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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

2622

PDF: 592

HTML: 51
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

1096

PDF: 514

HTML: 21
Unmanned aerial vehicle and proximal sensing of vegetation indices in olive tree (Olea europaea)

Eliseo Roma, Pietro Catania, Mariangela Vallone, Santo Orlando

12-10-2023

https://doi.org/10.4081/jae.2023.1536

1787

PDF: 1052

HTML: 125
Using Landsat 8 imagery in detecting cork oak (Quercus suber L.) woodlands: a case study in Calabria (Italy)

Giuseppe Modica, Francesco Solano, Angelo Merlino, Salvatore Di Fazio, Francesco Barreca, Luigi Laudari, Carmelo Riccardo Fichera

205-215

15-12-2016

https://doi.org/10.4081/jae.2016.571

3188

PDF: 1238

HTML: 927
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

1497

PDF: 626

HTML: 209
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

635

PDF: 191

HTML: 25
Estimating rice yield under different wheat residue coverage levels using multispectral Gaofen satellite data and remote sensing indices

Muhammad Sohail Memon, Shuren Chen, Jun Guo, Babar Iqbal, Zhiqiang Du, Mohamed Farag Taha, Noreena Memon

23-06-2025

https://doi.org/10.4081/jae.2025.1698

1949

PDF: 394

Supplementary: 112

HTML: 28
An active-optical reflectance sensor in-field testing for the prediction of winter wheat harvest metrics

Marko Milan Kostić, Nataša Ljubičić, Vladimir Aćin, Milan Mirosavljević, Maša Budjen, Miloš Rajković, Nebojša Dedović

16-02-2024

https://doi.org/10.4081/jae.2024.1559

1364

PDF: 511

SUPPLEMENTARY MATERIAL: 135

HTML: 14
Best practices in post-flood surveys: The study case of Pioverna torrent

Alessio Cislaghi, Gian Battista Bischetti

28-06-2022

https://doi.org/10.4081/jae.2022.1312

3381

PDF: 857

HTML: 93
Recognition of pepper plant and ridge characteristics using an ultrasonic sensor for smart upland crop production

Mohammod Ali, Md Rejaul Karim, Md Sazzadul Kabir, Md Asrakul Haque, Kyu-Ho Lee, Sun-Ok Chung

21-07-2025

https://doi.org/10.4081/jae.2025.1881

892

PDF: 494

HTML: 18
Comparing Sentinel-1, Sentinel-2, and Landsat-8 data in the early recognition of irrigated areas in central Italy

Lorenzo Vergni, Alessandra Vinci, Francesca Todisco, Francesco Saverio Santaga, Marco Vizzari

23-12-2021

https://doi.org/10.4081/jae.2021.1265

2237

PDF: 964

HTML: 133
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

7568

PDF: 2504

HTML: 672
Automatic solution for detection, identification and biomedical monitoring of a cow using remote sensing for optimised treatment of cattle

Yevgeny Beiderman, Mark Kunin, Eli Kolberg, Ilan Halachmi, Binyamin Abramov, Rafael Amsalem, Zeev Zalevsky

153-160

21-12-2014

https://doi.org/10.4081/jae.2014.418

3387

PDF: 1123

HTML: 1879
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

2432

PDF: 576

HTML: 59
Handheld sensing system for data-driven irrigation management in olive orchards

Eliseo Roma, Francisco Rovira-Más, Pietro Catania

05-09-2025

https://doi.org/10.4081/jae.2025.1960

590

PDF: 627

HTML: 16
Evaluation of cropping calendar adherence on an irrigated lowland rice production area using remote sensing-derived aboveground biomass production

Alvin John B. Felipe, Ronaldo B. Saludes, Rubenito M. Lampayan, Patrick Lemuel P. Relativo

03-04-2026

https://doi.org/10.4081/jae.2026.1826

602

PDF: 194

HTML: 48
Analysis of irrigation system performance based on an integrated approach with Sentinel-2 satellite images

Meriem Er-Rami, Guido D'Urso, Nicola Lamaddalena, Daniela D'Agostino, Oscar Rosario Belfiore

28-06-2021

https://doi.org/10.4081/jae.2021.1170

3695

PDF: 1254

HTML: 207
Assessment of drought stress in arid olive groves using HidroMORE model

Abderrahman Sghaier, Hanen Dhaou, Lassaad Jarray , Zouhair Abaab, Ahmed Sekrafi, Mohamed Ouessar

31-03-2022

https://doi.org/10.4081/jae.2022.1264

2578

PDF: 1216

HTML: 112
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

666

PDF: 723

HTML: 13
Monitoring and multi-scenario simulation of agricultural land changes using Landsat imageries and future land use simulation model on coastal of Alanya

