TY  - CONF
AU  - Kovačević, Miloš
AU  - Bursać, Petar
AU  - Bajat, Branislav
AU  - Kilibarda, Milan
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2804
AB  - Soil organic carbon represents the main nutrient source for crop yields, which is of great importance to agricultural production. This research investigates the usage of a transfer learning-based neural network model to predict SOC values from geochemical soil parameters. The results on datasets representing five European countries showed that the model was able to capture the valuable information contained in grassland soil samples when predicting the SOC values in cropland areas.
C3  - 1st Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia
T1  - AI in Agriculture
UR  - https://hdl.handle.net/21.15107/rcub_grafar_2804
ER  - 

@conference{
author = "Kovačević, Miloš and Bursać, Petar and Bajat, Branislav and Kilibarda, Milan",
year = "2022",
abstract = "Soil organic carbon represents the main nutrient source for crop yields, which is of great importance to agricultural production. This research investigates the usage of a transfer learning-based neural network model to predict SOC values from geochemical soil parameters. The results on datasets representing five European countries showed that the model was able to capture the valuable information contained in grassland soil samples when predicting the SOC values in cropland areas.",
journal = "1st Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia",
title = "AI in Agriculture",
url = "https://hdl.handle.net/21.15107/rcub_grafar_2804"
}

Kovačević, M., Bursać, P., Bajat, B.,& Kilibarda, M.. (2022). AI in Agriculture. in 1st Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia.
https://hdl.handle.net/21.15107/rcub_grafar_2804

Kovačević M, Bursać P, Bajat B, Kilibarda M. AI in Agriculture. in 1st Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia. 2022;.
https://hdl.handle.net/21.15107/rcub_grafar_2804 .

Kovačević, Miloš, Bursać, Petar, Bajat, Branislav, Kilibarda, Milan, "AI in Agriculture" in 1st Serbian International Conference on Applied Artificial Intelligence (SICAAI), Kragujevac, Serbia (2022),
https://hdl.handle.net/21.15107/rcub_grafar_2804 .

TY  - JOUR
AU  - Bursać, Petar
AU  - Kovačević, Miloš
AU  - Bajat, Branislav
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2801
AB  - Soil organic carbon (SOC) is a vital component for sustainable agricultural
production. This research investigates the transfer learning-based neural
network model to improve classical machine learning estimation of SOC
values from other geochemical and physical soil parameters. The results on
datasets based on LUCAS data from 2015 showed that the Instance-based
transfer learning model captured the valuable information contained in different
source domains (cropland and grassland) of soil samples when estimating the
SOC values in arable cropland areas. The effects of using transfer learning are
more pronounced in the case of different source (grassland) and target
(cropland) domains. Obtained results indicate that the transfer learning (TL)
approach provides better or at least equal output results compared to the
classical machine learning procedure. The proposed TL methodology could be
used to generate a pedotransfer function (PTF) for target domains with
described samples and unknown related PTF outputs if the described
samples with known related PTF outputs from a different geographic or
similar land class source domain are available
T2  - Frontiers in Environmental Science
T1  - Instance-based transfer learning for soil organic carbon estimation
DO  - https://doi.org/10.3389/fenvs.2022.1003918
ER  - 

@article{
author = "Bursać, Petar and Kovačević, Miloš and Bajat, Branislav",
year = "2022",
abstract = "Soil organic carbon (SOC) is a vital component for sustainable agricultural
production. This research investigates the transfer learning-based neural
network model to improve classical machine learning estimation of SOC
values from other geochemical and physical soil parameters. The results on
datasets based on LUCAS data from 2015 showed that the Instance-based
transfer learning model captured the valuable information contained in different
source domains (cropland and grassland) of soil samples when estimating the
SOC values in arable cropland areas. The effects of using transfer learning are
more pronounced in the case of different source (grassland) and target
(cropland) domains. Obtained results indicate that the transfer learning (TL)
approach provides better or at least equal output results compared to the
classical machine learning procedure. The proposed TL methodology could be
used to generate a pedotransfer function (PTF) for target domains with
described samples and unknown related PTF outputs if the described
samples with known related PTF outputs from a different geographic or
similar land class source domain are available",
journal = "Frontiers in Environmental Science",
title = "Instance-based transfer learning for soil organic carbon estimation",
doi = "https://doi.org/10.3389/fenvs.2022.1003918"
}

Bursać, P., Kovačević, M.,& Bajat, B.. (2022). Instance-based transfer learning for soil organic carbon estimation. in Frontiers in Environmental Science.
https://doi.org/https://doi.org/10.3389/fenvs.2022.1003918

Bursać P, Kovačević M, Bajat B. Instance-based transfer learning for soil organic carbon estimation. in Frontiers in Environmental Science. 2022;.
doi:https://doi.org/10.3389/fenvs.2022.1003918 .

