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  A review of deep learning based agricultural remote sensing image segmentation

  Qinghua Ren, Yanlin Wu, Qingshuai Zeng, Ning Yang

  01-12-2025

  https://doi.org/10.4081/jae.2025.1954

  1767

  PDF: 472

  HTML: 24
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  Recent advances in pest and disease recognition: a comprehensive review

  Honglin Liu, Bisheng Zhan, Ruitong Fang, Yi Zhang, Yujiao Ma, Ze Shen, Qirong Mao

  05-08-2025

  https://doi.org/10.4081/jae.2025.1776

  1438

  PDF: 816

  HTML: 27
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  GPPK4PCM: pest classification model integrating growth period prior knowledge

  Jianhua Zheng, Junde Lu, Yusha Fu, Ruolin Zhao, Jinfang Liu, Zhaoxi Luo, Zhijie Luo

  18-07-2025

  https://doi.org/10.4081/jae.2025.1814

  402

  PDF: 218

  HTML: 10
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  Tomato leaf diseases recognition based on deep convolutional neural networks

  Kai Tian, Jiefeng Zeng, Tianci Song, Zhuliu Li, Asenso Evans, Jiuhao Li

  25-08-2022

  https://doi.org/10.4081/jae.2022.1432

  3963

  PDF: 1538

  HTML: 177
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  YOLO deep learning algorithm for object detection in agriculture: a review

  Kamalesh Kanna S, Kumaraperumal Ramalingam, Pazhanivelan P, Jagadeeswaran R, Prabu P.C.

  13-12-2024

  https://doi.org/10.4081/jae.2024.1641

  6085

  PDF: 1949

  HTML: 579
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  Fine-grained recognition algorithm of crop pests based on cross-layer bilinear aggregation and multi-task learning

  Juquan Ruan, Shuo Liu, Wanjing Mao, Shan Zeng, Zhuoyi Zhang, Guangsun Yin

  30-10-2024

  https://doi.org/10.4081/jae.2024.1606

  820

  PDF: 373

  HTML: 11
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  Lychee cultivar fine-grained image classification method based on improved ResNet-34 residual network

  Yiming Xiao, Jianhua Wang, Hongyi Xiong, Fangjun Xiao, Renhuan Huang, Licong Hong, Bofei Wu, Jinfeng Zhou, Yongbin Long, Yubin Lan

  17-07-2024

  https://doi.org/10.4081/jae.2024.1593

  1125

  PDF: 539

  HTML: 27

• Double-branch deep convolutional neural network-based rice leaf diseases recognition and classification

  Xiong Bi, Hongchun Wang

  30-10-2023

  https://doi.org/10.4081/jae.2023.1544

  1781

  PDF: 616

  APPENDIX: 123

  HTML: 20
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  IBAC-Net: integrative brightness adaptive plant leaf disease classification

  Xing Xu, Hongya Ma, Yun Zhao, Xiaoshu Lv

  11-03-2025

  https://doi.org/10.4081/jae.2025.1772

  651

  PDF: 504

  HTML: 27
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  Leveraging deep semantic segmentation for assisted weed detection

  Francisco Garibaldi-Márquez, Gerardo Flores, Luis M. Valentín-Coronado

  18-02-2025

  https://doi.org/10.4081/jae.2025.1741

  1112

  PDF: 431

  HTML: 56
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  An intelligent system for detecting Mediterranean fruit fly [Medfly; Ceratitis capitata (Wiedemann)]

  Yusuf Uzun, Mehmet Resit Tolun, Halil Tanyer Eyyuboglu, Filiz Sarı

  30-06-2022

  https://doi.org/10.4081/jae.2022.1381

  3137

  PDF: 892

  HTML: 428
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  Sheep pose estimation via image analysis and body measurements derived from key points

  Cafer Tayyar Bati

  28-08-2025

  https://doi.org/10.4081/jae.2025.1719

  1224

  PDF: 429

  HTML: 74

• Comparative analysis of 2D and 3D vineyard yield prediction system using artificial intelligence

  Dhanashree Barbole, Parul M. Jadhav

  30-10-2023

  https://doi.org/10.4081/jae.2023.1545

  1488

  PDF: 570

  HTML: 20
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  Residual attention based multi-label learning for apple leaf disease identification

  Changjian Zhou, Zhenyuan Zhao, Wenzhuo Chen, Yuquan Feng, Jia Song, Wensheng Xiang

  20-08-2024

  https://doi.org/10.4081/jae.2024.1595

  943

  PDF: 402

  HTML: 27
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  Smart precision agriculture using deep neural networks and multi-objective optimization for sensor deployment and yield estimation

