of four wheel independent drive high ground clearance sprayer[J]. Smart Agriculture, 2021, 3(3): 82-93.

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专题--农产品智能加工检测

01

李洪岳, 李青鸾, 郑建军, 令博, 王绍金. 射频加热技术在粮食储藏与加工中应用研究进展[J]. 智慧农业(中英文), 2021, 3(4): 1-13.

LI Hongyue, LI Qingluan, ZHENG Jianjun, LING Bo, WANG Shaojin. Recent advances on application of radio frequency heating in the research of post-harvest grain storage and processing[J]. Smart Agriculture, 2021, 3(4): 1-13.

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02

郭志明, 王郡艺, 宋烨, 邹小波, 蔡健荣. 果蔬品质劣变传感检测与监测技术研究进展[J]. 智慧农业(中英文), 2021, 3(4): 14-28.

GUO Zhiming, WANG Junyi, SONG Ye, ZOU Xiaobo, CAI Jianrong. Research progress of sensing detection and monitoring technology for fruit and vegetable quality control[J]. Smart Agriculture, 2021, 3(4): 14-28.

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03

刘洋, 贾文珅, 马洁, 梁刚, 汪慧华, 周巍. 电子鼻技术在肉与肉制品检测中的研究进展和应用展望[J]. 智慧农业(中英文), 2021, 3(4): 29-41.

LIU Yang, JIA Wenshen, MA Jie, LIANG Gang, WANG Huihua, ZHOU Wei. Research progress and application prospect of electronic nose technology in the detection of meat and meat products[J]. Smart Agriculture, 2021, 3(4): 29-41.

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04

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.

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05

张莎, 刘木华, 陈金印, 赵进辉. 采用表面增强拉曼光谱技术快速检测脐橙果皮中抑霉唑残留[J]. 智慧农业(中英文), 2021, 3(4): 42-52.

ZHANG Sha, LIU Muhua, CHEN Jinyin, ZHAO Jinhui. Rapid detection of imazalil residues in navel orange peel using surface-enhanced Raman spectroscopy[J]. Smart Agriculture, 2021, 3(4): 42-52.

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06

许骞, 蔡健荣, 杜灿, 孙力, 白竣文. 基于软X射线成像技术的柑橘内部浮皮和枯水检测[J]. 智慧农业(中英文), 2021, 3(4): 53-65.

XU Qian, CAI Jianrong, DU Can, SUN Li, BAI Junwen. Detection of peel puffing and granulation in citrus based on soft X-ray imaging technology[J]. Smart Agriculture, 2021, 3(4): 53-65.

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07

李东博, 黄铝文, 赵旭博. 基于介电特征的苹果霉心病检测方法[J]. 智慧农业(中英文), 2021, 3(4): 66-76.

LI Dongbo, HUANG Lyuwen, ZHAO Xubo. Detection method of apple mould core based on dielectric characteristics[J]. Smart Agriculture, 2021, 3(4): 66-76.

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08

肖仕杰, 王巧华, 李春芳, 赵利梅, 刘鑫雅, 卢士宇, 张淑君. 基于随机蛙跳和支持向量机的牛乳收购分级模型构建[J]. 智慧农业(中英文), 2021, 3(4): 77-85.

XIAO Shijie, WANG Qiaohua, LI Chunfang, ZHAO Limei, LIU Xinya, LU Shiyu, ZHANG Shujun. Construction of milk purchase classification model based on shuffled frog leaping algorithm and support vector machine[J]. Smart Agriculture, 2021, 3(4): 77-85.

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09

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.

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10

李燕, 沈杰, 谢航, 高广垠, 刘建雄, 刘洁. 基于轮廓坐标系转换拟合的柚子果形检测分级方法[J]. 智慧农业(中英文), 2021, 3(1): 86-95.

LI Yan, SHEN Jie, XIE Hang, GAO Guangyin, LIU Jianxiong, LIU Jie. Detection and grading method of pomelo shape based on contour coordinate transformation and fitting[J]. Smart Agriculture, 2021, 3(1): 86-95.

