Data Driven Precision Agriculture Services and Skill Acquisition

Livrables

First report on COMM model co-creation events

presents the results from the model cocreation events held in that period compiling and assessing the reports of BIOS researchers and surveys completed by participating stakeholders

Report on S&T dedicated workshops

presents the results from the workshops held in that year compiling and assessing the reports of BIOS researchers

Periodic Report on S&T mobility - Year 3

presents the results from expert visits and shortterm visits that occurred in that year compiling and assessing the reports of researchers from both institutions

Final report on dissemination tools and material:

This report will summarise the communication materials produced in DRAGON including brochures leaflets posters etc

First report on dissemination tools and material

This report will summarise the communication materials produced in DRAGON, including brochures, leaflets, posters, etc.

Final Report on COMM model co-creation events

presents the results from the model cocreation events held in that period compiling and assessing the reports of BIOS researchers and surveys completed by participating stakeholders

Events – Year 2

annual report that includes collected information title date location content on all the significant events organized during that year

Report on participation of BIOS-researchers at conferences/ISPA events

summarises all the conferencesISPA events and outcomes of knowledge transfer to BIOS researchers

Final report on the residency programs

This report will contain information on the results as well as gathered information from this activity both from the scientists and farmers in the form of a survey

Periodic Report on S&T mobility - Year 2

presents the results from expert visits and shortterm visits that occurred in that year compiling and assessing the reports of researchers from both institutions

First periodic report on COMMunication mobility

presents the result from expert visits and staff exchanges related (as 1st preparatory steps) to the model co-creation events, compiling and assessing the reports of researchers from both institutions.

Plan for the Exploitation and Dissemination of Results – PEDR

The PEDR will be developed, at an early stage, outlining (among others) the dissemination strategy, the key communication messages and content to be employed by DRAGON as well as to identify and employ the most suitable channels

Events – Year 3

annual report that includes collected information title date location content on all the significant events organized during that year

Second report on COMMunication mobility

presents the results from expert visits and staff exchanges related as 1st preparatory steps to the model cocreation events compiling and assessing the reports of researchers from both institutions

Periodic Report on S&T mobility - Year 1

presents the results from expert visits and short-term visits that occurred in that year, compiling and assessing the reports of researchers from both institutions

Events – Year 1

annual report that includes collected information (title, date, location, content) on all the significant events organized during that year

History of the peer-reviewed publications

outlines the peer-reviewed publications (in the fields of research related to the DRAGON topics such as data analytics, precision agriculture, IoT, sensing devices in agriculture etc.) of BIOS as the coordinating entity during the three years preceding the start date of the project

Report on summer school organization and implementation

includes the main topics list of lecturers environment hosting institutions and responsible researchers list of instruments and models in use duration technical requirements and starting dates

Data Management Plan (DMP)

outlines the framework for all the issues related to data management

1st version of Data Management Plan (DMP)

outlines the framework for all the issues related to data management.

Online course

This document provides elearning content and material

Publications

Within-field correlation between satellite-derived vegetation indices and grain yield of wheat

Auteurs: Dragana Blagojević, Stefanija Stojković, Sanja Brdar, Vladimir Crnojević
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 217-218, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.5760375

Wheat Ear Detection in RGB and Thermal Images Using Deep Neural Networks

Auteurs: Zeljana Grbović, Marko Panić, Oskar Marko, Sanja Brdar, Vladimir Crnojević
Publié dans: Proceedings book of 15th International Conference on Machine Learning and Data Mining MLDM 2019, Numéro vol 2., 2019, Page(s) 875-889, ISBN 978-3-942952-63-7
Éditeur: ibai publishing house
DOI: 10.5281/zenodo.3492023

Domain adaptation with unlabeled data for model transferability between airborne particle identifiers

Auteurs: Matavulj, Predrag; Brdar, Sanja; Miloš Racković; Šikoparija, Branko; Athanasiadis, Ioannis N.
Publié dans: 17th International Conference on Machine Learning and Data Mining MLDM 2021, 2021, Page(s) 147-159, ISBN 978-3-942952-81-1
Éditeur: ibai-publishing
DOI: 10.5281/zenodo.5574163

Suppression of ring artifacts in reconstructed holographic images using graph signal processing

Auteurs: Dimitrije Stefanović, Marko Panić, Vladimir Crnojević, Niksa Jakovljević
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 25-26, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.6380282

Optimization of a hemolymph protein extraction method from native polyacrylamide ge

Auteurs: Teodora Knežić, Miloš Avramov, Željko D. Popović, Ljiljana Janjušević, Mila Djisalov, Ivana Gadjanski
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 165-166, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.6380873

Correlation analysis of yield components in winter wheat grown on less productive soil

Auteurs: Nataša Ljubičić, Bojana Ivošević, Vera Popović, Maša Buđen, Miloš Pajić, Dragana Blagojević, Marko Kostić
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 108-109, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.5783982

Digital Services for Farmers based on Sentinel-2 Satellite Images and Advanced Machine Learning

