Grain Crop Yield Prediction Using Machine Learning Based on UAV Remote Sensing: A Systematic Literature Review

被引：0
|
作者：
Yuan, Jianghao [1 ,2 ]
Zhang, Yangliang [3 ]
Zheng, Zuojun [1 ]
Yao, Wei [1 ]
Wang, Wensheng [1 ,4 ]
Guo, Leifeng [1 ,3 ]
机构：
[1] College of Information Science & Technology, Hebei Agricultural University, Baoding,071001, China
[2] Academy of National Food and Strategic Reserves Administration, Beijing,100037, China
[3] Agriculture Information Institute, Chinese Academy of Agriculture Science, Beijing,100086, China
[4] Big Data Development Center, Ministry of Agriculture and Rural Affairs, Beijing,100125, China
来源：
Drones | 2024年 / 8卷 / 10期
基金：
国家重点研发计划;
关键词：
Aerial vehicle - Crop yield - Deep learning - Features selection - Grain crops - Machine-learning - Multimodal feature fusions - Random forests - Unmanned aerial vehicle - Yield estimation;
D O I：
10.3390/drones8100559
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] A Systematic Literature Review on Crop Yield Prediction with Deep Learning and Remote Sensing
    Muruganantham, Priyanga
    Wibowo, Santoso
    Grandhi, Srimannarayana
    Samrat, Nahidul Hoque
    Islam, Nahina
    [J]. REMOTE SENSING, 2022, 14 (09)
  • [2] Tree crop yield estimation and prediction using remote sensing and machine learning: A systematic review
    Trentin, Carolina
    Ampatzidis, Yiannis
    Lacerda, Christian
    Shiratsuchi, Luciano
    [J]. SMART AGRICULTURAL TECHNOLOGY, 2024, 9
  • [3] Crop yield prediction using machine learning: A systematic literature review
    van Klompenburg, Thomas
    Kassahun, Ayalew
    Catal, Cagatay
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2020, 177
  • [4] Ensemble of Machine Learning Algorithms for Rice Grain Yield Prediction Using UAV-Based Remote Sensing
    Sarkar, Tapash Kumar
    Roy, Dilip Kumar
    Kang, Ye Seong
    Jun, Sae Rom
    Park, Jun Woo
    Ryu, Chan Seok
    [J]. JOURNAL OF BIOSYSTEMS ENGINEERING, 2024, 49 (01) : 1 - 19
  • [5] Alfalfa yield prediction using machine learning and UAV multispectral remote sensing
    Yan, Haijun
    Zhuo, Yue
    Li, Maona
    Wang, Yunling
    Guo, Hui
    Wang, Jingjing
    Li, Changshuo
    Ding, Feng
    [J]. Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2022, 38 (11): : 64 - 71
  • [6] Wheat Yield Prediction Using Machine Learning Method Based on UAV Remote Sensing Data
    Yang, Shurong
    Li, Lei
    Fei, Shuaipeng
    Yang, Mengjiao
    Tao, Zhiqiang
    Meng, Yaxiong
    Xiao, Yonggui
    [J]. DRONES, 2024, 8 (07)
  • [7] Wheat Crop Field and Yield Prediction using Remote Sensing and Machine Learning
    Ayub, Maheen
    Khan, Najeed Ahmed
    Haider, Rana Zeeshan
    [J]. PROCEEDINGS OF 2ND IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (ICAI 2022), 2022, : 158 - 164
  • [8] Tackling Food Insecurity Using Remote Sensing and Machine Learning-Based Crop Yield Prediction
    Shafi, Uferah
    Mumtaz, Rafia
    Anwar, Zahid
    Ajmal, Muhammad Muzyyab
    Khan, Muhammad Ajmal
    Mahmood, Zahid
    Qamar, Maqsood
    Jhanzab, Hafiz Muhammad
    [J]. IEEE ACCESS, 2023, 11 : 108640 - 108657
  • [9] Deep learning for crop yield prediction: a systematic literature review
    Oikonomidis, Alexandros
    Catal, Cagatay
    Kassahun, Ayalew
    [J]. NEW ZEALAND JOURNAL OF CROP AND HORTICULTURAL SCIENCE, 2023, 51 (01) : 1 - 26
  • [10] Prediction of maize crop coefficient from UAV multisensor remote sensing using machine learning methods
    Shao, Guomin
    Han, Wenting
    Zhang, Huihui
    Zhang, Liyuan
    Wang, Yi
    Zhang, Yu
    [J]. AGRICULTURAL WATER MANAGEMENT, 2023, 276
12345