Flow-speed matching model and travel time forecasting method and system
A travel time and speed matching technology, used in traffic control systems, traffic control systems for road vehicles, instruments, etc., can solve problems such as complex calculations and poor prediction accuracy, and achieve a scientific and reasonable theoretical image, simple prediction methods, and high accuracy. Effect
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Embodiment 1
[0059] This embodiment provides a method for establishing a flow-speed matching model, the flow chart of which is as follows figure 1 As shown, the specific steps are as follows:
[0060] (1) Calculate the theoretical travel time and the average speed of the traffic flow of the road section, and store the travel time and the average speed of the traffic flow. The specific process of obtaining the travel time of the road section includes:
[0061] ① Collect the traffic flow, congestion density and saturated flow of the road section, which can be obtained by means of existing technologies well known in the art.
[0062] ② According to the traffic flow and density of the road section, the accumulation wave and dissipating wave are calculated. Such as image 3 As shown in Fig. 1, after a train team running on the road section encounters a red light at the intersection, the traffic density on the road section where the vehicles stop and line up gradually increases. In a traffic...
Embodiment 2
[0073] This embodiment implements a system for establishing a flow-speed matching model using a method for establishing a flow-speed matching model, including:
[0074] Modules for calculating the theoretical travel time and average speed of traffic on road sections;
[0075] It is used to calculate the error between the theoretical travel time and the measured travel time, perform feedback adjustment to the average speed of the traffic flow according to the error, and update the flow-speed data module corresponding to the road section;
[0076] For repeating the above steps until the error between the theoretical travel time and the measured travel time is less than a preset threshold, the flow-speed data is saved as a flow-speed matching model module.
[0077] The system for establishing a traffic-speed matching model provided in this embodiment uses the method for establishing a traffic-speed matching model to calculate the travel time by using the traffic wave principle, a...
Embodiment 3
[0079] This embodiment provides a travel time prediction method, the flow chart of which is as follows figure 2 As shown, it specifically includes the following steps:
[0080] (1) Predict the traffic flow of the road section to be tested. The prediction method can adopt one of the time series method, historical trend method, neural network, Kalman filter method and other methods well known to those skilled in the art, or use several methods to combine prediction, and choose according to the actual road section and demand .
[0081] (2) Match the traffic flow with the flow-speed matching model to obtain the average speed of the traffic flow on the road section to be tested. The matching process is: match the traffic flow with a preset flow interval , and obtain the corresponding average speed of the preset traffic interval as the average speed of the traffic flow of the road section to be tested. The matching process is simple and fast without classifying and refining the ...
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