Bursać, Petar, Kovačević, Miloš, Bajat, Branislav, "Instance-based transfer learning for soil organic carbon estimation" in Frontiers in Environmental Science (2022),
https://doi.org/https://doi.org/10.3389/fenvs.2022.1003918 . .

TY  - CONF
AU  - Marinković, Marko
AU  - Brzev, Svetlana
AU  - Blagojević, Nikola
AU  - Milićević, Ivan
AU  - Žugić, Željko
AU  - Bursać, Petar
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2877
AB  - In the period of one year, several moderate intensity earthquakes occurred in the Balkan Peninsula. It is interesting that among four significant earthquakes in this period of time, two with the same magnitude (Mw 6.4) occurred. The first was on November 26, 2019 in Albania and second one on December 29, 2020 Petrinja (Croatia). Both events were quite devastating for the building stock in the epicentral area. Since most of the buildings in Balkan Peninsula are masonry buildings (single or multi-family apartments), this paper focuses on the performance of these buildings during the mentioned earthquakes. Quickly after both events, Serbian Association for Earthquake Engineering (SUZI-SAEE) organized an expert teams to visit affected areas. The goal was to document the consequences of the earthquakes on the built environment, as well as to provide support in damage assessment. Data collected during the visits is usded investigate the performance of masonry buildings. Most common types of failure are presented, pointing out the deficiencies in the behaviour of masonry structures. However, examples of good behaviour (mostly related to the well-constructed confined masonry buildings) are also presented.
C3  - 19th MASE Symposium
T1  - Performance of masonry buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)
UR  - https://hdl.handle.net/21.15107/rcub_grafar_2877
ER  - 

@conference{
author = "Marinković, Marko and Brzev, Svetlana and Blagojević, Nikola and Milićević, Ivan and Žugić, Željko and Bursać, Petar",
year = "2022",
abstract = "In the period of one year, several moderate intensity earthquakes occurred in the Balkan Peninsula. It is interesting that among four significant earthquakes in this period of time, two with the same magnitude (Mw 6.4) occurred. The first was on November 26, 2019 in Albania and second one on December 29, 2020 Petrinja (Croatia). Both events were quite devastating for the building stock in the epicentral area. Since most of the buildings in Balkan Peninsula are masonry buildings (single or multi-family apartments), this paper focuses on the performance of these buildings during the mentioned earthquakes. Quickly after both events, Serbian Association for Earthquake Engineering (SUZI-SAEE) organized an expert teams to visit affected areas. The goal was to document the consequences of the earthquakes on the built environment, as well as to provide support in damage assessment. Data collected during the visits is usded investigate the performance of masonry buildings. Most common types of failure are presented, pointing out the deficiencies in the behaviour of masonry structures. However, examples of good behaviour (mostly related to the well-constructed confined masonry buildings) are also presented.",
journal = "19th MASE Symposium",
title = "Performance of masonry buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)",
url = "https://hdl.handle.net/21.15107/rcub_grafar_2877"
}

Marinković, M., Brzev, S., Blagojević, N., Milićević, I., Žugić, Ž.,& Bursać, P.. (2022). Performance of masonry buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4). in 19th MASE Symposium.
https://hdl.handle.net/21.15107/rcub_grafar_2877

Marinković M, Brzev S, Blagojević N, Milićević I, Žugić Ž, Bursać P. Performance of masonry buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4). in 19th MASE Symposium. 2022;.
https://hdl.handle.net/21.15107/rcub_grafar_2877 .

Marinković, Marko, Brzev, Svetlana, Blagojević, Nikola, Milićević, Ivan, Žugić, Željko, Bursać, Petar, "Performance of masonry buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)" in 19th MASE Symposium (2022),
https://hdl.handle.net/21.15107/rcub_grafar_2877 .

