Aircraft Accident Prediction Using Machine Learning Classification Algorithms
Air traffic and transportation is the safest form of traffic despite the fact that every year in the world there are a significant number of air traffic accidents and incidents. Safety management and Risk management have always been extremely important factors in aviation. Safety improvement is poss...
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| Vydané v: | 2023 5th International Conference on Control Systems, Mathematical Modeling, Automation and Energy Efficiency (SUMMA) s. 185 - 190 |
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| Hlavní autori: | , , , |
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| Jazyk: | English |
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IEEE
08.11.2023
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| Abstract | Air traffic and transportation is the safest form of traffic despite the fact that every year in the world there are a significant number of air traffic accidents and incidents. Safety management and Risk management have always been extremely important factors in aviation. Safety improvement is possible through the constant detection and control of hazards as well as causes of accidents and incidents and hard work on their mitigation, removal, or reduction of their consequences. The aim of this paper is to present the application of machine learning classification in air crash severity prediction. |
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| AbstractList | Air traffic and transportation is the safest form of traffic despite the fact that every year in the world there are a significant number of air traffic accidents and incidents. Safety management and Risk management have always been extremely important factors in aviation. Safety improvement is possible through the constant detection and control of hazards as well as causes of accidents and incidents and hard work on their mitigation, removal, or reduction of their consequences. The aim of this paper is to present the application of machine learning classification in air crash severity prediction. |
| Author | Kacar, Rade Cokorilo, Olja Mirosavljevic, Petar Culibrk, Darko |
| Author_xml | – sequence: 1 givenname: Rade surname: Kacar fullname: Kacar, Rade email: kacarrade@gmail.com organization: University of Belgrade,Faculty of Transport and Traffic Engineering,Belgrade,Serbia – sequence: 2 givenname: Darko surname: Culibrk fullname: Culibrk, Darko email: Darko.Culibrk@mtel.ba organization: MTEL,Planning and Development of ISP Network,Banja Luka,Bosnia and Herzegovina – sequence: 3 givenname: Olja surname: Cokorilo fullname: Cokorilo, Olja email: oljav@sf.bg.ac.rs organization: University of Belgrade,Faculty of Transport and Traffic Engineering,Belgrade,Serbia – sequence: 4 givenname: Petar surname: Mirosavljevic fullname: Mirosavljevic, Petar email: perami@sf.bg.ac.rs organization: University of Belgrade,Faculty of Transport and Traffic Engineering,Belgrade,Serbia |
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| Snippet | Air traffic and transportation is the safest form of traffic despite the fact that every year in the world there are a significant number of air traffic... |
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| SubjectTerms | Aircraft Accident Artificial Neural Networks Classification algorithms LightGBM Machine learning Machine Learning Classification Algorithms Multilayer Perceptron Prediction Prediction algorithms Predictive models Risk management Safety management Transportation XGBoost |
| Title | Aircraft Accident Prediction Using Machine Learning Classification Algorithms |
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