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11

王莹, 李越, 武婷婷, 孙石, 王敏娟. 基于密度估计和VGG-Two的大豆籽粒快速计数方法[J]. 智慧农业(中英文), 2021, 3(4): 111-122.

WANG Ying, LI Yue, WU Tingting, SUN Shi, WANG Minjuan. Fast counting method of soybean seeds based on density estimation and VGG-Two[J]. Smart Agriculture, 2021, 3(4): 111-122.

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专题--作物病虫害识别监测


01

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.

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02

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.

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03

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.

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04

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.

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05

邱文杰, 叶进, 胡亮青, 杨娟, 李其利, 莫贱友, 易万茂. 面向植物病害识别的卷积神经网络精简结构Distilled-MobileNet模型[J]. 智慧农业(中英文), 2021, 3(1): 109-117.

QIU Wenjie, YE Jin, HU Liangqing, YANG Juan, LI Qili, MO Jianyou, YI Wanmao. Distilled-mobilenet model of convolutional neural network simplified structure for plant disease recognition[J]. Smart Agriculture, 2021, 3(1): 109-117.

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06

黄凯, 舒磊, 李凯亮, 杨星, 朱艳, 汪小旵, 苏勤. 太阳能杀虫灯物联网节点的防盗防破坏设计及展望[J]. 智慧农业(中英文), 2021, 3(1): 129-143.

HUANG Kai, SHU Lei, LI Kailiang, YANG Xing, ZHU Yan, WANG Xiaochan, SU Qin. Design and prospect for anti-theft and anti-destruction of nodes in Solar Insecticidal Lamps Internet of Things[J]. Smart Agriculture, 2021, 3(1): 129-143.

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专题--作物生长与环境监测

01

杨进, 明博, 杨飞, 许红根, 李璐璐, 高尚, 刘朝巍, 王克如, 李少昆. 利用无人机影像监测不同生育阶段玉米群体株高的精度差异分析[J]. 智慧农业(中英文), 2021, 3(3): 129-138.

YANG Jin, MING Bo, YANG Fei, XU Honggen, LI Lulu, GAO Shang, LIU Chaowei, WANG Keru, LI Shaokun. The accuracy differences of using unmanned aerial vehicle images monitoring maize plant height at different growth stages[J]. Smart Agriculture, 2021, 3(3): 129-138.

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02

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.

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03

FLORES Paulo, 张昭. 基于无人机图像以及不同机器学习和深度学习模型的小麦倒伏率检测[J]. 智慧农业(中英文), 2021, 3(2): 23-34.

FLORES Paulo, ZHANG Zhao. Wheat lodging ratio detection based on UAS imagery coupled with different machine learning and deep learning algorithms[J]. Smart Agriculture, 2021, 3(2): 23-34.

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04

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.

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05

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.

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06

杨菲菲, 刘升平, 诸叶平, 李世娟. 基于高光谱遥感的冬小麦涝渍胁迫识别及程度判别分析[J]. 智慧农业(中英文), 2021, 3(2): 35-44.

YANG Feifei, LIU Shengping, ZHU Yeping, LI Shijuan. Identification and level discrimination of waterlogging stress in winter wheat using hyperspectral remote sensing[J]. Smart Agriculture, 2021, 3(2): 35-44.

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07

王蔚丹, 孙丽, 裴志远, 马尚杰, 陈媛媛, 孙娟英, 董沫. 东北三省地区生长季旱涝对春玉米产量的影响[J]. 智慧农业(中英文), 2021, 3(2): 126-137.

WANG Weidan, SUN Li, PEI Zhiyuan, MA Shangjie, CHEN Yuanyuan, SUN Juanying, DONG Mo. Effect of growing season drought and flood on yield of spring maize in three northeast provinces of China[J]. Smart Agriculture, 2021, 3(2): 126-137.

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专题--农业传感器

01

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.

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02

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.

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专题--智慧果园种植

01

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.

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02

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.

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03

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.

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04

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.

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05

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.

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06

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.

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07

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.

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08

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.

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09

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.