  Hamdan Alshehri, Haitham Assiri

  23-01-2026

  https://doi.org/10.4081/jae.2025.1769

  943

  PDF: 580

  HTML: 33

• Multi-class segmentation of navel orange surface defects based on improved DeepLabv3+

  Yun Zhu, Shuwen Liu, Xiaojun Wu, Lianfeng Gao, Youyun Xu

  20-02-2024

  https://doi.org/10.4081/jae.2024.1564

  1434

  PDF: 555

  HTML: 49
• 

  Potato powdery scab segmentation using improved GrabCut algorithm

  Rui Liu, Tong Zhu, Jiawei Wu, Jingtao Li

  09-05-2024

  https://doi.org/10.4081/jae.2024.1585

  789

  PDF: 442

  HTML: 25
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  Monitoring water-stressed spring tea canopy temperature using UAV-derived indices and clustering models

  Jiaxing Xie, Yazhong Chen, Shuai Zhao, Jiaxin Wang, Liye Chen, Fan Luo, Zihao Chen, Weixian Sha, Peng Gao, Weixing Wang, Hongshan Liu

  23-01-2026

  https://doi.org/10.4081/jae.2025.1749

  510

  PDF: 111

  HTML: 22

• Zanthoxylum infructescence detection based on adaptive density clustering

  Diwei Wu, Shaohua Zeng, Shuai Wang, Yanan Chen, Yidan Xu

  26-03-2024

  https://doi.org/10.4081/jae.2024.1568

  2135

  PDF: 402

  SUPPLEMENTARY MATERIAL: 100

  HTML: 17
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  Use of machine learning tools to estimate drying rate of apple and apricot wood discs

  Martina Balac, Andrija Rajković, Mihailo Milanović, Zoran Mileusnić, Rajko Miodragović, Aleksandra Dragičević, Olivera Ećim-Đurić

  04-09-2025

  https://doi.org/10.4081/jae.2025.1712

  454

  PDF: 467

  HTML: 45
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  Automated system for the detection of risk in agricultural sugarcane harvesting using digital image processing and deep learning

  Alina Evelyn Badillo-Márquez, Jonathan J. Cid-Galiot, Rubén Posada-Gómez, Alberto Alfonso Aguilar-Lasserre

  08-05-2024

  https://doi.org/10.4081/jae.2024.1581

  1066

  PDF: 648

  HTML: 15
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  Pitaya detection using an improved lightweight Faster R-CNN based on MobileNetV3 in densely planted pitaya orchards

  Yulong Nan, Huichun Zhang, Jiaqiang Zheng, Kunqi Yang

  17-07-2025

  https://doi.org/10.4081/jae.2025.1886

  525

  PDF: 265

  HTML: 24
• 

  Monitoring mini-tomatoes growth: A non-destructive machine vision-based alternative

  Fernando Ferreira Abreu, Luiz Henrique Antunes Rodrigues

  09-09-2022

  https://doi.org/10.4081/jae.2022.1366

  1997

  PDF: 947

  HTML: 67
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  Static laser weeding system based on improved YOLOv8 and image fusion

  Xiwang Du, Xia Li, Fangtao Duan, Jiawei Hua, Mengchao Hu

  03-10-2024

  https://doi.org/10.4081/jae.2024.1598

  2127

  PDF: 988

  HTML: 143
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  Real-time banana harvest readiness prediction using mobile SE-enhanced YOLO classification

  Preety Baglat, Fábio Mendonça, Sheikh Shanawaz Mostafa, Sidharth Gupta, Francisco Silva, Helena Garcês, Ruben Sousa, Diana Côrte, Fernando Morgado-Dias

  28-01-2026

  https://doi.org/10.4081/jae.2026.2003

  646

  PDF: 237

  Supplementary: 36

  HTML: 3
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  Cassava stalk detection for a cassava harvesting robot based on YOLO v4 and Mask R-CNN

  Thanaporn Singhpoo, Khwantri Saengprachatanarug, Seree Wongpichet, Jetsada Posom, Kanda Runapongsa Saikaew

  01-08-2023

  https://doi.org/10.4081/jae.2023.1301

  2152

  PDF: 798

  HTML: 159
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  Harnessing AI for sustainable agriculture: exergy efficiency optimization in maize via neighbourhood component analysis, principal component analysis, extreme gradient boosting

  Kutalmis Turhal, Umit Cigdem Turhal, Yasemin Onal

  24-10-2025

  https://doi.org/10.4081/jae.2025.1870

  943

  PDF: 414

  HTML: 14
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  Grape detection in natural environment based on improved YOLOv8 network

