Malović, Miodrag

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  • Malović, Miodrag (5)

Author's Bibliography

Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences

Malović, Miodrag; Vukanić, Vera; Jevremović, Darko; Brajović, Ljiljana

(Institute of Electrical and Electronics Engineers Inc, 2023)

TY  - CONF
AU  - Malović, Miodrag
AU  - Vukanić, Vera
AU  - Jevremović, Darko
AU  - Brajović, Ljiljana
PY  - 2023
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/3384
AB  - Pearson’s and Spearman’s methods are most often used in popular software packages to calculate the correlation coefficient between two variables in natural sciences. The (1) difference between them is that the Pearson’s method takes actual numerical values into account whereas the Spearman’s operates with their ranks. Ranking is often efficient in dealing with nonlinearities and outliers in the data. However, not both independent (x) and outcome (y) variable have to be suitable for this. We propose not to rank the independent variable in case it comes sine-shaped. Most notable example of such a variable in nature is the temperature. It is sine-shaped due to day-night and summer-winter transitions. It does not contain many outliers, not only due to the shape, but also because it is often sampled at multiple points and averaged (to be linked with a single outcome variable observation). The proposed method is evaluated in simulations and with experimental data obtained in South Adriatic zooplankton research. Practical advices on how to apply it using popular software tools are given.
PB  - Institute of Electrical and Electronics Engineers Inc
C3  - Proccedings of  10th International Conference on Electrical, Electronic and Computing Engineering (IcETRAN), 05-08 June, East Sarajevo, Bosnia and Herzegovina 2023
T1  - Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences
DO  - 10.1109/IcETRAN59631.2023.10192143
ER  - 
@conference{
author = "Malović, Miodrag and Vukanić, Vera and Jevremović, Darko and Brajović, Ljiljana",
year = "2023",
abstract = "Pearson’s and Spearman’s methods are most often used in popular software packages to calculate the correlation coefficient between two variables in natural sciences. The (1) difference between them is that the Pearson’s method takes actual numerical values into account whereas the Spearman’s operates with their ranks. Ranking is often efficient in dealing with nonlinearities and outliers in the data. However, not both independent (x) and outcome (y) variable have to be suitable for this. We propose not to rank the independent variable in case it comes sine-shaped. Most notable example of such a variable in nature is the temperature. It is sine-shaped due to day-night and summer-winter transitions. It does not contain many outliers, not only due to the shape, but also because it is often sampled at multiple points and averaged (to be linked with a single outcome variable observation). The proposed method is evaluated in simulations and with experimental data obtained in South Adriatic zooplankton research. Practical advices on how to apply it using popular software tools are given.",
publisher = "Institute of Electrical and Electronics Engineers Inc",
journal = "Proccedings of  10th International Conference on Electrical, Electronic and Computing Engineering (IcETRAN), 05-08 June, East Sarajevo, Bosnia and Herzegovina 2023",
title = "Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences",
doi = "10.1109/IcETRAN59631.2023.10192143"
}
Malović, M., Vukanić, V., Jevremović, D.,& Brajović, L.. (2023). Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences. in Proccedings of  10th International Conference on Electrical, Electronic and Computing Engineering (IcETRAN), 05-08 June, East Sarajevo, Bosnia and Herzegovina 2023
Institute of Electrical and Electronics Engineers Inc..
https://doi.org/10.1109/IcETRAN59631.2023.10192143
Malović M, Vukanić V, Jevremović D, Brajović L. Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences. in Proccedings of  10th International Conference on Electrical, Electronic and Computing Engineering (IcETRAN), 05-08 June, East Sarajevo, Bosnia and Herzegovina 2023. 2023;.
doi:10.1109/IcETRAN59631.2023.10192143 .
Malović, Miodrag, Vukanić, Vera, Jevremović, Darko, Brajović, Ljiljana, "Mixed Spearman’s Correlation Suitability for Sine-Shaped Independent Variables in Natural Sciences" in Proccedings of  10th International Conference on Electrical, Electronic and Computing Engineering (IcETRAN), 05-08 June, East Sarajevo, Bosnia and Herzegovina 2023 (2023),
https://doi.org/10.1109/IcETRAN59631.2023.10192143 . .