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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.

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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.

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12

毛文菊, 刘恒, 王东飞, 杨福增, 刘志杰. 面向果园多机器人通信的AODV路由协议改进设计与测试[J]. 智慧农业(中英文), 2021, 3(1): 96-108.

MAO Wenju, LIU Heng, WANG Dongfei, YANG Fuzeng, LIU Zhijie. Improved AODV routing protocol for multi-robot communication in orchard[J]. Smart Agriculture, 2021, 3(1): 96-108.

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13

李志军, 杨圣慧, 史德帅, 刘星星, 郑永军. 基于轻量化改进YOLOv5的苹果树产量测定方法[J]. 智慧农业(中英文), 2021, 3(2): 100-114.

LI Zhijun, YANG Shenghui, SHI Deshuai, LIU Xingxing, ZHENG Yongjun. Yield estimation method of apple tree based on improved lightweight YOLOv5[J]. Smart Agriculture, 2021, 3(2): 100-114.

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14

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.

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专题--智慧设施农业

01

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.

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02

张宇, 赵春江, 林森, 郭文忠, 文朝武, 龙洁花. 基于Penman-Monteith模型和路径排序算法相结合的草莓灌溉方法与验证[J]. 智慧农业(中英文), 2021, 3(3): 116-128.

ZHANG Yu, ZHAO Chunjiang, LIN Sen, GUO Wenzhong, WEN Chaowu, LONG Jiehua. Irrigation method and verification of strawberry based on Penman-Monteith model and path ranking algorith[J]. Smart Agriculture, 2021, 3(3): 116-128.

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03

耿闻轩, 赵俊晔, 阮继伟, 侯跃辉. 人工智能辅助种植策略对温室草莓生产调控效果对比研究[J]. 智慧农业(中英文), 2022, 4(2): 183-193.

GENG Wenxuan, ZHAO Junye, RUAN Jiwei, HOU Yuehui. Comparative study of the regulation effects of artificial intelligence-assisted planting strategies on strawberry production in greenhouse[J]. Smart Agriculture, 2022, 4(2): 183-193.

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04

龙洁花, 郭文忠, 林森, 文朝武, 张宇, 赵春江. 改进YOLOv4的温室环境下草莓生育期识别方法[J]. 智慧农业(中英文), 2021, 3(4): 99-110.

LONG Jiehua, GUO Wenzhong, LIN Sen, WEN Chaowu, ZHANG Yu, ZHAO Chunjiang. Strawberry growth period recognition method under greenhouse environment based on improved YOLOv4[J]. Smart Agriculture, 2021, 3(4): 99-110.

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05

徐立鸿, 刘辉辉, 徐赫, 蔚瑞华, 蔡文韬. 南方蓝莓智能温室促早熟生产多因子协调控制技术[J]. 智慧农业(中英文), 2021, 3(4): 86-98.

XU Lihong, LIU Huihui, XU He, WEI Ruihua, CAI Wentao. Multi-factor coordination control technology of promoting early maturing in southern blueberry intelligent greenhouse[J]. Smart Agriculture, 2021, 3(4): 86-98.

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专题--大田作物智慧种植

01

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.

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02

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.

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03

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.

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04

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.

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专题--农业金融智能化

01

庄家煜, 许世卫, 李杨, 熊露, 刘克宝, 钟志平. 基于深度学习的多种农产品供需预测模型[J]. 智慧农业(中英文), 2022, 4(2): 174-182.

ZHUANG Jiayu, XU Shiwei, LI Yang, XIONG Lu, LIU Kebao, ZHONG Zhiping. Supply and demand forecasting model of multi-agricultural products based on deep learning[J]. Smart Agriculture, 2022, 4(2): 174-182.

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02

许钰林, 康孟珍, 王秀娟, 华净, 王浩宇, 沈震. 基于深度学习的玉米和大豆期货价格智能预测[J]. 智慧农业(中英文), 2022, 4(4): 156-163.

