TY  - JOUR
AU  - Pestorić, Mladenka
AU  - Mastilović, Jasna
AU  - Kevrešan, Žarko
AU  - Pezo, Lato
AU  - Belović, Miona
AU  - Glogovac, Svetlana
AU  - Škrobot, Dubravka
AU  - Ilić, Nebojša
AU  - Takač, Adam
PY  - 2021
UR  - http://fiver.ifvcns.rs/handle/123456789/2482
AB  - Sensory analysis is the best mean to precisely describe the eating quality of fresh foods. However, it is expensive and time-consuming method which cannot be used
for measuring quality properties in real time. The aim of this paper was to contribute to
the study of the relationship between sensory and instrumental data, and to define a proper model for predicting sensory properties of fresh tomato through the determination of the
physicochemical properties. Principal Component Analysis (PCA) was applied to the
experimental data to characterize and differentiate among the observed genotypes, explaining 73.52% of the total variance, using the first three principal components.
Artificial neural network (ANN) model was used for the prediction of sensory properties
based on the results obtained by basic chemical and instrumental determinations. The
developed ANN model predicts the sensory properties with high adequacy, with the
overall coefficient of determination of 0.859.
AB  - Senzorska analiza predstavlja najbolje sredstvo za precizno opisivanje kvaliteta svežih namirnica. Međutim,to je skupa i dugotrajna metoda koja se ne može koristiti za merenje pokazatelja kvaliteta u realnom vremenu. Cilj ovog rada bio je da doprinese proučavanju odnosa između podataka dobijenih primenom senzorske analize i instrumentalnih metoda i da definiše odgovarajući model za predviđanje senzorskih svojstava svežeg paradajza pomoću određivanja fizičko-hemijskih svojstava. Analiza glavnih komponenti (RSA) primenjena je na eksperimentalne podatke da bi se okarakterisali i diferencirali posmatrani genotipovi, objašnjavajući 73,52% od ukupne varijanse, koristeći prve tri glavne komponente. Model veštačke neuronske mreže (ANN) korišćen je za predviđanje senzorskih svojstava na osnovu rezultata dobijenih osnovnim hemijskim i instrumentalnim određivanjima. Razvijeni ANN model predviđa senzorska svojstva sa visokom adekvatnošću, sa ukupnim koeficijentom determinacije od 0,859.
PB  - Novi Sad : University of Novi Sad, Institute of Food Technology
T2  - Food and Feed Research
T1  - Artificial neural network model in predicting the quality of fresh tomato genotypes
T1  - Veštačke neuronske mreže za predviđanje kvaliteta različitih genotipova paradajza
EP  - 21
IS  - 1
SP  - 9
VL  - 48
DO  - 10.5937/ffr48-29661
ER  - 

