arXiv subjects

Yiman Du

Publications and source records attributed to Yiman Du.

5 recordsLinked to original sources

arXiv2015

Impacts of rainfall weather on urban traffic in beijing: analysis and modeling

Recently an increasing number of researches have been focused on the influence of rainfall intensity on traffic flow. Conclusions have been reached that inclement weather does have negative impacts on key traffic parameters. However, due to lack of data, limited work has been implemented in China. In this paper, the impacts of rainfall intensity on urban road traffic flow characteristics are quantified, based on the historical traffic data and weather data in Beijing, capital of China. The reductions of road capacity and operating speed are obtained by statistical estimation for different rainfall intensity categories against clear weather. Then the modified speed-density function and speed-flow function are calibrated at different rainfall levels, from which the reductions of free-flow speed can be calculated. Finally, a generalized continuous speed-flow-rainfall model is developed and calibrated. The validation results show a good accuracy, indicating the new model can be used for urban traffic management under various rainfall intensities.

physics.soc-ph↗

arXiv2015

Discovery of Important Crossroads in Road Network using Massive Taxi Trajectories

A major problem in road network analysis is discovery of important crossroads, which can provide useful information for transport planning. However, none of existing approaches addresses the problem of identifying network-wide important crossroads in real road network. In this paper, we propose a novel data-driven based approach named CRRank to rank important crossroads. Our key innovation is that we model the trip network reflecting real travel demands with a tripartite graph, instead of solely analysis on the topology of road network. To compute the importance scores of crossroads accurately, we propose a HITS-like ranking algorithm, in which a procedure of score propagation on our tripartite graph is performed. We conduct experiments on CRRank using a real-world dataset of taxi trajectories. Experiments verify the utility of CRRank.

cs.AI↗

arXiv2014

Study on FLOWSIM and its Application for Isolated Signal-ized Intersection Assessment

Recently the traffic related problems have become strategically important, due to the continuously increasing vehicle number. As a result, microscopic simulation software has become an efficient method in traffic engineering for its cost-effectiveness and safety characteristics. In this paper, a new fuzzy logic based simulation software (FLOWSIM) is introduced, which can reflect the mixed traffic flow phenomenon in China better. The fuzzy logic based car-following model and lane-changing model are explained in detail. Furthermore, its applications for mixed traffic flow management in mid-size cities and for signalized intersection management assessment in large cities are illustrated by examples in China. Finally, further study objectives are discussed.

cs.OH↗

arXiv2014

Car-following model on two lanes and stability analysis

Considering lateral influence from adjacent lane, an improved car-following model is developed in this paper. Then linear and non-linear stability analyses are carried out. The modified Korteweg-de Vries (MKdV) equation is derived with the kink-antikink soliton solution. Numerical simulations are implemented and the result shows good consistency with theoretical study.

cs.CE↗

arXiv2014

An improved car-following model considering variable safety headway distance

Considering high speed following on expressway or highway, an improved car-following model is developed in this paper by introducing variable safety headway distance. Stability analysis of the new model is carried out using the control theory method. Finally, numerical simulations are implemented and the results show good consistency with theoretical study.

math.NA↗