TY  - CONF
AU  - Marinković, Marko
AU  - Baballeku, Markel
AU  - Isufi, Brisid
AU  - Milićević, Ivan
AU  - Brzev, Svetlana
AU  - Blagojević, Nikola
AU  - Žugić, Željko
AU  - Bursać, Petar
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2875
AB  - Past earthquakes have affected millions of people whose lives changed within a minute, and caused damage or collapse of thousands of buildings and infrastructure systems. In many cases, earthquakes have long-term consequences. Therefore, it is very important to study the effects of damaging earthquakes and share the lessons and field experience with technical professionals and general public. The authors are members of Serbian Association for Earthquake Engineering (SUZI-SAEE), which organized reconnaissance visits to the areas affected by the November 26, 2019 Durrës, Albania earthquake (Mw 6.4) and the December 29, 2020 Petrinja Croatia earthquake (Mw 6.4). This paper presents findings on the performance of reinforced concrete buildings in these two events. Characteristic damage patterns are presented in the paper, along with the explanation of the causes of damage and recommendations for future engineering practice in the affected countries and the region.
C3  - 3rd European Conference on Earthquake Engineering & Seismology
T1  - Performance of reinforced concrete buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)
UR  - https://hdl.handle.net/21.15107/rcub_grafar_2875
ER  - 

@conference{
author = "Marinković, Marko and Baballeku, Markel and Isufi, Brisid and Milićević, Ivan and Brzev, Svetlana and Blagojević, Nikola and Žugić, Željko and Bursać, Petar",
year = "2022",
abstract = "Past earthquakes have affected millions of people whose lives changed within a minute, and caused damage or collapse of thousands of buildings and infrastructure systems. In many cases, earthquakes have long-term consequences. Therefore, it is very important to study the effects of damaging earthquakes and share the lessons and field experience with technical professionals and general public. The authors are members of Serbian Association for Earthquake Engineering (SUZI-SAEE), which organized reconnaissance visits to the areas affected by the November 26, 2019 Durrës, Albania earthquake (Mw 6.4) and the December 29, 2020 Petrinja Croatia earthquake (Mw 6.4). This paper presents findings on the performance of reinforced concrete buildings in these two events. Characteristic damage patterns are presented in the paper, along with the explanation of the causes of damage and recommendations for future engineering practice in the affected countries and the region.",
journal = "3rd European Conference on Earthquake Engineering & Seismology",
title = "Performance of reinforced concrete buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)",
url = "https://hdl.handle.net/21.15107/rcub_grafar_2875"
}

Marinković, M., Baballeku, M., Isufi, B., Milićević, I., Brzev, S., Blagojević, N., Žugić, Ž.,& Bursać, P.. (2022). Performance of reinforced concrete buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4). in 3rd European Conference on Earthquake Engineering & Seismology.
https://hdl.handle.net/21.15107/rcub_grafar_2875

Marinković M, Baballeku M, Isufi B, Milićević I, Brzev S, Blagojević N, Žugić Ž, Bursać P. Performance of reinforced concrete buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4). in 3rd European Conference on Earthquake Engineering & Seismology. 2022;.
https://hdl.handle.net/21.15107/rcub_grafar_2875 .

Marinković, Marko, Baballeku, Markel, Isufi, Brisid, Milićević, Ivan, Brzev, Svetlana, Blagojević, Nikola, Žugić, Željko, Bursać, Petar, "Performance of reinforced concrete buildings during the November 26, 2019 Albania earthquake (Mw 6.4) and December 29, 2020 Petrinja earthquake (Mw 6.4)" in 3rd European Conference on Earthquake Engineering & Seismology (2022),
https://hdl.handle.net/21.15107/rcub_grafar_2875 .