Stabilnost frekvencije kvarcnih oscilatora

Malović, Miodrag; Brajović, Ljiljana; Šekara, Tomislav

(Друштво за ЕТРАН, Београд и Академска мисао, Београд, 2022)

TY  - CONF
AU  - Malović, Miodrag
AU  - Brajović, Ljiljana
AU  - Šekara, Tomislav
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2939
AB  - Oscilatorna kola su neizbežni deo praktično svih
elektronskih uređaja. Najčešće se koriste kola na bazi kvarcnih
kristala. Prikazan je proces proizvodnje i princip rada kvarcnih
oscilatora, kao i podele kristala i oscilatornih kola. Analizirane
su metode kvantitativnog opisivanja greške odnosno
nestabilnosti frekvencije. Efekti koji utiču na promene
frekvencije su klasifikovani po fizičkom poreklu i vremenskom
periodu u kom se dešavaju.
PB  - Друштво за ЕТРАН, Београд и Академска мисао, Београд
C3  - ЗБОРНИК РАДОВА  IX међународне конференције ИцЕТРАН   и LXVI конференције ЕТРАН,   Нови Пазар 6 ‐ 9. јуна 2022. године
T1  - Stabilnost frekvencije kvarcnih oscilatora
SP  - SSFO1.5
UR  - https://hdl.handle.net/21.15107/rcub_grafar_2939
ER  - 
@conference{
author = "Malović, Miodrag and Brajović, Ljiljana and Šekara, Tomislav",
year = "2022",
abstract = "Oscilatorna kola su neizbežni deo praktično svih
elektronskih uređaja. Najčešće se koriste kola na bazi kvarcnih
kristala. Prikazan je proces proizvodnje i princip rada kvarcnih
oscilatora, kao i podele kristala i oscilatornih kola. Analizirane
su metode kvantitativnog opisivanja greške odnosno
nestabilnosti frekvencije. Efekti koji utiču na promene
frekvencije su klasifikovani po fizičkom poreklu i vremenskom
periodu u kom se dešavaju.",
publisher = "Друштво за ЕТРАН, Београд и Академска мисао, Београд",
journal = "ЗБОРНИК РАДОВА  IX међународне конференције ИцЕТРАН   и LXVI конференције ЕТРАН,   Нови Пазар 6 ‐ 9. јуна 2022. године",
title = "Stabilnost frekvencije kvarcnih oscilatora",
pages = "SSFO1.5",
url = "https://hdl.handle.net/21.15107/rcub_grafar_2939"
}
Malović, M., Brajović, L.,& Šekara, T.. (2022). Stabilnost frekvencije kvarcnih oscilatora. in ЗБОРНИК РАДОВА  IX међународне конференције ИцЕТРАН   и LXVI конференције ЕТРАН,   Нови Пазар 6 ‐ 9. јуна 2022. године
Друштво за ЕТРАН, Београд и Академска мисао, Београд., SSFO1.5.
https://hdl.handle.net/21.15107/rcub_grafar_2939
Malović M, Brajović L, Šekara T. Stabilnost frekvencije kvarcnih oscilatora. in ЗБОРНИК РАДОВА  IX међународне конференције ИцЕТРАН   и LXVI конференције ЕТРАН,   Нови Пазар 6 ‐ 9. јуна 2022. године. 2022;:SSFO1.5.
https://hdl.handle.net/21.15107/rcub_grafar_2939 .
Malović, Miodrag, Brajović, Ljiljana, Šekara, Tomislav, "Stabilnost frekvencije kvarcnih oscilatora" in ЗБОРНИК РАДОВА  IX међународне конференције ИцЕТРАН   и LXVI конференције ЕТРАН,   Нови Пазар 6 ‐ 9. јуна 2022. године (2022):SSFO1.5,
https://hdl.handle.net/21.15107/rcub_grafar_2939 .