  Meng Junjie, Cao Ziang, Guo Dandan, Wang Yuwei, Zhang Dashan, Liu Bingyou, Hou Wenhui

  20-08-2024

  https://doi.org/10.4081/jae.2024.1594

  900

  PDF: 512

  HTML: 31
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  Fast identification of tomatoes in natural environments by improved YOLOv5s

  Hongbo Wang, Zhicheng Xie, Yongzheng Yang, Junmao Li, Zilu Huang, Zhihong Yu

  09-07-2024

  https://doi.org/10.4081/jae.2024.1588

  720

  PDF: 354

  HTML: 34
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  Acoustic feature analysis of normal and abnormal calls of white-feathered broilers

  Bowen Sun, Xiangchao Kong, Xingkai Peng, Changxi Chen, Wanchao Zhang, Guangyu Zhao, Yongmin Guo, Kaisi Yang

  18-12-2025

  https://doi.org/10.4081/jae.2025.1684

  376

  PDF: 352

  HTML: 13
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  Automatic sheep counting method and experimental study based on mask R-CNN

  YiKun Fan, Ting Li, Hao Lian, HuiLin Jiang, Wenqian Yang, Peng Zhou, Meian Li

  12-09-2025

  https://doi.org/10.4081/jae.2025.1614

  1101

  PDF: 312

  HTML: 51
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  SCS-YOLO11: a robust detection framework for pileus of deer antler mushrooms in greenhouse environments

  Shuzhen Yang, Jiahong Du, Dongjian Zhang, sangsang Li

  15-12-2025

  https://doi.org/10.4081/jae.2025.1930

  375

  PDF: 244

  HTML: 11
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  Modelling of agricultural land dynamics using artificial neural networks and geospatial analysis in Melur Taluk, Tamil Nadu, India

  Gowthaman M S, Murugasan R , Srinivasa Raju K, Makendran C

  21-07-2025

  https://doi.org/10.4081/jae.2025.1783

  563

  PDF: 550

  HTML: 11
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  Detection method of potato leaf disease based on YOLOv5s

  Jingtao Li, Hao Chen, Guisong Li, Yueqi Liu, Yanli Yang, Xia Liu, Chang Yi Wang

  03-06-2024

  https://doi.org/10.4081/jae.2024.1587

  1007

  PDF: 568

  HTML: 103
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  AI-powered autonomous spraying robot for precision orchard applications

  Dilara Gerdan Koc, Caner Koc, Mustafa Comakli

  10-12-2025

  https://doi.org/10.4081/jae.2025.1766

  1635

  PDF: 492

  HTML: 49
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  Automated tea shoot picking using the YOLO network and Mamba images segmentation for top-view detection with a monocular camera

  Zhiqiang Wang, Hui Niu, Jing Zhang, Wu Zhang, Jian Mao, Shengqi Zhang, Jun Liu, Guanpeng Zuo, Zhe Zheng, Zhenxiang Chi

  18-11-2025

  https://doi.org/10.4081/jae.2025.1637

  498

  PDF: 237

  HTML: 11
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  AC-YOLO: citrus detection in the natural environment of orchards

  Xu Xiao, Yaonan Wang, Yiming Jiang, Haotian Wu, Zhe Zhang, Rujing Wang

  27-12-2024

  https://doi.org/10.4081/jae.2024.1654

  1024

  PDF: 463

  HTML: 35
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  Tomato detection in natural environment based on improved YOLOv8 network

  Wancheng Dong, Yipeng Zhao, Jiaxing Pei, Zuolong Feng, Zhikai Ma, Leilei Wang, Simon Shemin Wang

  24-07-2025

  https://doi.org/10.4081/jae.2025.1732

  1092

  PDF: 724

  HTML: 70
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  Review on electromagnetic soil sensing technologies: devices, statistical models, and future perspective

  Eleonora Iaccheri, Luigi Ragni, Annachiara Berardinelli

  23-01-2026

  https://doi.org/10.4081/jae.2025.1817

  1337

  PDF: 552

  HTML: 84
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  Operational evaluation of an optical sensor for the automatic in-line estimation of total mixed ration fibre length and particle size in a mixing wagon

  Massimo Brambilla, Andrea Lazzari, Simone Giovinazzo, Francesco Tangorra, Aldo Calcante, Carlo Bisaglia

  04-03-2025

  https://doi.org/10.4081/jae.2025.1730

  903

  PDF: 432

  HTML: 31
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  Anthocyanins estimation in homogeneous bean landrace (Phaseolus vulgaris L.) using probabilistic representation and convolutional neural networks