Auteurs: Oskar Marko, Marko Panić, Željana Grbović, Aleksandar Antić, Branislav Pejak, Vladimir Crnojević
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 204-205, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.5772079

Phenotypic variation of spike index of winter wheat (Triticum aestivum L.) grown under limited soil conditions

Auteurs: Ljubičić, Nataša; Ivošević, Bojana; Pajić, Miloš; Popović, Vera; Radojević, Vuk; Popović, Dragana; Kostić, Marko
Publié dans: he International Bioscience Conference and the 8th International PSU – UNS Bioscience Conference - IBSC2021 Proceedings, Numéro 1, 2021
Éditeur: UNS Bioscience Conference
DOI: 10.5281/zenodo.5773126

Assessment of loop-mediated isothermal amplification assays for Escherichia Coli detection

Auteurs: Mila Djisalov, Ljiljana Šašić Zorić, Ljiljana Janjušević, Teodora Knežić, Ivana Gadjanski
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 159-160, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.6380863

A CASE STUDY OF MONITORING MAIZE DYNAMICS IN SERBIA BY UTILIZING SENTINEL-1 DATA AND GROWING DEGREE DAYS

Auteurs: Miloš Pandžić; Nataša Ljubičić; G. Mimić; J. Pandžić; Branislav Pejak; Vladimir Crnojevic
Publié dans: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol V-3-2020, Pp 117-124 (2020), Numéro 1, 2020
Éditeur: The International Society for Photogrammetry and Remote Sensing
DOI: 10.5194/isprs-annals-v-3-2020-117-2020

Classification of cattle behaviour using convolutional neural networks

Auteurs: Dejan Pavlovic, Christos Tachtatzis, Andrew Hamilton, Oskar Marko, Robert Atkinson, Christopher Davison, Craig Michie, Vladimir Crnojevic, Ivan Andonovic
Publié dans: European Federation of Animal Science (EAAP) Annual Meeting - Online, Numéro Volume 26, 2020, Page(s) 364, ISBN 978-90-8686-349-5
Éditeur: Wageningen Academic Publishers

Classification of irrigated and rainfed croplands in Vojvodina Province (North Serbia) using Sentinel-2 data

Auteurs: Radulović, Mirjana; Stojković, Stefanija; Pejak, Branislav; Lugonja, Predrag; Brdar, Sanja; Marko, Oskar; Pavić, Dragoslav; Crnojević, Vladimir
Publié dans: EFITA 2021 Book of abstracts, Numéro 1, 2021
Éditeur: EFITA
DOI: 10.5281/zenodo.4943800

Satellite assisted mapping of environmental pollutants: a study on burning crop residues International

Auteurs: Miloš Pandžić, Mirjana Radulović, Predrag Lugonja, Vladimir Crnojević
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 71-71, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.6380097

Association of canopy spectral reflectance indices and yield components of winter wheat (Triticum aestivum L.)

Auteurs: Nataša Ljubičić, Vera Popović, Marko Kostić, Marko Radović, Mirjana Radulović, Dragana Blagojević, Bojana Ivosević
Publié dans: Proceedings of II. International Agricultural, Biological & Life Science Conference, Numéro 237, 2020, Page(s) 298-219, ISBN 978-975-374-279-5
Éditeur: Trakya University Publisher
DOI: 10.5281/zenodo.4321078

The Importance of Soil Data Unification from Serbian Agricultural Advisory Services and Accompanying Problems

Auteurs: Dragana Marinković, Vladimir Ćirić, Pavel Benka, Oskar Marko, Ljiljana Nešić
Publié dans: Book of Abstracts - 3rd International and 15th National Congress SOILS FOR FUTURE UNDER GLOBAL CHALLENGES, 2021, ISBN 978-86-912877-4-0
Éditeur: SistemCD
DOI: 10.5281/zenodo.6381661

A deep learning-based prediction model for soybean yield, 8th International BioScience Conference

Auteurs: Petra Djuza, Gordan Mimić, Oskar Marko, Sanja Brdar
Publié dans: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Page(s) 237-238, ISBN 978-86-7031-541-9
Éditeur: Faculty of Sciences
DOI: 10.5281/zenodo.6380075

Introducing digital twins to agriculture

Auteurs: Christos Pylianidis, Sjoukje Osinga, Ioannis N.Athanasiadis
Publié dans: Computers and Electronics in Agriculture, Numéro Volume 184, May 2021, 105942, 2020, ISSN 0168-1699
Éditeur: Elsevier BV
DOI: 10.1016/j.compag.2020.105942

Reuse of process-based models: automatic transformation into many programming languages and simulation platforms

Auteurs: Cyrille Ahmed Midingoyi; Christophe Pradal; Ioannis N. Athanasiadis; Marcello Donatelli; Andreas Enders; Davide Fumagalli; Frédérick Garcia; Dean Holzworth; Gerrit Hoogenboom; Cheryl Porter; Helene Raynal; Peter J. Thorburn; Pierre Martre
Publié dans: in silico Plants, Numéro Volume 2, Numéro 1, 2020, diaa007, 2020, ISSN 2517-5025
Éditeur: Oxford University Press
DOI: 10.1093/insilicoplants/diaa007

