The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis
Апстракт
Evaluation and analysis of failures which occur in the products or services in different economic areas are an important task of operational management. Solution of this problem leads to the increase of product's/service's quality, but in the same time it also increases business processes effectiveness and business goal's realization. The treated problem is especially important in the information technologies domain. In this paper, the risk factors that may cause failures of the software are defined in compliance with the Failure Mode and Effect Analysis (FMEA) framework and they are assessed during the development and the maintenance phase. The relative importance of these risk factors and their values at the level of each identified failure are described by pre-defined linguistic terms which are modelled by the interval type-2 trapezoidal fuzzy numbers (IT2TrFNs). The weights vector is calculated by using the Fuzzy Analytic Hierarchy Process (FAHP) with interval type-2 fuzzy sets. Th...e rank of failures is obtained by using the complex proportional assessment (COPRAS) method. The example with real life data is illustrated to demonstrate the potential and applicability of the adopted methods.
Кључне речи:
type-2 trapezoidal fuzzy numbers / software / MCDM / FMEA / failuresИзвор:
Journal of Intelligent & Fuzzy Systems, 2019, 37, 6, 7747-7759Издавач:
- IOS Press, Amsterdam
DOI: 10.3233/JIFS-182541
ISSN: 1064-1246
WoS: 000504477400055
Scopus: 2-s2.0-85077472042
Колекције
Институција/група
Mašinski fakultetTY - JOUR AU - Đurić, Goran AU - Mitrović, Časlav AU - Komatina, Nikola AU - Tadić, Danijela AU - Vorotović, Goran PY - 2019 UR - https://machinery.mas.bg.ac.rs/handle/123456789/3070 AB - Evaluation and analysis of failures which occur in the products or services in different economic areas are an important task of operational management. Solution of this problem leads to the increase of product's/service's quality, but in the same time it also increases business processes effectiveness and business goal's realization. The treated problem is especially important in the information technologies domain. In this paper, the risk factors that may cause failures of the software are defined in compliance with the Failure Mode and Effect Analysis (FMEA) framework and they are assessed during the development and the maintenance phase. The relative importance of these risk factors and their values at the level of each identified failure are described by pre-defined linguistic terms which are modelled by the interval type-2 trapezoidal fuzzy numbers (IT2TrFNs). The weights vector is calculated by using the Fuzzy Analytic Hierarchy Process (FAHP) with interval type-2 fuzzy sets. The rank of failures is obtained by using the complex proportional assessment (COPRAS) method. The example with real life data is illustrated to demonstrate the potential and applicability of the adopted methods. PB - IOS Press, Amsterdam T2 - Journal of Intelligent & Fuzzy Systems T1 - The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis EP - 7759 IS - 6 SP - 7747 VL - 37 DO - 10.3233/JIFS-182541 ER -
@article{ author = "Đurić, Goran and Mitrović, Časlav and Komatina, Nikola and Tadić, Danijela and Vorotović, Goran", year = "2019", abstract = "Evaluation and analysis of failures which occur in the products or services in different economic areas are an important task of operational management. Solution of this problem leads to the increase of product's/service's quality, but in the same time it also increases business processes effectiveness and business goal's realization. The treated problem is especially important in the information technologies domain. In this paper, the risk factors that may cause failures of the software are defined in compliance with the Failure Mode and Effect Analysis (FMEA) framework and they are assessed during the development and the maintenance phase. The relative importance of these risk factors and their values at the level of each identified failure are described by pre-defined linguistic terms which are modelled by the interval type-2 trapezoidal fuzzy numbers (IT2TrFNs). The weights vector is calculated by using the Fuzzy Analytic Hierarchy Process (FAHP) with interval type-2 fuzzy sets. The rank of failures is obtained by using the complex proportional assessment (COPRAS) method. The example with real life data is illustrated to demonstrate the potential and applicability of the adopted methods.", publisher = "IOS Press, Amsterdam", journal = "Journal of Intelligent & Fuzzy Systems", title = "The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis", pages = "7759-7747", number = "6", volume = "37", doi = "10.3233/JIFS-182541" }
Đurić, G., Mitrović, Č., Komatina, N., Tadić, D.,& Vorotović, G.. (2019). The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis. in Journal of Intelligent & Fuzzy Systems IOS Press, Amsterdam., 37(6), 7747-7759. https://doi.org/10.3233/JIFS-182541
Đurić G, Mitrović Č, Komatina N, Tadić D, Vorotović G. The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis. in Journal of Intelligent & Fuzzy Systems. 2019;37(6):7747-7759. doi:10.3233/JIFS-182541 .
Đurić, Goran, Mitrović, Časlav, Komatina, Nikola, Tadić, Danijela, Vorotović, Goran, "The hybrid MCDM model with the interval Type-2 fuzzy sets for the software failure analysis" in Journal of Intelligent & Fuzzy Systems, 37, no. 6 (2019):7747-7759, https://doi.org/10.3233/JIFS-182541 . .