  José Luis Morales-Reyes, Héctor-Gabriel Acosta-Mesa, Elia-Nora Aquino-Bolaños, Socorro Herrera Meza, Aldo Márquez Grajales

  01-08-2023

  https://doi.org/10.4081/jae.2023.1421

  1466

  PDF: 624

  HTML: 19
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  Lightweight sandy vegetation object detection algorithm based on attention mechanism

  Zhongwei Hua, Min Guan

  21-11-2022

  https://doi.org/10.4081/jae.2022.1471

  1665

  PDF: 481

  HTML: 31
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  Detection of early collision and compression bruises for pears based on hyperspectral imaging technology

  Guanglai Wang, Congcong Wang, Dayang Liu

  09-07-2024

  https://doi.org/10.4081/jae.2024.1591

  815

  PDF: 505

  HTML: 19
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  E-nose: a low-cost fruit ripeness monitoring system

  Pankaj Tyagi, Rahul Semwal, Anju Sharma, Uma Shanker Tiwary, Pritish Varadwaj

  03-11-2022

  https://doi.org/10.4081/jae.2022.1389

  5351

  PDF: 1796

  HTML: 1391
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  Forecasting the vapor pressure deficit in vertical farming facilities aiming to provide optimal indoor conditions

  Carlos Alejandro Perez Garcia, Dafni Despoina Avgoustaki, Enrica Santolini, Daniele Torreggiani, Thomas Bartzanas, Patrizia Tassinari, Marco Bovo

  25-07-2025

  https://doi.org/10.4081/jae.2025.1793

  979

  PDF: 342

  HTML: 21
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  Proximal optical sensing for vineyard control and management: a review

  Alessio Tugnolo, Hugo M. Oliveira, Valentina Giovenzana, Roberto Beghi, Davide Bianchi, Alessia Pampuri, Andrea Casson, Lucio Brancadoro, Joao Piteira, Natacha Fontes, Antonio Graca, Paulo Freitas, Riccardo Guidetti

  01-07-2025

  https://doi.org/10.4081/jae.2025.1642

  847

  PDF: 434

  HTML: 19
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  Parametric evaluation of segmentation techniques for paddy diseases analysis

  Hemanthakumar R. Kappali, Sadyojatha K.M., Prashanthi S.K.

  04-08-2023

  https://doi.org/10.4081/jae.2023.1532

  1222

  PDF: 487

  HTML: 33
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  Hyperspectral prediction of pigment content in tomato leaves based on logistic-optimized sparrow search algorithm and back propagation neural network

  Jiangui Zhao, Tingyu Zhu, Zhichao Qiu, Tao Li, Guoliang Wang, Zhiwei Li, Huiling Du

  20-06-2023

  https://doi.org/10.4081/jae.2023.1528

  1417

  PDF: 970

  HTML: 22
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  Aeroponic systems design: considerations and challenges

  Albert Min, Nam Nguyen, Liam Howatt, Marlowe Tavares, Jaho Seo

  15-09-2022

  https://doi.org/10.4081/jae.2022.1387

  8335

  PDF: 3555

  Appendix: 235

  HTML: 5427
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  Soil depth modelling using terrain analysis and satellite imagery: the case study of Qeshlaq mountainous watershed (Kurdistan, Iran)

  Salahudin Zahedi, Kaka Shahedi, Mahmod Habibnejad Rawshan, Karim Solimani, Kourosh Dadkhah

  167-174

  14-09-2017

  https://doi.org/10.4081/jae.2017.595

  2490

  PDF: 1032

  HTML: 1199
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  Image analysis of real-time classification of cherry fruit from colour features

  José F. Reyes, Elías Contreras, Christian Correa, Pedro Melin

  23-12-2021

  https://doi.org/10.4081/jae.2021.1160

  1903

  PDF: 875

  HTML: 45
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  Identification of drought-salinity combined stress in tomato plants by vegetation indices

  Alessandro Biglia, Francesco Gresta, Davide Lucien Patono, Lorenzo Comba, Claudio Lovisolo, Paolo Gay, Andrea Schubert

  23-10-2024

  https://doi.org/10.4081/jae.2024.1599

  980

  PDF: 451

  HTML: 21

• Apple recognition and picking sequence planning for harvesting robot in a complex environment

  Wei Ji, Tong Zhang, Bo Xu, Guozhi He

  31-10-2023

  https://doi.org/10.4081/jae.2024.1549

  2073

  PDF: 896

  SUPPLEMENTARY MATERIAL: 111

  HTML: 47
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  Drag reduction design and experiments for the chisel-shaped shovel tip