@article{
author = "Pestorić, Mladenka and Mastilović, Jasna and Kevrešan, Žarko and Pezo, Lato and Belović, Miona and Glogovac, Svetlana and Škrobot, Dubravka and Ilić, Nebojša and Takač, Adam",
year = "2021",
abstract = "Sensory analysis is the best mean to precisely describe the eating quality of fresh foods. However, it is expensive and time-consuming method which cannot be used
for measuring quality properties in real time. The aim of this paper was to contribute to
the study of the relationship between sensory and instrumental data, and to define a proper model for predicting sensory properties of fresh tomato through the determination of the
physicochemical properties. Principal Component Analysis (PCA) was applied to the
experimental data to characterize and differentiate among the observed genotypes, explaining 73.52% of the total variance, using the first three principal components.
Artificial neural network (ANN) model was used for the prediction of sensory properties
based on the results obtained by basic chemical and instrumental determinations. The
developed ANN model predicts the sensory properties with high adequacy, with the
overall coefficient of determination of 0.859., Senzorska analiza predstavlja najbolje sredstvo za precizno opisivanje kvaliteta svežih namirnica. Međutim,to je skupa i dugotrajna metoda koja se ne može koristiti za merenje pokazatelja kvaliteta u realnom vremenu. Cilj ovog rada bio je da doprinese proučavanju odnosa između podataka dobijenih primenom senzorske analize i instrumentalnih metoda i da definiše odgovarajući model za predviđanje senzorskih svojstava svežeg paradajza pomoću određivanja fizičko-hemijskih svojstava. Analiza glavnih komponenti (RSA) primenjena je na eksperimentalne podatke da bi se okarakterisali i diferencirali posmatrani genotipovi, objašnjavajući 73,52% od ukupne varijanse, koristeći prve tri glavne komponente. Model veštačke neuronske mreže (ANN) korišćen je za predviđanje senzorskih svojstava na osnovu rezultata dobijenih osnovnim hemijskim i instrumentalnim određivanjima. Razvijeni ANN model predviđa senzorska svojstva sa visokom adekvatnošću, sa ukupnim koeficijentom determinacije od 0,859.",
publisher = "Novi Sad : University of Novi Sad, Institute of Food Technology",
journal = "Food and Feed Research",
title = "Artificial neural network model in predicting the quality of fresh tomato genotypes, Veštačke neuronske mreže za predviđanje kvaliteta različitih genotipova paradajza",
pages = "21-9",
number = "1",
volume = "48",
doi = "10.5937/ffr48-29661"
}

Pestorić, M., Mastilović, J., Kevrešan, Ž., Pezo, L., Belović, M., Glogovac, S., Škrobot, D., Ilić, N.,& Takač, A.. (2021). Artificial neural network model in predicting the quality of fresh tomato genotypes. in Food and Feed Research
Novi Sad : University of Novi Sad, Institute of Food Technology., 48(1), 9-21.
https://doi.org/10.5937/ffr48-29661

Pestorić M, Mastilović J, Kevrešan Ž, Pezo L, Belović M, Glogovac S, Škrobot D, Ilić N, Takač A. Artificial neural network model in predicting the quality of fresh tomato genotypes. in Food and Feed Research. 2021;48(1):9-21.
doi:10.5937/ffr48-29661 .

Pestorić, Mladenka, Mastilović, Jasna, Kevrešan, Žarko, Pezo, Lato, Belović, Miona, Glogovac, Svetlana, Škrobot, Dubravka, Ilić, Nebojša, Takač, Adam, "Artificial neural network model in predicting the quality of fresh tomato genotypes" in Food and Feed Research, 48, no. 1 (2021):9-21,
https://doi.org/10.5937/ffr48-29661 . .

TY  - CONF
AU  - Belović, Miona
AU  - Torbica, Aleksandra
AU  - Škrobot, Dubravka
AU  - Tomić, Jelena
AU  - Čabarkapa, Ivana
AU  - Živančev, Dragan
AU  - Štatkić, Slaviša
AU  - Aćin, Vladimir
AU  - Kukurová, Kristína
AU  - Ciesarová, Zuzana
PY  - 2021
UR  - http://fiver.ifvcns.rs/handle/123456789/2165
AB  - Triticale is a hybrid cereal developed by crossing of wheat and rye. It is characterized by higher environmental tolerance than wheat and increased content of lysine, amino acid which is deficient in most cereals. The application of triticale flour in bakery and confectionary industry is limited by high stickiness of dough and low gluten strength. Refined and wholegrain flour prepared from hexaploid triticale cultivar ‘Odisej’ were used for the production of cookies in this study. The cookies were prepared according to the standard method of American Association of Cereal Chemists for the evaluation of baking quality of cookie flour – micro wire-cut formulation. Dimensions, colour, hardness and sensory properties of triticale cookies were compared to the cookies prepared from refined and wholegrain wheat and rye flours.
PB  - Tallinn: Center of Food and Fermentation Technologies
C3  - Book of Abstract,14th Baltic Conference on Food Science and Technology FoodBalt 2021 “Sustainable Food for Conscious Consumer”,Tallinn, Estonia 2021
T1  - The application of triticale flour for the production of cookies
EP  - 103
SP  - 103
UR  - https://hdl.handle.net/21.15107/rcub_fiver_2165
ER  - 