XU Yulin, KANG Mengzhen, WANG Xiujuan, HUA Jing, WANG Haoyu, SHEN Zhen. Corn and soybean futures price intelligent forecasting based on deep learning[J]. Smart Agriculture, 2022, 4(4): 156-163.

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专题--农产品智慧物流

01

刘思远, 陈天恩, 陈栋, 张驰, 王聪. 时变多车型下的生鲜农产品配送路径优化模型[J]. 智慧农业(中英文), 2021, 3(3): 139-151.

LIU Siyuan, CHEN Tian'en, CHEN Dong, ZHANG Chi, WANG Cong. Time-varying heterotypic-vehicle cold chain logistics distribution path optimization model[J]. Smart Agriculture, 2021, 3(3): 139-151.

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02

王芳, 滕桂法, 姚竟发. 带时间窗的多目标蔬菜运输配送路径优化算法[J]. 智慧农业(中英文), 2021, 3(3): 152-161.

WANG Fang, TENG Guifa, YAO Jingfa. Multi-objective vegetable transportation and distribution path optimization with time windows[J]. Smart Agriculture, 2021, 3(3): 152-161.

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专题--农业智能知识服务

01

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.

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02

李亮德, 王秀娟, 康孟珍, 华净, 樊梦涵. 基于语义融合与模型蒸馏的农业实体识别[J]. 智慧农业(中英文), 2021, 3(1): 118-128.

LI Liangde, WANG Xiujuan, KANG Mengzhen, HUA Jing, FAN Menghan. Agricultural named entity recognition based on semantic aggregation and model distillation[J]. Smart Agriculture, 2021, 3(1): 118-128.

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专题--数字化水产/昆虫养殖

01

尹航, 李祥铜, 徐龙琴, 李景彬, 刘双印, 曹亮, 冯大春, 郭建军, 李利桥. 对虾养殖溶解氧浓度组合预测模型EMD-RF-LSTM[J]. 智慧农业(中英文), 2021, 3(2): 115-125.

YIN Hang, LI Xiangtong, XU Longqin, LI Jingbin, LIU Shuangyin, CAO Liang, FENG Dachun, GUO Jianjun, LI Liqiao. EMD-RF-LSTM: Combination prediction model of dissolved oxygen concentration in prawn culture[J]. Smart Agriculture, 2021, 3(2): 115-125.

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02

李少波, 杨玲, 于辉辉, 陈英义. 水下鱼类品种识别模型与实时识别系统[J]. 智慧农业(中英文), 2022, 4(1): 130-139.

LI Shaobo, YANG Ling, YU Huihui, CHEN Yingyi. Underwater fish species identification model and real-time identification system[J]. Smart Agriculture, 2022, 4(1): 130-139.

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03

何锐敏, 郑可锋, 尉钦洋, 张小斌, 张俊, 朱怡航, 赵懿滢, 顾清. 基于改进Mask R-CNN模型的工厂化养蚕蚕体识别与计数[J]. 智慧农业(中英文), 2022, 4(2): 163-173.

HE Ruimin, ZHENG Kefeng, WEI Qinyang, ZHANG Xiaobin, ZHANG Jun, ZHU Yihang, ZHAO Yiying, GU Qing. Identification and counting of silkworms in factory farm using improved Mask R-CNN model[J]. Smart Agriculture, 2022, 4(2): 163-173.

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04

郭秀明, 诸叶平, 李世娟, 张杰, 吕纯阳, 刘升平. 农业复杂环境下尺度自适应小目标识别算法——以蜜蜂为研究对象[J]. 智慧农业(中英文), 2022, 4(1): 140-149.

GUO Xiuming, ZHU Yeping, LI Shijuan, ZHANG Jie, LYU Chunyang, LIU Shengping. Scale adaptive small objects detection method in complex agricultural environment: Taking bees as research object[J]. Smart Agriculture, 2022, 4(1): 140-149.

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专题--智慧农业综合研究


01

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.

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02

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.

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03

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.

HU Ruifa, LIU Wanjiawen. Technological revolution, disruptive technology and smart agriculture[J]. Smart Agriculture, 2022, 4(4): 138-143.

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