Selecting the Best Traffic Scheme for the Bicutan Roundabout: A Microsimulation Approach with Multiple Driver-Agents
نویسندگان
چکیده
Understanding the dynamics of vehicular traffic is important to planning and improving shared public roadways, not only to effectively and efficiently facilitate the controlled movement of vehicles, but also to guarantee the safety of individuals in the vehicles. Because data from real-world traffic is difficult to measure, and conducting replicated experiments on humans has ethical and economical questions, selecting the best scheme out of the proposed vehicular traffic controls has been confined only through simulation. We present the result of our microsimulation study on the effects of six traffic schemes T={t0, t1, ..., t5} on the mean total delay time (Δ) and mean speed (Σ) of vehicles at the non-signalized Bicutan Roundabout (BR) in Upper Bicutan, Taguig City, Metro Manila, with t0 as the current traffic scheme being enforced and ti>0 as the proposed ones. We present first that our simulation approach, a hybridized multi-agent system (MAS) with the car-following and lane-changing models (CLM), can mimic the current observed traffic scenario C at a statistical significance of α=0.05. That is, the respective absolute differences of the Δ and Σ between C and t0 are not statistically different from zero. Next, using our MAS-CLM, we simulated all proposed ti>0 and compared their respective Δ and Σ. We found out using DMRT that the best traffic scheme is t3 (i.e., when we converted the bi-directional 4-lane PNR-PNCC road into a bi-directional 1-lane PNR-to-PNCC and 3lane PNCC-to-PNR routes during rush hours). Then, we experimented on converting BR into a signalized junction and re-implemented all t3 with controlled stops of S={15s, 45s}. We found out that t3 with a 15-s stop has the best performance. Finally, we simulated the effect of increased in vehicular volume V due to traffic improvement and we found out that t3 with 15-s stop still outperforms the others for all increased in V={10%, 50%, 100%}.
منابع مشابه
Simulating the Effects of Various Road Infrastructure Improvements to Vehicular Traffic in a Busy Three-road Fork
Using microsimulations of vehicular dynamics, we studied the effects of several proposed infrastructure developments to the mean travel delay time ∆ and mean speed Σ of vehicles passing a busy three-road fork, particularly in the non-signalized roundabout junction of Lower Bicutan, Taguig City, Metro Manila. We designed and implemented multi-agent-based microsimulation models to mimic the auton...
متن کاملCalibration of microsimulation traffic model using neural network approach
This paper presents the results of research on the applicability of neural networks in the process of computer calibration of a microsimulation traffic model. VISSIM microsimulation model is used for calibration done at the example of roundabouts in an urban area. The calibration method is based on the prediction of a neural network for one traffic indicator, i.e. for the traveling time between...
متن کاملStatistical Analysis of Two-lane Roundabout Data for Traffic Control Decision-Making in an Urban Area
Researches using existing statistics and data collected from the area of study help officials at decision-making, to improve the region's problems, like the problem of the high rate of accidents in the region, despite the low volume of daily service. The uses of roundabouts in many parts of the world have many advantages over intersections, amongst them are increased safety and capacity and red...
متن کاملSimulating the Effect of Speed Humps on the U-Turn Traffic
Traffic simulation represents an effective tool for evaluating the suggested alternatives to enhance traffic conditions prior to their application in real sites. U-turn sections represent examples of the complicated sections that cannot be analyzed properly without applying microsimulation approach. Recently, in Iraq, speed humps were applied in prior to the merging locations and U-turn sectio...
متن کاملAutonomous Vehicle-to-Vehicle (V2V) Decision Making in Roundabout using Game Theory
Roundabout intersections promote a continuous flow of traffic. Roundabouts entry move traffic through an intersection more quickly, and with less congestion on approaching roads. With the introduction of smart vehicles and cooperative decision-making, roundabout management shortens the waiting time and leads to a more efficient traffic without breaking the traffic laws and earning penalties. Th...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1506.07411 شماره
صفحات -
تاریخ انتشار 2015