@conference{
author = "Belović, Miona and Torbica, Aleksandra and Škrobot, Dubravka and Tomić, Jelena and Čabarkapa, Ivana and Živančev, Dragan and Štatkić, Slaviša and Aćin, Vladimir and Kukurová, Kristína and Ciesarová, Zuzana",
year = "2021",
abstract = "Triticale is a hybrid cereal developed by crossing of wheat and rye. It is characterized by higher environmental tolerance than wheat and increased content of lysine, amino acid which is deficient in most cereals. The application of triticale flour in bakery and confectionary industry is limited by high stickiness of dough and low gluten strength. Refined and wholegrain flour prepared from hexaploid triticale cultivar ‘Odisej’ were used for the production of cookies in this study. The cookies were prepared according to the standard method of American Association of Cereal Chemists for the evaluation of baking quality of cookie flour – micro wire-cut formulation. Dimensions, colour, hardness and sensory properties of triticale cookies were compared to the cookies prepared from refined and wholegrain wheat and rye flours.",
publisher = "Tallinn: Center of Food and Fermentation Technologies",
journal = "Book of Abstract,14th Baltic Conference on Food Science and Technology FoodBalt 2021 “Sustainable Food for Conscious Consumer”,Tallinn, Estonia 2021",
title = "The application of triticale flour for the production of cookies",
pages = "103-103",
url = "https://hdl.handle.net/21.15107/rcub_fiver_2165"
}

Belović, M., Torbica, A., Škrobot, D., Tomić, J., Čabarkapa, I., Živančev, D., Štatkić, S., Aćin, V., Kukurová, K.,& Ciesarová, Z.. (2021). The application of triticale flour for the production of cookies. in Book of Abstract,14th Baltic Conference on Food Science and Technology FoodBalt 2021 “Sustainable Food for Conscious Consumer”,Tallinn, Estonia 2021
Tallinn: Center of Food and Fermentation Technologies., 103-103.
https://hdl.handle.net/21.15107/rcub_fiver_2165

Belović M, Torbica A, Škrobot D, Tomić J, Čabarkapa I, Živančev D, Štatkić S, Aćin V, Kukurová K, Ciesarová Z. The application of triticale flour for the production of cookies. in Book of Abstract,14th Baltic Conference on Food Science and Technology FoodBalt 2021 “Sustainable Food for Conscious Consumer”,Tallinn, Estonia 2021. 2021;:103-103.
https://hdl.handle.net/21.15107/rcub_fiver_2165 .

Belović, Miona, Torbica, Aleksandra, Škrobot, Dubravka, Tomić, Jelena, Čabarkapa, Ivana, Živančev, Dragan, Štatkić, Slaviša, Aćin, Vladimir, Kukurová, Kristína, Ciesarová, Zuzana, "The application of triticale flour for the production of cookies" in Book of Abstract,14th Baltic Conference on Food Science and Technology FoodBalt 2021 “Sustainable Food for Conscious Consumer”,Tallinn, Estonia 2021 (2021):103-103,
https://hdl.handle.net/21.15107/rcub_fiver_2165 .

