Using the Interval Type-2 Fuzzy Inference Systems to Determine a Relationship Between the Road Characteristics Assessment and Road Traffic Accidents
Using the Interval Type-2 Fuzzy Inference Systems to Determine a Relationship Between the Road Characteristics Assessment and Road Traffic Accidents
Autori:
Izdanje: International Scientific Conference on Information Technology and Data Related Research
DOI: 10.15308/Sinteza-2020-227-232
Oblast: Software and Information Engineering
Stranice: 227-232
Apstrakt:
There are several Type-2 fuzzy inference systems (T2FISs) tested in the research described in this paper. These models use one, two, or three input variables and all of them are described by one output variable. Input variables relate to the assessment of dangerous places on the observed road section, assessment of road characteristics, and frequency of driving. The assessment of dangerous places is obtained as an average score from assessing nine dangerous spots on the considered road section in Serbia called “Ibarska magistrala”. Assessment of road characteristics is based on seven scores, which means that participants assessed seven predefined road characteristics in the same road section. The frequency of driving is an input variable based on the criterion of how many times a week or a month the examinee drives on the observed road section. Output variable is The number of road traffic accidents that a driver had experienced. T2FISs are tested on a sample of 305 drivers and most of them are professional drivers. The results are perceived through the cumulative error that T2FISs make in the description of empirical data.
Ključne reči: Type-2 fuzzy inference systems, road traffic accidents, road safety, dangerous spots assessment, road characteristics assessment
Priložene datoteke:
- 227-232 ( veličina: 1,36 MB, broj pregleda: 362 )
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BibTeX format
@article{article, author = {M. Čubranić-Dobrodolac, L. Švadlenka, S. Čičević and A. Trifunović}, title = {Using the Interval Type-2 Fuzzy Inference Systems to Determine a Relationship Between the Road Characteristics Assessment and Road Traffic Accidents}, journal = {International Scientific Conference on Information Technology and Data Related Research}, year = 2020, pages = {227-232}, doi = {10.15308/Sinteza-2020-227-232} }
RT Conference Proceedings A1 Marjana Čubranić-Dobrodolac A1 Libor Švadlenka A1 Svetlana Čičević A1 Aleksandar Trifunović T1 Using the Interval Type-2 Fuzzy Inference Systems to Determine a Relationship Between the Road Characteristics Assessment and Road Traffic Accidents AD Univerzitet Singidunum, Beograd, Beograd, Srbija YR 2020 NO doi: 10.15308/Sinteza-2020-227-232
M. Čubranić-Dobrodolac, L. Švadlenka, S. Čičević and A. Trifunović, Using the Interval Type-2 Fuzzy Inference Systems to Determine a Relationship Between the Road Characteristics Assessment and Road Traffic Accidents, Univerzitet Singidunum, Beograd, 2020, doi:10.15308/Sinteza-2020-227-232