Melis Inalpulat

31-10-2023

https://doi.org/10.4081/jae.2024.1548

2163

PDF: 754

HTML: 17
Statistical assessment of vegetation dynamics within protected areas using remote sensing data

Maria Elena Menconi, David Grohmann

e5

14-06-2013

https://doi.org/10.4081/jae.2013.e5

3377

PDF: 1033

HTML: 844
Understanding land use and land cover change in a prolonged conflict affected farming system: the case of Tuban district, Yemen

Molla Mekonnen Alemu, Hussein Gadain, Brigadier Libanda

15-11-2024

https://doi.org/10.4081/jae.2024.1635

1588

PDF: 740

HTML: 29
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

1108

PDF: 496

HTML: 23
A wireless telecommunications network for real-time monitoring of greenhouse microclimate

Giuliano Vox, Pierfrancesco Losito, Fabio Valente, Rinaldo Consoletti, Giacomo Scarascia-Mugnozza, Evelia Schettini, Cristoforo Marzocca, Francesco Corsi

70-79

02-10-2014

https://doi.org/10.4081/jae.2014.237

3335

PDF: 1167

HTML: 2112
Detecting bacterial pustules on soybean plants by hyperspectral imaging

Eun Li Kim, Chan Seok Ryu, Ye Seong Kang

25-02-2026

https://doi.org/10.4081/jae.2026.1941

568

PDF: 283

HTML: 48
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

2345

PDF: 1086

HTML: 15
Design and test of wireless monitoring system based on expandable awning composite greenhouse

Juhua Chen, Tingting Zhang, Xiaoyu Yan

25-02-2025

https://doi.org/10.4081/jae.2025.1751

1132

PDF: 563

HTML: 50
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

2598

PDF: 1066

HTML: 1206
3D modeling and volume measurement of bulk grains stored in large warehouses using bi-temporal multi-site terrestrial laser scanning data

Xingbo Hu, Tian Xia, Leidong Yang, Fangming Wu, Ying Fan, Yinghong Tian

23-01-2024

https://doi.org/10.4081/jae.2024.1555

1994

PDF: 771

HTML: 282
Analysis of the effects of agricultural land use change on rural environment and landscape through historical cartography and GIS tools

Dina Statuto, Giuseppe Cillis, Pietro Picuno

28-39

08-03-2016

https://doi.org/10.4081/jae.2016.468

6667

PDF: 2479

HTML: 4555
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

1106

PDF: 714

HTML: 39
Multi-temporal geomorphometric analysis to assess soil erosion under different tillage practices: A methodological case study

Sara Cucchiaro, Laura Carretta, Paolo Nasta, Federico Cazorzi, Roberta Masin, Nunzio Romano, Paolo Tarolli

31-03-2022

https://doi.org/10.4081/jae.2022.1279

1757

PDF: 806

Appendix: 207

HTML: 80
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

1426

PDF: 714

HTML: 130
COMPARING COMMERCIAL OPTICAL SENSORS FOR CROP MONITORING TASKS IN PRECISION VITICULTURE

Fabrizio Mazzetto, Aldo Calcante, Aira Mena

11-18

31-03-2009

https://doi.org/10.4081/jae.2009.1.11

2083

PDF: 1494
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

905

PDF: 395

HTML: 16
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

2834

PDF: 764

HTML: 208
Design and experiment of a self-propelled target spraying machine for walnut orchards based on infrared laser sensing

Peng Yan, Liangqing Li, Kui Liu, Lina Ma, Wangyuan Zong, Chengming Luo, Yangjie Xu

08-09-2025

https://doi.org/10.4081/jae.2025.1775

421

PDF: 202

HTML: 23
A test for monitoring erosion on the Cape Fear experimental hillslope using a low-cost camera

Andrea Petroselli, Ettore Arcangeletti, Ciro Apollonio, Flavia Tauro, Salvatore Grimaldi

28-07-2025

https://doi.org/10.4081/jae.2025.1786

920

PDF: 300

HTML: 29
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

1282

PDF: 613

HTML: 43
The evolution of a mountain road network from its original use during the First World War to meeting todayâ€™s forestry needs: current management

Raffaele Cavalli, Stefano Grigolato, Marco Pellegrini

e19

18-12-2012

https://doi.org/10.4081/jae.2012.e19

2821

PDF: 781

HTML: 303
REMOTE SENSING AND SURFACE ENERGY FLUX MODELS TO DERIVE EVAPOTRANSPIRATION AND CROP COEFFICIENT

Salvatore Barbagallo, Giuseppe Luigi Cirelli, Simona Consoli, Vincenzo Tamburino, Attilio Toscano

29-36

30-06-2008

https://doi.org/10.4081/jae.2008.2.29

1996

PDF: 954
Variable-rate spray system for unmanned aerial applications using lag compensation algorithm and pulse width modulation spray technology