  Longlong Wang, Changjiang Zheng, Mingke Li, Tongtong Mi, Songze Li, Xuemei Yi

  16-04-2024

  https://doi.org/10.4081/jae.2024.1576

  1064

  PDF: 506

  HTML: 15

• Distinguishing tea stalks of Wuyuan green tea using hyperspectral imaging analysis and convolutional neural network

  Xin Yu, Ling Zhao, Zongbin Liu, Yiqing Zhang

  16-02-2024

  https://doi.org/10.4081/jae.2024.1560

  1186

  PDF: 573

  HTML: 27
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  Key technology of crop precision sowing based on the vision principle

  Bing Li, Jiyun Li

  25-08-2022

  https://doi.org/10.4081/jae.2022.1453

  2323

  PDF: 546

  HTML: 57
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  Application of MOS gas sensors for detecting mechanical damage of tea plants

  Yubing Sun, Yutong Zheng

  02-12-2024

  https://doi.org/10.4081/jae.2024.1647

  1229

  PDF: 391

  HTML: 50
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  Hyperspectral imaging to measure apricot attributes during storage

  Alessandro Benelli, Chiara Cevoli, Angelo Fabbri, Luigi Ragni

  28-06-2022

  https://doi.org/10.4081/jae.2022.1311

  1736

  PDF: 699

  HTML: 60
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  Artificial intelligence to boost traceability systems for fraud prevention in the meat industry

  Alessandro Biglia, Paolo Barge, Cristina Tortia, Lorenzo Comba, Davide Ricauda Aimonino, Paolo Gay

  30-12-2022

  https://doi.org/10.4081/jae.2022.1328

  2615

  PDF: 1304

• Real-time straw moisture content detection system for mobile straw granulator

  Wei Wang, Yuanjuan Gong, Xuewei Bai, Rui Tan

  26-03-2024

  https://doi.org/10.4081/jae.2024.1570

  2709

  PDF: 601

  HTML: 63
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  Energy optimization control of extended-range hybrid combine harvesters based on quasi-cycle power demand estimation

  Shuofeng Weng, Chaochun Yuan, Youguo He, Jie Shen, Lizhang Xu, Zhihao Zhu, Qiuye Yu, Xiaowei Yang

  14-07-2025

  https://doi.org/10.4081/jae.2025.1819

  1197

  PDF: 494

  Appendix: 150

  HTML: 20
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  Satellite remote sensing for monitoring citrus orchards water requirements at the irrigation district scale

  Giuseppe Longo-Minnolo, Alessandro D’Emilio, Juan Miguel Ramírez-Cuesta, Daniela Vanella, Serena Guarrera, Giacoma Manerchia Maserà, Simona Consoli

  31-10-2024

  https://doi.org/10.4081/jae.2024.1623

  1268

  PDF: 662

  HTML: 73
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  Thermal comfort optimisation of vernacular rural buildings: passive solutions to retrofit a typical farmhouse in central Italy

  Maria Elena Menconi, Massimo Chiappini, Jan L.M. Hensen, David Grohmann

  127-136

  29-06-2017

  https://doi.org/10.4081/jae.2017.668

  2399

  PDF: 1352

  HTML: 351
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  Biomimetic tool design improves tillage efficiency, seedbed quality, and straw incorporation during rototilling in conservation farming

  Ian Torotwa, Qishuo Ding, Emmanuel Awuah, Ruiyin He

  16-03-2023

  https://doi.org/10.4081/jae.2023.1327

  1823

  PDF: 954

  HTML: 176
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  Assessing the effect of barns structures and environmental conditions in dairy cattle farms monitored in Northern Italy

  Daniela Lovarelli, Elisabetta Riva, Gabriele Mattachini, Marcella Guarino, Giorgio Provolo

  23-12-2021

  https://doi.org/10.4081/jae.2021.1229

  2224

  PDF: 1009

  HTML: 82
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  Empowering farmers with artificial intelligence: a retrieval-augmented generation based large language model advisory framework

  Shreeram Sawant, Rahul Nair, Siddharth Hariharan

  27-01-2026

  https://doi.org/10.4081/jae.2026.1908

  1289

  PDF: 580

  Supplementary: 41

  HTML: 6
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  Effect of different photoperiod regimes in combination with natural and artificial light on nutrient uptake in bok choy (Brassica rapa L.) using an internet of things-based hydroponics system

  Bayu Taruna Widjaja Putra, Wahyu Nurkholis Hadi Syahputra, Parawita Dewanti

  08-05-2024

  https://doi.org/10.4081/jae.2024.1579

  1861

  PDF: 1034

  HTML: 12