Benchmark Dataset for Timetable Optimization of Bus Routes in the City of New Delhi

被引:0
|
作者
Kumar, Avdesh [1 ]
Balodi, Saumya [1 ]
Jain, Anubhav [1 ]
Biyani, Pravesh [1 ]
机构
[1] IIIT Delhi, Delhi, India
关键词
Timetable Optimization; Bus Scheduling; Data Analytics; Bus Transit Dataset;
D O I
10.1109/itsc45102.2020.9294589
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Public transport is one of the major forms of transportation in the world. This makes it vital to ensure that public transport is efficient. This research presents a novel real-time GPS bus transit data for over 500 routes of buses operating in New Delhi. The data can be used for modeling various timetable optimization tasks as well as in other domains such as traffic management and travel time estimation. The paper also presents an approach to reduce the waiting time of Delhi buses by analyzing the traffic behavior and proposing a timetable. This algorithm serves as a benchmark for the dataset. The algorithm uses a constrained clustering algorithm for classification of trips. It further analyses the data statistically to provide a timetable that is efficient in learning the inter- and intra-month variations.
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页数:6
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