Gravity satellite missions measurement data for atmospheric density estimation

Brajović, Ljiljana; Malović, Miodrag

(Institute of Physics Belgrade, Pregrevica 118, 11080 Belgrade Serbia, 2022)

TY  - CONF
AU  - Brajović, Ljiljana
AU  - Malović, Miodrag
PY  - 2022
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2822
AB  - Gravity satellite missions measurement data are primarily intended for use in
the estimation of an accurate model of Earth’s gravity field. The satellites’ almost
circular orbits with polar or near-polar inclination of the orbital planes, and low
altitude (between 250 and 500 km), enable almost full coverage of the globe. Orbit
tracking by precise high orbiting navigation satellite system provides the data about
three-dimensional satellite position and its deviations. Precision accelerometers on
the satellites extend the ability to monitor non-gravitational forces acting on them
continuously. One of these forces, atmospheric drag along orbits, can be derived
from the orbit track positions and their derivatives, and also from the precise
accelerometer measurements, so it can be used for atmospheric mass density
determination. On the other hand, the density of the atmosphere and its main
constituents can be derived from the spectroscopic measurements. One of the
examples is thermospheric mass density determination using neutral mass
spectrometers on earlier satellite missions. Measurement of the Earth’s far
ultraviolet (FUV) dayglow is used to infer number density profiles of N2, O, and
O2. Combination of accelerometers measurements and spectroscopic data is the
foundation of two widely used empirical models of thermospheric mass density.
This contribution describes the basic measurements on gravity satellite missions
and atmospheric drag estimation, gives the comparison and combination of
obtained data with spectrometric measurements of atmospheric density, and lists
potential improvements using the data from the recently launched satellite gravity
missions.
PB  - Institute of Physics Belgrade, Pregrevica 118, 11080 Belgrade Serbia
C3  - BOOK OF ABSTRACTS of IV Meeting on Astrophysical Spectroscopy - A&M DATA - Atmosphere May 30 to June 2, 2022, Fruška Gora, Serbia
T1  - Gravity satellite missions measurement data for atmospheric density estimation
UR  - https://hdl.handle.net/21.15107/rcub_grafar_2822
ER  - 
@conference{
author = "Brajović, Ljiljana and Malović, Miodrag",
year = "2022",
abstract = "Gravity satellite missions measurement data are primarily intended for use in
the estimation of an accurate model of Earth’s gravity field. The satellites’ almost
circular orbits with polar or near-polar inclination of the orbital planes, and low
altitude (between 250 and 500 km), enable almost full coverage of the globe. Orbit
tracking by precise high orbiting navigation satellite system provides the data about
three-dimensional satellite position and its deviations. Precision accelerometers on
the satellites extend the ability to monitor non-gravitational forces acting on them
continuously. One of these forces, atmospheric drag along orbits, can be derived
from the orbit track positions and their derivatives, and also from the precise
accelerometer measurements, so it can be used for atmospheric mass density
determination. On the other hand, the density of the atmosphere and its main
constituents can be derived from the spectroscopic measurements. One of the
examples is thermospheric mass density determination using neutral mass
spectrometers on earlier satellite missions. Measurement of the Earth’s far
ultraviolet (FUV) dayglow is used to infer number density profiles of N2, O, and
O2. Combination of accelerometers measurements and spectroscopic data is the
foundation of two widely used empirical models of thermospheric mass density.
This contribution describes the basic measurements on gravity satellite missions
and atmospheric drag estimation, gives the comparison and combination of
obtained data with spectrometric measurements of atmospheric density, and lists
potential improvements using the data from the recently launched satellite gravity
missions.",
publisher = "Institute of Physics Belgrade, Pregrevica 118, 11080 Belgrade Serbia",
journal = "BOOK OF ABSTRACTS of IV Meeting on Astrophysical Spectroscopy - A&M DATA - Atmosphere May 30 to June 2, 2022, Fruška Gora, Serbia",
title = "Gravity satellite missions measurement data for atmospheric density estimation",
url = "https://hdl.handle.net/21.15107/rcub_grafar_2822"
}
Brajović, L.,& Malović, M.. (2022). Gravity satellite missions measurement data for atmospheric density estimation. in BOOK OF ABSTRACTS of IV Meeting on Astrophysical Spectroscopy - A&M DATA - Atmosphere May 30 to June 2, 2022, Fruška Gora, Serbia
Institute of Physics Belgrade, Pregrevica 118, 11080 Belgrade Serbia..
https://hdl.handle.net/21.15107/rcub_grafar_2822
Brajović L, Malović M. Gravity satellite missions measurement data for atmospheric density estimation. in BOOK OF ABSTRACTS of IV Meeting on Astrophysical Spectroscopy - A&M DATA - Atmosphere May 30 to June 2, 2022, Fruška Gora, Serbia. 2022;.
https://hdl.handle.net/21.15107/rcub_grafar_2822 .
Brajović, Ljiljana, Malović, Miodrag, "Gravity satellite missions measurement data for atmospheric density estimation" in BOOK OF ABSTRACTS of IV Meeting on Astrophysical Spectroscopy - A&M DATA - Atmosphere May 30 to June 2, 2022, Fruška Gora, Serbia (2022),
https://hdl.handle.net/21.15107/rcub_grafar_2822 .