Zhongkuan Wang, Sheng Wen, Yubin Lan, Yue Liu, Yingying Dong

31-10-2023

https://doi.org/10.4081/jae.2023.1547

2102

PDF: 1007

HTML: 118
Optical sensing for stream flow observations: A review

Flavia Tauro, Andrea Petroselli, Salvatore Grimaldi

199-206

27-04-2018

https://doi.org/10.4081/jae.2018.836

2561

PDF: 1557

HTML: 133
Riparian vegetation as a marker for bankfull and management discharge evaluation: The case study of Rio Torbido river basin (central Italy)

Ciro Apollonio, Andrea Petroselli, Paolo Cornelini, Vito Manzari, Federico Preti, Salvatore Grimaldi

28-06-2021

https://doi.org/10.4081/jae.2021.1140

1725

PDF: 967

HTML: 18
ArduHydro: a low-cost device for water level measurement and monitoring

Andrea Galli, Cosimo Peruzzi, Fabiola Gangi, Daniele Masseroni

23-01-2024

https://doi.org/10.4081/jae.2024.1554

3235

PDF: 1408

HTML: 170
STIMA DELLâ€™EVAPOTRASPIRAZIONE EFFETTIVA MEDIANTE TELERILEVAMENTO AEREO IPERSPETTRALE

Giuseppe Ciraolo, Mario Minacapilli, Maurizio Sciortino

49-60

30-06-2007

https://doi.org/10.4081/jae.2007.2.49

1839

PDF: 1529
Evaluation of the morphological quality index in the Cordevole river (Bl, Italy)

Emanuel Rigon, Johnny Moretto, Riccardo Rainato, Mario Aristide Lenzi, Andrea Zorzi

e15

18-12-2013

https://doi.org/10.4081/jae.2013.e15

4505

PDF: 1463

HTML: 1755
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

1230

PDF: 361

HTML: 57
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

1718

PDF: 1015

HTML: 28
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

1539

PDF: 603

HTML: 63
Intelligent system based on a satellite image detection algorithm and a fuzzy model for evaluating sugarcane crop quality by predicting uncertain climatic parameters

Alina Evelyn Badillo-Márquez, Isaí Pardo-Escandón, Alberto Alfonso Aguilar-Lasserre, Constantino Gerardo Moras-Sánchez, Rita Flores-Asis

09-07-2024

https://doi.org/10.4081/jae.2024.1590

1052

PDF: 434

HTML: 26
Kernel density estimation analyses based on a low power-global positioning system for monitoring environmental issues of grazing cattle

Simona M.C. Porto, Giulia Castagnolo, Francesca Valenti, Giovanni Cascone

25-03-2022

https://doi.org/10.4081/jae.2021.1323

2187

PDF: 1048

HTML: 111
Investigating the impact of integrating land consolidation with agricultural mechanization on the technical, energy, and environmental dimensions of paddy production

Farshad Haghjooy Maklavani, Mohammad Gholami Parashkoohi, Davood Mohammad Zamani, Hamed Afshari

11-02-2025

https://doi.org/10.4081/jae.2025.1721

1551

PDF: 542

Supplementary: 96

HTML: 29
Application, validation and comparison in different geographical contexts of an integrated model for the design of ecological networks

Carmelo Riccardo Fichera, Luigi Laudari, Giuseppe Modica

52-61

30-06-2015

https://doi.org/10.4081/jae.2015.459

2958

PDF: 1352

HTML: 1307
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

1156

PDF: 725

HTML: 18
Comparative analysis of soil-sampling methods used in precision agriculture

José Roberto Moreira Ribeiro Gonçalves, Gabriel Araújo e Silva Ferraz, Étore Francisco Reynaldo, Diego Bedin Marin, Patrícia Ferreira Ponciano Ferraz, Manuel Pérez-Ruiz, Giuseppe Rossi, Marco Vieri, Daniele Sarri

25-01-2021

https://doi.org/10.4081/jae.2021.1117

6351

PDF: 1974

HTML: 382
Vernacular farm buildings in landscape planning: a typological analysis in a southern Italian region

Pietro Picuno

e20

18-12-2012

https://doi.org/10.4081/jae.2012.e20

3785

PDF: 1320

HTML: 1900
Assessing, measuring and modelling erosion in calanchi areas: a review

Nathalie Almaru Caraballo-Arias, Vito Ferro

181-190

15-12-2016

https://doi.org/10.4081/jae.2016.573

2325

PDF: 1508

HTML: 1330
Terraced landscapes: risk and liability

Gabriele Delogu, Lorenzo Boccia, Giuseppina Mari

04-11-2024

https://doi.org/10.4081/jae.2024.1618

1491

PDF: 553

HTML: 141
Using a terrestrial laser scanner to detect wood characteristics in gravel-bed rivers

