Data Driven Precision Agriculture Services and Skill Acquisition

Rezultaty

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

Publikacje

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

Autorzy: Dragana Blagojević, Stefanija Stojković, Sanja Brdar, Vladimir Crnojević
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 217-218, ISBN 978-86-7031-541-9
Wydawca: Faculty of Sciences
DOI: 10.5281/zenodo.5760375

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

Autorzy: Zeljana Grbović, Marko Panić, Oskar Marko, Sanja Brdar, Vladimir Crnojević
Opublikowane w: Proceedings book of 15th International Conference on Machine Learning and Data Mining MLDM 2019, Numer vol 2., 2019, Strona(/y) 875-889, ISBN 978-3-942952-63-7
Wydawca: ibai publishing house
DOI: 10.5281/zenodo.3492023

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

Autorzy: Matavulj, Predrag; Brdar, Sanja; Miloš Racković; Šikoparija, Branko; Athanasiadis, Ioannis N.
Opublikowane w: 17th International Conference on Machine Learning and Data Mining MLDM 2021, 2021, Strona(/y) 147-159, ISBN 978-3-942952-81-1
Wydawca: ibai-publishing
DOI: 10.5281/zenodo.5574163

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

Autorzy: Dimitrije Stefanović, Marko Panić, Vladimir Crnojević, Niksa Jakovljević
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 25-26, ISBN 978-86-7031-541-9
Wydawca: Faculty of Sciences
DOI: 10.5281/zenodo.6380282

Optimization of a hemolymph protein extraction method from native polyacrylamide ge

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

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

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

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

Autorzy: Oskar Marko, Marko Panić, Željana Grbović, Aleksandar Antić, Branislav Pejak, Vladimir Crnojević
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 204-205, ISBN 978-86-7031-541-9
Wydawca: Faculty of Sciences
DOI: 10.5281/zenodo.5772079

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

Autorzy: Ljubičić, Nataša; Ivošević, Bojana; Pajić, Miloš; Popović, Vera; Radojević, Vuk; Popović, Dragana; Kostić, Marko
Opublikowane w: he International Bioscience Conference and the 8th International PSU – UNS Bioscience Conference - IBSC2021 Proceedings, Numer 1, 2021
Wydawca: UNS Bioscience Conference
DOI: 10.5281/zenodo.5773126

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

Autorzy: Mila Djisalov, Ljiljana Šašić Zorić, Ljiljana Janjušević, Teodora Knežić, Ivana Gadjanski
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 159-160, ISBN 978-86-7031-541-9
Wydawca: 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

Autorzy: Miloš Pandžić; Nataša Ljubičić; G. Mimić; J. Pandžić; Branislav Pejak; Vladimir Crnojevic
Opublikowane w: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol V-3-2020, Pp 117-124 (2020), Numer 1, 2020
Wydawca: 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

Autorzy: Dejan Pavlovic, Christos Tachtatzis, Andrew Hamilton, Oskar Marko, Robert Atkinson, Christopher Davison, Craig Michie, Vladimir Crnojevic, Ivan Andonovic
Opublikowane w: European Federation of Animal Science (EAAP) Annual Meeting - Online, Numer Volume 26, 2020, Strona(/y) 364, ISBN 978-90-8686-349-5
Wydawca: Wageningen Academic Publishers

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

Autorzy: Radulović, Mirjana; Stojković, Stefanija; Pejak, Branislav; Lugonja, Predrag; Brdar, Sanja; Marko, Oskar; Pavić, Dragoslav; Crnojević, Vladimir
Opublikowane w: EFITA 2021 Book of abstracts, Numer 1, 2021
Wydawca: EFITA
DOI: 10.5281/zenodo.4943800

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

Autorzy: Miloš Pandžić, Mirjana Radulović, Predrag Lugonja, Vladimir Crnojević
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 71-71, ISBN 978-86-7031-541-9
Wydawca: Faculty of Sciences
DOI: 10.5281/zenodo.6380097

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

Autorzy: Nataša Ljubičić, Vera Popović, Marko Kostić, Marko Radović, Mirjana Radulović, Dragana Blagojević, Bojana Ivosević
Opublikowane w: Proceedings of II. International Agricultural, Biological & Life Science Conference, Numer 237, 2020, Strona(/y) 298-219, ISBN 978-975-374-279-5
Wydawca: Trakya University Publisher
DOI: 10.5281/zenodo.4321078