TY  - CONF
AU  - Marinković, Marko
AU  - Brzev, Svetlana
AU  - Baballëku, Markel
AU  - Isufi, Brisid
AU  - Blagojević, Nikola
AU  - Milićević, Ivan
AU  - Žugić, Željko
AU  - Bursać, Petar
PY  - 2021
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2453
AB  - Recent earthquakes in Balkan, including the September 21 and November 26, 2020 Albania
earthquakes, March 22, 2020 Zagreb earthquake, and the December 29, 2020 Petrinja, Croatia
earthquakes had devastating consequences for the affected population of these countries.
Besides substantial structural damage of RC buildings as well as loadbearing masonry buildings,
these earthquakes caused significant damage of non-structural masonry elements. This paper
presents examples of the damage for loadbearing and non-structural masonry walls (infills
and partitions) due to out-of-plane seismic effects, as observed by the authors during the
reconnaissance visits to the affected areas. This type of damage can prevent the evacuation
of people from the buildings during the earthquake, as the falling masonry elements block the
evacuation routes, and hinder the reoccupancy and functional recovery of affected buildings after
an earthquake. The authors recognize that both loadbearing and non-structural walls (infills and
partitions) experienced out-of-plane collapse due to lack of connection to the floor/frame. Using
the examples of the damage or failure of masonry walls during the recent earthquakes, their
failure mechanisms were explained and the lessons learned were summarized in the paper.
PB  - University of Zagreb ,Faculty of Civil Engineering
C3  - Conference proceedings from 1st Croatian Conference on Earthquake Engineering  - 1CroCEE, 22nd to 24th March 2021, Zagreb, 2021
T1  - Out-of-plane behaviour of loadbearing and non-structural masonry walls during recent earthquakes
EP  - 670
SP  - 661
DO  - 10.5592/CO/1CroCEE.2021.242
ER  - 

@conference{
author = "Marinković, Marko and Brzev, Svetlana and Baballëku, Markel and Isufi, Brisid and Blagojević, Nikola and Milićević, Ivan and Žugić, Željko and Bursać, Petar",
year = "2021",
abstract = "Recent earthquakes in Balkan, including the September 21 and November 26, 2020 Albania
earthquakes, March 22, 2020 Zagreb earthquake, and the December 29, 2020 Petrinja, Croatia
earthquakes had devastating consequences for the affected population of these countries.
Besides substantial structural damage of RC buildings as well as loadbearing masonry buildings,
these earthquakes caused significant damage of non-structural masonry elements. This paper
presents examples of the damage for loadbearing and non-structural masonry walls (infills
and partitions) due to out-of-plane seismic effects, as observed by the authors during the
reconnaissance visits to the affected areas. This type of damage can prevent the evacuation
of people from the buildings during the earthquake, as the falling masonry elements block the
evacuation routes, and hinder the reoccupancy and functional recovery of affected buildings after
an earthquake. The authors recognize that both loadbearing and non-structural walls (infills and
partitions) experienced out-of-plane collapse due to lack of connection to the floor/frame. Using
the examples of the damage or failure of masonry walls during the recent earthquakes, their
failure mechanisms were explained and the lessons learned were summarized in the paper.",
publisher = "University of Zagreb ,Faculty of Civil Engineering",
journal = "Conference proceedings from 1st Croatian Conference on Earthquake Engineering  - 1CroCEE, 22nd to 24th March 2021, Zagreb, 2021",
title = "Out-of-plane behaviour of loadbearing and non-structural masonry walls during recent earthquakes",
pages = "670-661",
doi = "10.5592/CO/1CroCEE.2021.242"
}

Marinković, M., Brzev, S., Baballëku, M., Isufi, B., Blagojević, N., Milićević, I., Žugić, Ž.,& Bursać, P.. (2021). Out-of-plane behaviour of loadbearing and non-structural masonry walls during recent earthquakes. in Conference proceedings from 1st Croatian Conference on Earthquake Engineering  - 1CroCEE, 22nd to 24th March 2021, Zagreb, 2021
University of Zagreb ,Faculty of Civil Engineering., 661-670.
https://doi.org/10.5592/CO/1CroCEE.2021.242

Marinković M, Brzev S, Baballëku M, Isufi B, Blagojević N, Milićević I, Žugić Ž, Bursać P. Out-of-plane behaviour of loadbearing and non-structural masonry walls during recent earthquakes. in Conference proceedings from 1st Croatian Conference on Earthquake Engineering  - 1CroCEE, 22nd to 24th March 2021, Zagreb, 2021. 2021;:661-670.
doi:10.5592/CO/1CroCEE.2021.242 .

Marinković, Marko, Brzev, Svetlana, Baballëku, Markel, Isufi, Brisid, Blagojević, Nikola, Milićević, Ivan, Žugić, Željko, Bursać, Petar, "Out-of-plane behaviour of loadbearing and non-structural masonry walls during recent earthquakes" in Conference proceedings from 1st Croatian Conference on Earthquake Engineering  - 1CroCEE, 22nd to 24th March 2021, Zagreb, 2021 (2021):661-670,
https://doi.org/10.5592/CO/1CroCEE.2021.242 . .