CN103985251B - A kind of method and system of vehicle queue length measuring and calculating - Google Patents

A kind of method and system of vehicle queue length measuring and calculating Download PDF

Info

Publication number
CN103985251B
CN103985251B CN201410161695.1A CN201410161695A CN103985251B CN 103985251 B CN103985251 B CN 103985251B CN 201410161695 A CN201410161695 A CN 201410161695A CN 103985251 B CN103985251 B CN 103985251B
Authority
CN
China
Prior art keywords
vehicle
road
cycle
time
check point
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
Application number
CN201410161695.1A
Other languages
Chinese (zh)
Other versions
CN103985251A (en
Inventor
顾怀中
陆建
王锦尧
叶坚
苏子毅
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Nanjing Public Security Department Of Public Security Bureau
Southeast University
Original Assignee
Nanjing Public Security Department Of Public Security Bureau
Southeast University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nanjing Public Security Department Of Public Security Bureau, Southeast University filed Critical Nanjing Public Security Department Of Public Security Bureau
Priority to CN201410161695.1A priority Critical patent/CN103985251B/en
Publication of CN103985251A publication Critical patent/CN103985251A/en
Application granted granted Critical
Publication of CN103985251B publication Critical patent/CN103985251B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • Traffic Control Systems (AREA)

Abstract

Method and system for vehicle queue length measuring and calculating, by setting up urban road combination traffic flow model, are divided into steady flow and mix flow by information of vehicle flowrate, can accurate simulation reality information of vehicle flowrate.By carrying out the collection of digitizing figure to road, the pixel in the original map of digitizing figure can be made as the coordinate of road, setting sampling time interval, carry out the rate of leaving away of vehicle on road described in sample detecting at set intervals, when detecting that the vehicle on described road does not readvance within the road cycle, the digitizing graphical information of described road is again gathered in described sampling location, identify in described digital figure information with different pixels point in described original map, obtain the start position blocking up and occur, according to the distance of the check point described in start point distance that gets congestion, and detect that the moment that vehicle does not readvance within the current cycle can calculate real-time vehicle queue length by vehicle queue length computing formula.

