LI Jun,DENG Yuxin,HUANG Liuhong.Arrangement and evaluation of bus arrival timetable based on service reliability[J].Acta Scientiarum Naturalium Universitatis Sunyatseni,2020,59(05):86-94.
LI Jun,DENG Yuxin,HUANG Liuhong.Arrangement and evaluation of bus arrival timetable based on service reliability[J].Acta Scientiarum Naturalium Universitatis Sunyatseni,2020,59(05):86-94. DOI: 10.13471/j.cnki.acta.snus.2019.06.06.2019B055.
Arrangement and evaluation of bus arrival timetable based on service reliability
An optimization model of bus arrival timetable utilizing historical data is proposed to increase the riding success ratio
reduce the waiting time
and improve the level of service of buses. The concept of service reliability is introduced to indicate the probability that the riders successfully take the bus according to the timetable
and the historical percentile arrival time is proposed as the control points; then the model to maximize service reliability with the constraints conditions of rider waiting time and bus running time is proposed
and the riding success ratio and waiting time are employed to evaluate the performance of the proposed method. A case study of a bus route in Guangzhou is presented
and the results show that the proposed model can produce a timetable with higher riding success ratio and less waiting time
comparing with traditional method.
关键词
交通工程公交时刻表服务可靠性乘客等待时间
Keywords
traffic engineeringbus timetableservice reliabilityrider waiting time
WEN H Y, WU L F, MEI J J. Fuzzy comprehensive evaluation of Guangzhou-Foshan public transit satisfaction of inter-city based on improved AHP method[J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2018, 57(5): 64-71.
YANG N N, ZHANG Q N, HUANG J F. Improving bus stop redundancy using tabu search algorithm and SIC model[J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2015, 54(4): 150-157.
MIAO F, YANG X G, TENG J. Research on advancing plan for implementation of the public transport timetable in Shanghai[J]. Public Utilities, 2015, 2(6): 34-40.
CHEN M, LIU X B, XIA J X, et al. A dynamic bus-arrival time prediction model based on APC data[J]. Computer-Aided Civil Infrastructure Engineering, 2010, 19(5): 364-376.
VANAJAKSHI L, SUBRAMANIAN S C, SIVANANDAN R. Travel time prediction under heterogeneous traffic conditions using global positioning system data from buses[J]. IET Intelligent Transport Systems, 2009, 3(1): 1-9.
YU B, YANG Z Z, YAO B Z. Bus arrival time prediction using support vector machines[J]. Journal of Intelligent Transportation Systems, 2007, 10(4): 151-158.
YU B, YANG Z Z, CHEN K, et al. Hybrid model for prediction of bus arrival times at next station[J]. Journal of Advanced Transportation, 2010, 44(3): 193-204.
JEONG R, RILETT R. Bus arrival time prediction using artificial neural network model [C]// International IEEE Conference on Intelligent Transportation Systems, 2004: 988-993.
PETERSEN N C, RODRIGUES F, PEREIRA F C. Multi-output bus travel time prediction with convolutional LSTM neural network[J]. Expert Systems with Applications, 2019: 426-435.
WANG L, ZUO Z Y, FU J H. Bus arrival time prediction using RBF neural networks adjusted by online data[J]. Procedia Social and Behavioral Sciences, 2014: 67-75.
YIN T T, ZHONG G, ZHANG J, et al. A prediction model of bus arrival time at stops with multi-routes[J]. Transportation Research Procedia, 2017, 25: 4623-4636.
YU B, LAM W H K, TAM M L. Bus arrival time prediction at bus stop with multiple routes[J]. Transportation Research Part C: Emerging Technologies, 2011, 19(6): 1157-1170.
CEDER A, GOLANY B, TAL O. Creating bus timetables with maximal synchronization[J]. Transportation Research Part A: Policy and Practice, 2001, 35(10): 913-928.
CHU J C. Mixed-integer programming model and branch-and-price-and-cut algorithm for urban bus network design and timetabling[J]. Transportation Research Part B: Methodological, 2018, 108: 188-216.
SHANG H Y, HUANG H J, WU W X. Bus timetabling considering passenger satisfaction: An empirical study in Beijing[J]. Computers & Industrial Engineering, 2019: 1155-1166.
SUN D, XU Y, PENG Z R. Timetable optimization for single bus line based on hybrid vehicle size model[J]. Journal of Traffic and Transportation Engineering, 2015, 2(3): 179-186.
WU Y H, YANG H, TANG J F, et al. Multi-objective re-synchronizing of bus timetable: model, complexity and solution[J]. Transportation Research Part C: Emerging Technologies, 2016, 67: 149-168.
刘环宇. 基于可靠性的公交时刻表优化设计研究 [D]. 北京: 北京交通大学, 2010.
LIU H Y. Study on bus timetable optimizaiton based on reliability [D]. Beijing: Beijing Jiaotong University, 2010.