Alessia Tonon, Lorenzo Picco, Diego Ravazzolo, Mario Aristide Lenzi

161-167

21-12-2014

https://doi.org/10.4081/jae.2014.431

2978

PDF: 1081

HTML: 536
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

1342

PDF: 422

HTML: 51
Thermo-mechanical response of rigid plastic laminates for greenhouse covering

Silvana Fuina, Giuseppe C. Marano, Giuseppe Puglisi, Domenico De Tommasi, Giacomo Scarascia-Mugnozza

157-163

29-09-2016

https://doi.org/10.4081/jae.2016.549

81236

PDF: 1266

HTML: 559
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

1305

PDF: 553

Appendix: 170

HTML: 55
Exploiting soil spectroscopy in the VNIR-SWIR range to estimate soil organic carbon stock: what role can sampling density and spacing play?

Caterina Mazzitelli, Nunzio Romano, Eyal Ben-Dor, Lis Wollesen de Jonge, Cecilie Hermansen, Paolo Nasta

23-06-2026

https://doi.org/10.4081/jae.2026.1995

94

PDF: 67
Optimization of multioutlet hydrant location and pressurized irrigation network layout using the GRASP metaheuristic

César González-Pavón, Carmen Virginia Palau, Juan Manzano-Juárez, Santiago Guillem-Picó, Ibán Balbastre-Peralta

05-08-2025

https://doi.org/10.4081/jae.2025.1633

653

PDF: 680

HTML: 24
Design and experimental study of bionic digging shovel based on vole’s front middle toe

Hanhao Wang, Yaoming Li, Ying Wu, Kuizhou Ji, Yanbin Liu

22-08-2025

https://doi.org/10.4081/jae.2025.1831

688

PDF: 707

HTML: 41
Different irrigation regimes influence soil salt ion and soil nutrient status in Lycium ruthenicum cultivation

Rong Hui, Huijuan Tan, Xinrong Li

18-04-2025

https://doi.org/10.4081/jae.2025.1815

690

PDF: 411

HTML: 65
Effectiveness of alternative management scenarios on the sediment load in a Mediterranean agricultural watershed

Ossama M. M. Abdelwahab, Ronald L. Bingner, Fabio Milillo, Francesco Gentile

125-136

05-11-2014

https://doi.org/10.4081/jae.2014.430

3725

PDF: 1355

HTML: 1341
Soil electrical conductivity estimated by time domain reflectometry and electromagnetic induction sensors: Accounting for the different sensor observation volumes

Ali Saeed, Alessandro Comegna, Giovanna Dragonetti, Nicola Lamaddalena, Angelo Sommella, Antonio Coppola

223-234

04-12-2017

https://doi.org/10.4081/jae.2017.716

2457

PDF: 979

Appendix: 672

HTML: 243
Measurement of food colour in L*a*b* units from RGB digital image using least squares support vector machine regression

Roberto Romaniello, Alessandro Leone, Giorgio Peri

138-143

18-12-2015

https://doi.org/10.4081/jae.2015.482

4289

PDF: 1488

HTML: 4422
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

764

PDF: 558

HTML: 40
Hydrologic performance assessment of nature-based solutions: a case study in North-eastern Italy

Tommaso Baggio, Francesco Bettella, Lucia Bortolini, Vincenzo d'Agostino

02-02-2023

https://doi.org/10.4081/jae.2023.1485

2811

PDF: 807

Appendix: 166

HTML: 54
Shallow landslide susceptibility assessment in a data-poor region of Guatemala (Comitancillo municipality)

Federico Preti, Tommaso Letterio

85-94

01-10-2015

https://doi.org/10.4081/jae.2015.450

2536

PDF: 890

HTML: 1724
Development of a combined harvester navigation control system based on visual simultaneous localization and mapping-inertial guidance fusion

Fuhao Zhu, Jin Chen, Zhuohuai Guan, Yahui Zhu, Hao Shi, Kai Cheng

08-05-2024

https://doi.org/10.4081/jae.2024.1583

1486

PDF: 642

HTML: 40
Analysis of the flooding event of October 22-23, 2005 in a small basin in the province of Bari (Southern Italy)

Tiziana Bisantino, Vincenzo Pizzo, Maurizio Polemio, Francesco Gentile

197-204

15-12-2016

https://doi.org/10.4081/jae.2016.531

2537

PDF: 1299

HTML: 737
Potential biogas production from agricultural by-products in Sicily. A case study of citrus pulp and olive pomace

Francesca Valenti, Simona M.C. Porto, Giovanni Cascone, Claudia Arcidiacono

196-202

13-07-2017

https://doi.org/10.4081/jae.2017.727

3098

PDF: 1297

HTML: 302

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