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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

  1921

  PDF: 503

  HTML: 26
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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

  1553

  PDF: 847

  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

  410

  PDF: 227

  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

  4010

  PDF: 1548

  HTML: 206
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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

  6343

  PDF: 1996

  HTML: 602
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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

  843

  PDF: 378

  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

  1172

  PDF: 544

  HTML: 28

• 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

  1857

  PDF: 631

  APPENDIX: 129

  HTML: 21
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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

  672

  PDF: 516

  HTML: 28
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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

  1141

  PDF: 445

  HTML: 58
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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

  3185

  PDF: 902

  HTML: 432
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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

  1267

  PDF: 448

  HTML: 79

• 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

  1512

  PDF: 586

  HTML: 21
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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

  994

  PDF: 409

  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

  995

  PDF: 614

  HTML: 34

• 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

  1460

  PDF: 572

  HTML: 55
• 

  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

  803

  PDF: 449

  HTML: 27
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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

  534

  PDF: 131

  HTML: 23

• 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

  2156

  PDF: 404

  SUPPLEMENTARY MATERIAL: 103

  HTML: 18
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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

  471

  PDF: 497

  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

  1078

  PDF: 652

  HTML: 16
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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

  533

  PDF: 275

  HTML: 26
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  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

  2013

  PDF: 957

  HTML: 69
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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

  2212

  PDF: 1076

  HTML: 148
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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

  698

  PDF: 260

  Supplementary: 42

  HTML: 10
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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

  2189

  PDF: 807

  HTML: 160
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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

  974

  PDF: 430

  HTML: 17
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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

  921

  PDF: 521

  HTML: 32
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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

  737

  PDF: 358

  HTML: 36
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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

  393

  PDF: 379

  HTML: 14
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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

  1140

  PDF: 333

  HTML: 53
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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

  420

  PDF: 267

  HTML: 16
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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

  577

  PDF: 577

  HTML: 12
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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

  1032

  PDF: 578

  HTML: 105
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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

  1938

  PDF: 521

  HTML: 57
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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

  526

  PDF: 261

  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

  1057

  PDF: 473

  HTML: 37
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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

  1105

  PDF: 755

  HTML: 71
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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

  1380

  PDF: 570

  HTML: 123
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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

  913

  PDF: 445

  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

  1477

  PDF: 634

  HTML: 22
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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

  1673

  PDF: 490

  HTML: 34
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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

  828

  PDF: 515

  HTML: 21
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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

  5407

  PDF: 1818

  HTML: 1401
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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

  1000

  PDF: 358

  HTML: 22
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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

  880

  PDF: 450

  HTML: 20
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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

  1241

  PDF: 494

  HTML: 35
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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

  1436

  PDF: 1019

  HTML: 23
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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

  8433

  PDF: 3591

  Appendix: 239

  HTML: 5455
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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

  2512

  PDF: 1039

  HTML: 1201
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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

  1928

  PDF: 886

  HTML: 47
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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

  1013

  PDF: 462

  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

  2110

  PDF: 905

  SUPPLEMENTARY MATERIAL: 114

  HTML: 48
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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

  1092

  PDF: 519

  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

  1206

  PDF: 583

  HTML: 28
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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

  1267

  PDF: 397

  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

  1758

  PDF: 708

  HTML: 61
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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

  2359

  PDF: 553

  HTML: 58
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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

  2647

  PDF: 1311

• 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

  2720

  PDF: 606

  HTML: 65
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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

  1949

  PDF: 1043

  HTML: 14
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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

  1218

  PDF: 509

  Appendix: 155

  HTML: 24
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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

  1308

  PDF: 676

  HTML: 74
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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

  2415

  PDF: 1360

  HTML: 352
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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

  1859

  PDF: 964

  HTML: 180
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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

  2288

  PDF: 1018

  HTML: 88
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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

  1720

  PDF: 644

  Supplementary: 48

  HTML: 18