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

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

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

Autorzy: Petra Djuza, Gordan Mimić, Oskar Marko, Sanja Brdar
Opublikowane w: Book of Abstracts - Bioscience Conference and the 8th International PSU – UNS Bioscience Conference (IBSC2021), 2021, Strona(/y) 237-238, ISBN 978-86-7031-541-9
Wydawca: Faculty of Sciences
DOI: 10.5281/zenodo.6380075

Introducing digital twins to agriculture

Autorzy: Christos Pylianidis, Sjoukje Osinga, Ioannis N.Athanasiadis
Opublikowane w: Computers and Electronics in Agriculture, Numer Volume 184, May 2021, 105942, 2020, ISSN 0168-1699
Wydawca: Elsevier BV
DOI: 10.1016/j.compag.2020.105942

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

Autorzy: 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
Opublikowane w: in silico Plants, Numer Volume 2, Numer 1, 2020, diaa007, 2020, ISSN 2517-5025
Wydawca: Oxford University Press
DOI: 10.1093/insilicoplants/diaa007

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

Autorzy: Nemanja Filipović, Sanja Brdar, Gordan Mimić, Oskar Marko, Vladimir Crnojević
Opublikowane w: Biosystems Engineering, Numer Volume 213, January 2022, 2022, Strona(/y) 30-38, ISSN 1537-5110
Wydawca: Academic Press
DOI: 10.1016/j.biosystemseng.2021.11.019

Simulation-assisted machine learning for operational digital twins

Autorzy: Christos Pylianidis; Val Snow; Hiske Overweg; Sjoukje Osinga; John Kean; Ioannis N. Athanasiadis
Opublikowane w: Environmental Modelling & Software, Numer 148, 2022, ISSN 1364-8152
Wydawca: Elsevier BV
DOI: 10.1016/j.envsoft.2021.105274

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

Autorzy: Vera Popović, Nataša Ljubičić, Marko Kostić, Mirjana Radulović, Dragana Blagojević, Vladan Ugrenović, Dragana Popović, Bojana Ivošević
Opublikowane w: Plants, Numer 2020, 9(12), 2020, Strona(/y) 1804, ISSN 2223-7747
Wydawca: MDPI
DOI: 10.3390/plants9121804

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

Autorzy: Marko Kostić, Aristotelis Tagarakis,Nataša Ljubičić, Dragana Blagojević, Mirjana Radulović, Bojana Ivošević and Dušan Rakić
Opublikowane w: Agronomy, Numer 2021, 11(7), 2021, Strona(/y) 1413, ISSN 2073-4395
Wydawca: 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)

Autorzy: Bojana Ivošević; Predrag Lugonja; Sanja Brdar; Mirjana Radulović; Ante Vujić; João Valente
Opublikowane w: Remote Sensing, Numer 8, 2021, ISSN 2072-4292
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.5281/zenodo.5770285

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

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

A semantic approach for timeseries data fusion

Autorzy: Argyrios Samourkasidis, Ioannis N. Athanasiadis
Opublikowane w: Computers and Electronics in Agriculture, Numer 169, 2020, Strona(/y) 105171, ISSN 0168-1699
Wydawca: Elsevier BV
DOI: 10.1016/j.compag.2019.105171

Significance of Morphological Features in Rice Variety Classification Using Hyperspectral Imaging

Autorzy: Vladan Filipović, Marko Panić, Sanja Brdar, Branko Brkljač
Opublikowane w: Proceedings of the 12th International Symposium on Image and Signal Processing and Analysis (ISPA), 2021, Strona(/y) 171-176, ISSN 1849-2266
Wydawca: IEEE
DOI: 10.1109/ispa52656.2021.9552086

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

Autorzy: Nataša Ljubičić; Marko Radovic; Marko Kostić; Vera Popovic; Mirjana Radulovic; Dragana Blagojević; Bojana Ivošević
Opublikowane w: "The Journal ""Agriculture and Forestry"" (“Poljoprivreda i sumarstvo”)", Numer 12, 2020, Strona(/y) 217-227, ISSN 0554-5579
Wydawca: University of Montenegro, Biotechnical Faculty
DOI: 10.5281/zenodo.3960520

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

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

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

Autorzy: Christos Pylianidis; Val Snow; Dean Holzworth; Jeremy Bryant; Ioannis N. Athanasiadis
Opublikowane w: Lecture Notes in Computer Science (LNCS) - 25th International Conference in Pattern Recognition, 2021, Strona(/y) 45-54, ISBN 978-3-030-68779-3
Wydawca: Springer, Cham
DOI: 10.1007/978-3-030-68780-9_5

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