TY  - JOUR
AU  - Belović, Miona
AU  - Torbica, Aleksandra
AU  - Škrobot, Dubravka
AU  - Tomić, Jelena
AU  - Čabarkapa, Ivana
AU  - Živančev, Dragan
AU  - Štatkić, Slaviša
AU  - Aćin, Vladimir
AU  - Kukurová, Kristína
AU  - Ciesarová, Zuzana
PY  - 2020
UR  - http://fiver.ifvcns.rs/handle/123456789/2008
AB  - Triticale, a hybrid cereal developed by crossing of wheat and rye, has certain advantages over wheat, such as higher environmental tolerance and higher content of dietary fiber. The application of triticale flour in food industry is limited by poor rheological properties of dough and low gluten strength. Potential application of hexaploid triticale cultivar 'Odisej' for the production of cookies was assessed in this study. Additionally, the values of basic grain quality parameters for Odisej were determined, such as hectoliter weight, thousand kernel weight, grain size, protein and wet gluten content, gluten index and falling number. Cookies were prepared from refined and wholegrain triticale flour and their physical properties (dimensions, color, hardness) and sensory properties were compared to the cookies prepared from refined and wholegrain wheat and rye flour. Cookies manufactured from refined triticale flour had high spread ratio (diameter/high) value, similar to that of cookies prepared from refined wheat flour. Total sensory score of cookies manufactured from refined triticale flour was the highest among all samples, indicating that it can be successfully used in cookies production.The quality of wholegrain triticale cookies could be improved by the use of milling technique adequate for the production of wholegrain flour.
AB  - Tritikale, hibridna žitarica dobijena ukrštanjem pšenice i raži, ima određene prednosti u odnosu na pšenicu, kao što su veća otpornost prema uslovima sredine i veći sadržaj prehrambenih vlakana. Primena brašna tritikalea u prehrambenoj industriji ograničena je lošim reološkim svojstvima testa i slabim glutenom. U ovoj studiji istražena je potencijalna primena heksaploidne sorte tritikalea "Odisej" u proizvodnji čajnog peciva. Pored toga, utvrđene su vrednosti osnovnih pokazatelja kvaliteta zrna (hektolitarska masa, masa 1000 zrna, veličina zrna, sadržaj proteina i vlažnog glutena, gluten indeks i broj padanja) za sortu "Odisej". Čajna peciva su pripremljena od belog i integralnog brašna tritikalea, a njihova fizička svojstva (dimenzije, boja, tvrdoća) i senzorska svojstva upoređena su sa čajnim pecivima pripremljenim od belog i integralnog pšeničnog i raženog brašna. Čajna peciva proizvedena od belog brašna tritikalea imala su vrednost odnosa širenja (prečnik/visina) sličnu vrednosti dobijenoj za čajno pecivo od belog pšeničnog brašna. Zbirna ocena senzorskog kvaliteta čajnog peciva proizvedenog od belog brašna tritikalea bila je najveća među svim uzorcima, što ukazuje da se belo brašno tritikalea može uspešno koristiti u proizvodnji čajnog peciva. Kvalitet čajnog peciva od integralnog brašna tritikalea mogao bi da se poboljša primenom tehnike mlevenja koja je adekvatna za proizvodnju integralnog brašna.
PB  - Institut za ratarstvo i povrtarstvo, Novi Sad
T2  - Ratarstvo i povrtarstvo / Field and Vegetable Crops Research
T1  - Potential application of triticale cultivar 'Odisej' for the production of cookies
T1  - Potencijalna primena sorte tritikalea 'Odisej' u proizvodnji čajnog peciva
EP  - 13
IS  - 1
SP  - 8
VL  - 57
DO  - 10.5937/ratpov57-24126
ER  - 