Regional soil moisture prediction system based on Long Short-Term Memory network

Auteurs: Nemanja Filipović, Sanja Brdar, Gordan Mimić, Oskar Marko, Vladimir Crnojević
Publié dans: Biosystems Engineering, Numéro Volume 213, January 2022, 2022, Page(s) 30-38, ISSN 1537-5110
Éditeur: Academic Press
DOI: 10.1016/j.biosystemseng.2021.11.019

Simulation-assisted machine learning for operational digital twins

Auteurs: Christos Pylianidis; Val Snow; Hiske Overweg; Sjoukje Osinga; John Kean; Ioannis N. Athanasiadis
Publié dans: Environmental Modelling & Software, Numéro 148, 2022, ISSN 1364-8152
Éditeur: Elsevier BV
DOI: 10.1016/j.envsoft.2021.105274

Genotype × Environment Interaction for Wheat Yield Traits Suitable for Selection in Different Seed Priming Conditions

Auteurs: Vera Popović, Nataša Ljubičić, Marko Kostić, Mirjana Radulović, Dragana Blagojević, Vladan Ugrenović, Dragana Popović, Bojana Ivošević
Publié dans: Plants, Numéro 2020, 9(12), 2020, Page(s) 1804, ISSN 2223-7747
Éditeur: MDPI
DOI: 10.3390/plants9121804

The Effect of N Fertilizer Application Timing on Wheat Yield on Chernozem Soil

Auteurs: Marko Kostić, Aristotelis Tagarakis,Nataša Ljubičić, Dragana Blagojević, Mirjana Radulović, Bojana Ivošević and Dušan Rakić
Publié dans: Agronomy, Numéro 2021, 11(7), 2021, Page(s) 1413, ISSN 2073-4395
Éditeur: MDPI
DOI: 10.3390/agronomy11071413

UAV-Based Land Cover Classification for Hoverfly (Diptera: Syrphidae) Habitat Condition Assessment: A Case Study on Mt. Stara Planina (Serbia)

Auteurs: Bojana Ivošević; Predrag Lugonja; Sanja Brdar; Mirjana Radulović; Ante Vujić; João Valente
Publié dans: Remote Sensing, Numéro 8, 2021, ISSN 2072-4292
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.5281/zenodo.5770285

Classification of Cattle Behaviours Using Neck-Mounted Accelerometer-Equipped Collars and Convolutional Neural Networks

Auteurs: Dejan Pavlovic; Christopher Davison; Andrew Hamilton; Oskar Marko; Robert Atkinson; Craig Michie; Vladimir Crnojević; Ivan Andonovic; Xavier Bellekens; Christos Tachtatzis
Publié dans: Sensors, Vol 21, Iss 4050, p 4050 (2021), Numéro 1, 2021, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21124050

A semantic approach for timeseries data fusion

Auteurs: Argyrios Samourkasidis, Ioannis N. Athanasiadis
Publié dans: Computers and Electronics in Agriculture, Numéro 169, 2020, Page(s) 105171, ISSN 0168-1699
Éditeur: Elsevier BV
DOI: 10.1016/j.compag.2019.105171

Significance of Morphological Features in Rice Variety Classification Using Hyperspectral Imaging

Auteurs: Vladan Filipović, Marko Panić, Sanja Brdar, Branko Brkljač
Publié dans: Proceedings of the 12th International Symposium on Image and Signal Processing and Analysis (ISPA), 2021, Page(s) 171-176, ISSN 1849-2266
Éditeur: IEEE
DOI: 10.1109/ispa52656.2021.9552086

The impact of ZnO nanoparticles application on yield components of different wheat genotypes.

Auteurs: Nataša Ljubičić; Marko Radovic; Marko Kostić; Vera Popovic; Mirjana Radulovic; Dragana Blagojević; Bojana Ivošević
Publié dans: "The Journal ""Agriculture and Forestry"" (“Poljoprivreda i sumarstvo”)", Numéro 12, 2020, Page(s) 217-227, ISSN 0554-5579
Éditeur: University of Montenegro, Biotechnical Faculty
DOI: 10.5281/zenodo.3960520

Behavioural classification of cattle using neck-mounted accelerometer-equipped collars

Auteurs: Dejan Pavlovic, Mikolaj Czerkawski, Christopher Davison, Oskar Marko, Craig Michie, Robert Atkinson, Vladimir Crnojevic, Ivan Andonovic, Vladimir Rajovic, Goran Kvascev, Christos Tachtatzis
Publié dans: Sensors, Numéro 22, 2323, 2022, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22062323

Location-specific vs location-agnostic machine learning metamodels for predicting pasture nitrogen response rate

Auteurs: Christos Pylianidis; Val Snow; Dean Holzworth; Jeremy Bryant; Ioannis N. Athanasiadis
Publié dans: Lecture Notes in Computer Science (LNCS) - 25th International Conference in Pattern Recognition, 2021, Page(s) 45-54, ISBN 978-3-030-68779-3
Éditeur: Springer, Cham
DOI: 10.1007/978-3-030-68780-9_5

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