Measurement Methods for Residual Stresses in CWR

Mirković, Nikola; Brajović, Ljiljana; Malović, Miodrag; Vnenk, Petr

(2019)

TY  - JOUR
AU  - Mirković, Nikola
AU  - Brajović, Ljiljana
AU  - Malović, Miodrag
AU  - Vnenk, Petr
PY  - 2019
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/2794
AB  - Continuously welded rails are a part of the track structure since the
1950s. Total stresses in continuously welded rails include residual stresses gen-
erated during the manufacturing process as well as the service life of rails. The
control of rail stresses is very important for traffic safety. Measurement meth-
ods for residual stress in rails are presented in this paper. Since destructive
measurement methods are unsuitable for use in the railway track, the modern
non-destructive methods were particularly presented and discussed. The ad-
vantages and disadvantages of X-ray diffraction, ultrasonic, magnetic and elec-
tromagnetic methods are particularly explained and considered.
T2  - Advances in Intelligent Systems and Computing
T1  - Measurement Methods for Residual Stresses in CWR
VL  - 982
DO  - 10.1007/978-3-030-19756-8_32
ER  - 
@article{
author = "Mirković, Nikola and Brajović, Ljiljana and Malović, Miodrag and Vnenk, Petr",
year = "2019",
abstract = "Continuously welded rails are a part of the track structure since the
1950s. Total stresses in continuously welded rails include residual stresses gen-
erated during the manufacturing process as well as the service life of rails. The
control of rail stresses is very important for traffic safety. Measurement meth-
ods for residual stress in rails are presented in this paper. Since destructive
measurement methods are unsuitable for use in the railway track, the modern
non-destructive methods were particularly presented and discussed. The ad-
vantages and disadvantages of X-ray diffraction, ultrasonic, magnetic and elec-
tromagnetic methods are particularly explained and considered.",
journal = "Advances in Intelligent Systems and Computing",
title = "Measurement Methods for Residual Stresses in CWR",
volume = "982",
doi = "10.1007/978-3-030-19756-8_32"
}
Mirković, N., Brajović, L., Malović, M.,& Vnenk, P.. (2019). Measurement Methods for Residual Stresses in CWR. in Advances in Intelligent Systems and Computing, 982.
https://doi.org/10.1007/978-3-030-19756-8_32
Mirković N, Brajović L, Malović M, Vnenk P. Measurement Methods for Residual Stresses in CWR. in Advances in Intelligent Systems and Computing. 2019;982.
doi:10.1007/978-3-030-19756-8_32 .
Mirković, Nikola, Brajović, Ljiljana, Malović, Miodrag, Vnenk, Petr, "Measurement Methods for Residual Stresses in CWR" in Advances in Intelligent Systems and Computing, 982 (2019),
https://doi.org/10.1007/978-3-030-19756-8_32 . .
1

Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima

Malović, Miodrag; Brajovic, Ljiljana; Šekara, Tomislav; Kočinac, Saša

(Društvo za ETRAN, 2017)