Description

A kind of method and system of vehicle queue length measuring and calculating
Technical field
The present invention relates to vehicle queue length measuring technique on a kind of road.Relate in particular to the method and system of a kind of vehicle queue length measuring and calculating.
Background technology
Along with the continuous rising of the recoverable amount of vehicle, urban road blocks up day by day, thus causes Urban Road Traffic Accidents to take place frequently.Once road gets congestion, by directly reducing the operational efficiency of road network, also easily bring out second accident.Reducing the effective way of negative effect that traffic hazard brings, is to be blocked up the impact caused by real-time operation, according to the time that can be calculated road and reach maximum queue length, blocks up provide reliable theoretical foundation for taking effective measures process.
Chinese patent literature CN102034353A discloses a kind of Urban Road Traffic Accidents queue length measuring method based on fixed detector.The method is based on the fixed detector arranged in road, in order to detect the rate of leaving away of vehicle, by the feature adopting urban road combination traffic flow to describe vehicle arrival.According to arrival rate and the rate of leaving away of vehicle, set up the queue length measuring method based on fixed detector, then according to the time that traffic hazard continues, calculate the maximum queue length that traffic hazard causes.The method can calculate and occur in fixed detector and cause along the traffic hazard in vehicle heading front the vehicle queue length blocked up.But the position of collision happens has randomness on road, may occur in fixed detector front, also may occur in fixed detector rear, method disclosed in above-mentioned patent documentation cannot calculate the position that in reality, all collisions occur, poor universality.
Summary of the invention
For this reason, technical matters to be solved by this invention is only can calculate in prior art the poor universality occurring in fixed detector and cause the vehicle queue length blocked up to bring along the traffic hazard in vehicle heading front.
For solving the problems of the technologies described above, technical scheme of the present invention is:
A method for vehicle queue length measuring and calculating, is characterized in that, comprise the following steps:
S1: describe by setting up urban road combination traffic flow model the arrival feature that road gets on the bus, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Further comprising the steps:
S11: described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
λ ‾ = g 1 c 1 ( λ 1 - λ 2 ) + λ 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle;
S2: to choose in road a certain position as sampling location, gather the digitizing figure of road when travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates;
S3: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road;
S4: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing graphical information of described road again in described sampling location;
S5: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point;
S6: according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, calculate real-time vehicle queue length by vehicle queue length measure formula.
The digitizing figure will again got in described step S5, be specially from the digitizing figure of described original map this step of comparing: the pixel that comparison two width figure is different, to identify from downstream to upstream first different pixel, be the position got congestion.
In described step S6, specifically comprise the following steps:
S61: judge that the position got congestion is positioned at upstream or the downstream of described check point;
S62: if the position got congestion is positioned at the downstream of described check point, the distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] λ ‾ c 1 + N 2 - Σ i = 1 n q i Δt ) / k j + l 0 , Calculate vehicle queue length;
S63: if the position got congestion is positioned at the upstream of described check point, the distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] λ ‾ c 1 + N 2 - Σ i = 1 n q i Δt ) / k j - l 0 , Calculate vehicle queue length;
Wherein, t is that described check point detects that vehicle when not being moved or do not detect that vehicle is by any time after described check point, N within the road cycle 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be generally taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1; N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
Check point described in described step S4 is detecting that the vehicle on described road does not readvance within the current cycle, and this step is specially:
When described check point detects that the vehicle in dead ahead is not moved within the road cycle in the given time or vehicle passing detection point do not detected.
A system for vehicle queue length measuring and calculating, comprises with lower module:
Module is set up in traffic flow: for setting up the arrival feature that urban road combination traffic flow model to be got on the bus to describe road, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Comprise further:
Arrival rate computing module, for described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
&lambda; &OverBar; = g 1 c 1 ( &lambda; 1 - &lambda; 2 ) + &lambda; 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle;
Sampling module: to choose in road a certain position as sampling location, gather the digitizing figure of road during travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates;
Detection module: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road;
Secondary acquisition module: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing figure of described road again in described sampling location;
Comparing module: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point;
Computing module: according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, calculate real-time vehicle queue length by vehicle queue length measure formula.
The digitizing figure will again got in described comparing module, compare with described original map, be specially:
By the digitizing figure again got, compare with the digitizing figure of described original map, the pixel that main comparison two width figure is different, identifies from downstream to first of upstream different pixel, is the position got congestion.
In described computing module, specifically comprise with lower module:
Position judging module: judge that the position got congestion is positioned at upstream or the downstream of described check point;
First computing module: if the position got congestion is positioned at the downstream of described check point, the distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j + l 0 , Calculate vehicle queue length;
Second computing module: if the position got congestion is positioned at the upstream of described check point, the distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j - l 0 , Calculate vehicle queue length;
Wherein, t is that described check point detects that vehicle when not being moved or any time after vehicle passing detection point do not detected, N within the road cycle 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be generally taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1; N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
Described check point in described secondary acquisition module is detecting that the vehicle on described road does not readvance within the current cycle, is specially:
When described check point detects that the vehicle in dead ahead is not moved within the road cycle in the given time or vehicle passing detection point do not detected.
Technique scheme of the present invention has the following advantages compared to existing technology:
1. method and system for vehicle queue length measuring and calculating, by setting up urban road combination traffic flow model, are divided into steady flow and mix flow by information of vehicle flowrate, can accurate simulation reality information of vehicle flowrate.By carrying out the collection of digitizing figure to road, the pixel in the original map of digitizing figure can be made as the coordinate of road, setting sampling time interval, carry out the rate of leaving away of vehicle on road described in sample detecting at set intervals, when detecting that the vehicle on described road does not readvance within the road cycle, the digitizing graphical information of described road is again gathered in described sampling location, identify in described digital figure information with different pixels point in described original map, obtain the start position blocking up and occur, according to the distance of the check point described in start point distance that gets congestion, and detect that the moment that vehicle does not readvance within the current cycle can calculate real-time vehicle queue length by vehicle queue length computing formula.
