Big data analysis and cloud computing for smart transportation system integration

被引:8
作者
Ali, Mohammed Hasan [1 ]
Jaber, Mustafa Musa [2 ,3 ]
Abd, Sura Khalil [3 ]
Alkhayyat, Ahmed [4 ]
Albaghdadi, Mustafa Fahem [5 ]
机构
[1] Imam Jaafar Al Sadiq Univ, Fac Informat Technol, Comp Tech Engn Dept, Najaf 10023, Iraq
[2] Dijlah Univ Coll, Dept Comp Sci, Baghdad 10021, Iraq
[3] Al Turath Univ Coll, Dept Comp Sci, Baghdad, Iraq
[4] Islamic Univ, Coll Tech Engn, Najaf, Iraq
[5] Al Mustaqbal Univ Coll, Opt Tech Dept, Hilla 51001, Iraq
关键词
Smart transportation; Big data analytics; Cloud computing; Traffic prediction; Machine learning; INTERNET; SCHEME; MODEL;
D O I
10.1007/s11042-022-13700-7
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Big data and cloud computing are becoming more critical in transportation systems as these technologies develop. Transportation companies can recognize and forecast potential traffic problems and offer appropriate responses. To avoid hindering mobility, one might use predictive analytics to assess the effect of various development initiatives and suggest a viable alternative. Due to automobiles' flexibility and rapid changes in their environment, creating an effective communication system for vehicular networks is tough. An intelligent transportation system with big data analytics and cloud computing (STS-BCC) is the goal of this research work. Data mining is used to anticipate traffic conditions using a machine learning method. The cloud platform provides a secure storage service and processing unit to aid traffic forecasting. The experimental analysis finds the prediction accuracy of 97.45% and proves the efficient integration of big data analytics and cloud computing technologies.
引用
收藏
页数:18
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