@article{
author = "Belović, Miona and Torbica, Aleksandra and Škrobot, Dubravka and Tomić, Jelena and Čabarkapa, Ivana and Živančev, Dragan and Štatkić, Slaviša and Aćin, Vladimir and Kukurová, Kristína and Ciesarová, Zuzana",
year = "2020",
abstract = "Triticale, a hybrid cereal developed by crossing of wheat and rye, has certain advantages over wheat, such as higher environmental tolerance and higher content of dietary fiber. The application of triticale flour in food industry is limited by poor rheological properties of dough and low gluten strength. Potential application of hexaploid triticale cultivar 'Odisej' for the production of cookies was assessed in this study. Additionally, the values of basic grain quality parameters for Odisej were determined, such as hectoliter weight, thousand kernel weight, grain size, protein and wet gluten content, gluten index and falling number. Cookies were prepared from refined and wholegrain triticale flour and their physical properties (dimensions, color, hardness) and sensory properties were compared to the cookies prepared from refined and wholegrain wheat and rye flour. Cookies manufactured from refined triticale flour had high spread ratio (diameter/high) value, similar to that of cookies prepared from refined wheat flour. Total sensory score of cookies manufactured from refined triticale flour was the highest among all samples, indicating that it can be successfully used in cookies production.The quality of wholegrain triticale cookies could be improved by the use of milling technique adequate for the production of wholegrain flour., Tritikale, hibridna žitarica dobijena ukrštanjem pšenice i raži, ima određene prednosti u odnosu na pšenicu, kao što su veća otpornost prema uslovima sredine i veći sadržaj prehrambenih vlakana. Primena brašna tritikalea u prehrambenoj industriji ograničena je lošim reološkim svojstvima testa i slabim glutenom. U ovoj studiji istražena je potencijalna primena heksaploidne sorte tritikalea "Odisej" u proizvodnji čajnog peciva. Pored toga, utvrđene su vrednosti osnovnih pokazatelja kvaliteta zrna (hektolitarska masa, masa 1000 zrna, veličina zrna, sadržaj proteina i vlažnog glutena, gluten indeks i broj padanja) za sortu "Odisej". Čajna peciva su pripremljena od belog i integralnog brašna tritikalea, a njihova fizička svojstva (dimenzije, boja, tvrdoća) i senzorska svojstva upoređena su sa čajnim pecivima pripremljenim od belog i integralnog pšeničnog i raženog brašna. Čajna peciva proizvedena od belog brašna tritikalea imala su vrednost odnosa širenja (prečnik/visina) sličnu vrednosti dobijenoj za čajno pecivo od belog pšeničnog brašna. Zbirna ocena senzorskog kvaliteta čajnog peciva proizvedenog od belog brašna tritikalea bila je najveća među svim uzorcima, što ukazuje da se belo brašno tritikalea može uspešno koristiti u proizvodnji čajnog peciva. Kvalitet čajnog peciva od integralnog brašna tritikalea mogao bi da se poboljša primenom tehnike mlevenja koja je adekvatna za proizvodnju integralnog brašna.",
publisher = "Institut za ratarstvo i povrtarstvo, Novi Sad",
journal = "Ratarstvo i povrtarstvo / Field and Vegetable Crops Research",
title = "Potential application of triticale cultivar 'Odisej' for the production of cookies, Potencijalna primena sorte tritikalea 'Odisej' u proizvodnji čajnog peciva",
pages = "13-8",
number = "1",
volume = "57",
doi = "10.5937/ratpov57-24126"
}

Belović, M., Torbica, A., Škrobot, D., Tomić, J., Čabarkapa, I., Živančev, D., Štatkić, S., Aćin, V., Kukurová, K.,& Ciesarová, Z.. (2020). Potential application of triticale cultivar 'Odisej' for the production of cookies. in Ratarstvo i povrtarstvo / Field and Vegetable Crops Research
Institut za ratarstvo i povrtarstvo, Novi Sad., 57(1), 8-13.
https://doi.org/10.5937/ratpov57-24126

Belović M, Torbica A, Škrobot D, Tomić J, Čabarkapa I, Živančev D, Štatkić S, Aćin V, Kukurová K, Ciesarová Z. Potential application of triticale cultivar 'Odisej' for the production of cookies. in Ratarstvo i povrtarstvo / Field and Vegetable Crops Research. 2020;57(1):8-13.
doi:10.5937/ratpov57-24126 .

Belović, Miona, Torbica, Aleksandra, Škrobot, Dubravka, Tomić, Jelena, Čabarkapa, Ivana, Živančev, Dragan, Štatkić, Slaviša, Aćin, Vladimir, Kukurová, Kristína, Ciesarová, Zuzana, "Potential application of triticale cultivar 'Odisej' for the production of cookies" in Ratarstvo i povrtarstvo / Field and Vegetable Crops Research, 57, no. 1 (2020):8-13,
https://doi.org/10.5937/ratpov57-24126 . .