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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

  1453

  PDF: 363

  HTML: 13
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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

  1277

  PDF: 677

  HTML: 24
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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

  359

  PDF: 190

  HTML: 8
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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

  3820

  PDF: 1487

  HTML: 167
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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

  5638

  PDF: 1767

  HTML: 530
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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

  779

  PDF: 360

  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

  1067

  PDF: 519

  HTML: 25

• 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

  1726

  PDF: 591

  APPENDIX: 119

  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

  597

  PDF: 464

  HTML: 23
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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

  1006

  PDF: 385

  HTML: 48
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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

  3043

  PDF: 859

  HTML: 408
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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

  1100

  PDF: 397

  HTML: 52

• 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

  1447

  PDF: 555

  HTML: 19
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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

  889

  PDF: 375

  HTML: 25
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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

  827

  PDF: 518

  HTML: 27

• 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

  1389

  PDF: 543

  HTML: 48
• 

  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

  759

  PDF: 419

  HTML: 23
• 

  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

  441

  PDF: 60

  HTML: 17

• 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

  2093

  PDF: 388

  SUPPLEMENTARY MATERIAL: 97

  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

  387

  PDF: 368

  HTML: 44
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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

  1018

  PDF: 532

  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

  463

  PDF: 226

  HTML: 16
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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

  1942

  PDF: 920

  HTML: 61
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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

  1981

  PDF: 899

  HTML: 132
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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

  2087

  PDF: 772

  HTML: 157
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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

  879

  PDF: 356

  HTML: 9
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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

  848

  PDF: 477

  HTML: 24
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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

  687

  PDF: 331

  HTML: 34
• 

  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

  297

  PDF: 253

  HTML: 7
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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

  1021

  PDF: 289

  HTML: 35
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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

  280

  PDF: 183

  HTML: 6
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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

  521

  PDF: 463

  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

  958

  PDF: 549

  HTML: 100
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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

  1254

  PDF: 351

  HTML: 12
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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

  397

  PDF: 186

  HTML: 3
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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

  934

  PDF: 427

  HTML: 31
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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

  1021

  PDF: 597

  HTML: 60
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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

  1242

  PDF: 490

  HTML: 71
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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

  845

  PDF: 392

  HTML: 29
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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

  1413

  PDF: 606

  HTML: 18
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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

  1619

  PDF: 467

  HTML: 29
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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

  763

  PDF: 447

  HTML: 16
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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

  5177

  PDF: 1740

  HTML: 1343
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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

  909

  PDF: 302

  HTML: 19
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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

  764

  PDF: 385

  HTML: 16
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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

  1181

  PDF: 473

  HTML: 28
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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

  1368

  PDF: 829

  HTML: 19
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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

  8136

  PDF: 3464

  Appendix: 233

  HTML: 5315
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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

  2444

  PDF: 1004

  HTML: 1192
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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

  1846

  PDF: 859

  HTML: 36
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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

  915

  PDF: 415

  HTML: 17

• 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

  1941

  PDF: 837

  SUPPLEMENTARY MATERIAL: 99

  HTML: 39
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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

  993

  PDF: 482

  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

  1124

  PDF: 557

  HTML: 23
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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

  1170

  PDF: 378

  HTML: 42
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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

  1693

  PDF: 674

  HTML: 60
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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

  2295

  PDF: 535

  HTML: 57
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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

  2496

  PDF: 1277

• 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

  2678

  PDF: 565

  HTML: 59
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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

  1754

  PDF: 1010

  HTML: 11
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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

  1147

  PDF: 458

  Appendix: 139

  HTML: 18
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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

  1201

  PDF: 632

  HTML: 60
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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

  2353

  PDF: 1313

  HTML: 348
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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

  1770

  PDF: 911

  HTML: 162
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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

  2155

  PDF: 973

  HTML: 78