TY  - CONF
AU  - Malović, Miodrag
AU  - Brajovic, Ljiljana
AU  - Šekara, Tomislav
AU  - Kočinac, Saša
PY  - 2017
UR  - https://grafar.grf.bg.ac.rs/handle/123456789/3464
AB  - U radu je opisano ispitivanje sinhronizovanosti podataka koji su uzorkovani putem odvojenih MEMS akcelerometara. Korišćeni su bežični senzorski uređaji razvijeni na Građevinskom fakultetu u Beogradu, namenjeni merenju vibracija građevinskih objekata. Poznato je da ovi uređaji mogu da postignu tačnost vremenskog označavanja uzoraka reda veličine10 μs za kraće merne periode (ispodminuta). Ovo znači da je greška koju elektronika unosi zanemarljiva za merenje mehaničkih veličina sa frekvencijom uzorkovanja reda veličine kHz. Analizirane su varijacije u fazi izlaznih signala različitih senzora prilikom identične pobude. Problem je ograničena mogućnost ostvarivanja identične mehaničke pobude na različitim mestima u prostoru, te je bez savršene opreme nemoguće razgraničiti koliki deo greške potiče od nepoklapanja ulaznih signala, a koliki od nesavršenosti senzorskog aparata. Pokazano je da je moguće dobiti standardnu devijaciju vremenskog ofseta između snimljenih signala reda veličine milisekunde.
PB  - Društvo za ETRAN
C3  - Zbornik radova 61. konferencije za elektroniku, telekomunikacije, računarstvo, automatiku i nuklearnu tehniku ETRAN, Kladovo, 5 - 8. juna 2017
T1  - Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima
UR  - https://hdl.handle.net/21.15107/rcub_grafar_3464
ER  - 
@conference{
author = "Malović, Miodrag and Brajovic, Ljiljana and Šekara, Tomislav and Kočinac, Saša",
year = "2017",
abstract = "U radu je opisano ispitivanje sinhronizovanosti podataka koji su uzorkovani putem odvojenih MEMS akcelerometara. Korišćeni su bežični senzorski uređaji razvijeni na Građevinskom fakultetu u Beogradu, namenjeni merenju vibracija građevinskih objekata. Poznato je da ovi uređaji mogu da postignu tačnost vremenskog označavanja uzoraka reda veličine10 μs za kraće merne periode (ispodminuta). Ovo znači da je greška koju elektronika unosi zanemarljiva za merenje mehaničkih veličina sa frekvencijom uzorkovanja reda veličine kHz. Analizirane su varijacije u fazi izlaznih signala različitih senzora prilikom identične pobude. Problem je ograničena mogućnost ostvarivanja identične mehaničke pobude na različitim mestima u prostoru, te je bez savršene opreme nemoguće razgraničiti koliki deo greške potiče od nepoklapanja ulaznih signala, a koliki od nesavršenosti senzorskog aparata. Pokazano je da je moguće dobiti standardnu devijaciju vremenskog ofseta između snimljenih signala reda veličine milisekunde.",
publisher = "Društvo za ETRAN",
journal = "Zbornik radova 61. konferencije za elektroniku, telekomunikacije, računarstvo, automatiku i nuklearnu tehniku ETRAN, Kladovo, 5 - 8. juna 2017",
title = "Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima",
url = "https://hdl.handle.net/21.15107/rcub_grafar_3464"
}
Malović, M., Brajovic, L., Šekara, T.,& Kočinac, S.. (2017). Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima. in Zbornik radova 61. konferencije za elektroniku, telekomunikacije, računarstvo, automatiku i nuklearnu tehniku ETRAN, Kladovo, 5 - 8. juna 2017
Društvo za ETRAN..
https://hdl.handle.net/21.15107/rcub_grafar_3464
Malović M, Brajovic L, Šekara T, Kočinac S. Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima. in Zbornik radova 61. konferencije za elektroniku, telekomunikacije, računarstvo, automatiku i nuklearnu tehniku ETRAN, Kladovo, 5 - 8. juna 2017. 2017;.
https://hdl.handle.net/21.15107/rcub_grafar_3464 .
Malović, Miodrag, Brajovic, Ljiljana, Šekara, Tomislav, Kočinac, Saša, "Ispitivanje vremenske sinhronizovanosti mernih signala snimljenih MEMS akcelerometrima" in Zbornik radova 61. konferencije za elektroniku, telekomunikacije, računarstvo, automatiku i nuklearnu tehniku ETRAN, Kladovo, 5 - 8. juna 2017 (2017),
https://hdl.handle.net/21.15107/rcub_grafar_3464 .