2. the method and system of a vehicle queue length measuring and calculating, the digitizing graphical information again got and described original map are compared, by the pixel that comparison two width figure is different, identifiable design is because getting congestion, the change produced in digitizing figure, thus determine the accurate location that gets congestion.
3. method and system for vehicle queue length measuring and calculating, according to the position judging to get congestion, by vehicle queue length measure formula, can calculating after getting congestion at an arbitrary position, causing the length of vehicle queue because blocking up.
4. method and system for vehicle queue length measuring and calculating, check point can detect the situation that vehicle is not moved within the road cycle in the given time, thus judges road gets congestion.
Accompanying drawing explanation
In order to make content of the present invention be more likely to be clearly understood, below according to a particular embodiment of the invention and by reference to the accompanying drawings, the present invention is further detailed explanation, wherein
Fig. 1 is the process flow diagram of the method for a kind of vehicle queue length measuring and calculating of one embodiment of the invention;
Fig. 2 is the schematic diagram of a kind of situation that gets congestion of method of a kind of vehicle queue length measuring and calculating of one embodiment of the invention;
Fig. 3 is the structured flowchart of the system of a kind of vehicle queue length measuring and calculating of one embodiment of the invention.
In figure, Reference numeral is expressed as: module is set up in 1-traffic flow; 2-sampling module; 3-detection module; 4-secondary acquisition module; 5-comparing module; 6-computing module.
Embodiment
Embodiment 1
As shown in Figure 1, as one embodiment of the present of invention, a kind of method of vehicle queue length measuring and calculating, comprises the following steps:
S1: describe by setting up urban road combination traffic flow model the arrival feature that road gets on the bus, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Further comprising the steps:
S11: described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
&lambda; &OverBar; = g 1 c 1 ( &lambda; 1 - &lambda; 2 ) + &lambda; 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle.As a kind of specific implementation, the described steady flow in the present embodiment and discrete flow record by the multiple radar detedtors being arranged on crossing, upstream.
S2: to choose in road a certain position as sampling location, gather the digitizing figure of road when travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates.As a kind of specific implementation, by camera acquisition digitized image in the present embodiment.
S3: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road.As a kind of specific implementation, to be left away rate by the collection of radar data acquisition device in the present embodiment.
S4: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing graphical information of described road again in described sampling location.
S5: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point.
S6: according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, calculate real-time vehicle queue length by vehicle queue length measure formula.
A method for vehicle queue length measuring and calculating, by setting up urban road combination traffic flow model, is divided into steady flow and mix flow by information of vehicle flowrate, can accurate simulation reality information of vehicle flowrate.By carrying out the collection of digitizing figure to road, the pixel in the original map of digitizing figure can be made as the coordinate of road, setting sampling time interval, carry out the rate of leaving away of vehicle on road described in sample detecting at set intervals, when detecting that the vehicle on described road does not readvance within the road cycle, the digitizing graphical information of described road is again gathered in described sampling location, identify in described digital figure information with different pixels point in described original map, obtain the start position blocking up and occur, according to the distance of the check point described in start point distance that gets congestion, and detect that the moment that vehicle does not readvance within the current cycle can calculate real-time vehicle queue length by vehicle queue length computing formula.
Embodiment 2
As one embodiment of the present of invention, on the basis of above-described embodiment 1, the digitizing figure will again got in described step S5, be specially from the digitizing figure of described original map this step of comparing: the pixel that comparison two width figure is different, to identify from downstream to upstream first different pixel, be the position got congestion.
A kind of method of vehicle queue length measuring and calculating, the digitizing graphical information again got and described original map are compared, by the pixel that comparison two width figure is different, identifiable design is because getting congestion, the change produced in digitizing figure, thus determine the accurate location that gets congestion.
Embodiment 3
As one embodiment of the present of invention, on the basis of above-described embodiment 1 or 2, in described step S6, specifically comprise the following steps:
S61: judge that the position got congestion is positioned at upstream or the downstream of described check point; As shown in Figure 2, the position got congestion is positioned at the downstream of described check point.
S62: if the position got congestion is positioned at the downstream of described check point, and vehicle heading is from upstream toward downstream; The distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j + l 0 , Calculate vehicle queue length.
S63: if the position got congestion is positioned at the upstream of described check point, the distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j - l 0 , Calculate vehicle queue length;
Wherein, t is that described check point detects that vehicle when not being moved or do not detect that vehicle is by any time after described check point, N within the road cycle 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be generally taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1; N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
A method for vehicle queue length measuring and calculating, by above-mentioned steps, according to the position judging to get congestion, by vehicle queue length measure formula, can calculating after getting congestion at an arbitrary position, causing the length of vehicle queue because blocking up.
Embodiment 4
As one embodiment of the present of invention, on the basis of above-mentioned 1-3 any embodiment, check point described in described step S4 is detecting that the vehicle on described road does not readvance within the current cycle, and this step is specially: when described check point detects that the vehicle in dead ahead is not moved within the road cycle within the schedule time (choose in the present embodiment in the current cycle first 20 seconds as the schedule time) or vehicle passing detection point do not detected.Also can choose the time of other numerical value as required as the schedule time, realize object of the present invention equally.
A method for vehicle queue length measuring and calculating, check point can detect the situation that vehicle is not moved within the road cycle in the given time, thus judges road gets congestion.
Embodiment 5
As shown in Figure 3, as one embodiment of the present of invention, a kind of system of vehicle queue length measuring and calculating, comprises with lower module:
Module 1 is set up in traffic flow: for setting up the arrival feature that urban road combination traffic flow model to be got on the bus to describe road, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Comprise further:
Arrival rate computing module, for described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
&lambda; &OverBar; = g 1 c 1 ( &lambda; 1 - &lambda; 2 ) + &lambda; 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle.As a kind of specific implementation, the described steady flow in the present embodiment and discrete flow record by the multiple radar detedtors being arranged on crossing, upstream.
Sampling module 2: to choose in road a certain position as sampling location, gather the digitizing figure of road during travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates.As a kind of specific implementation, by digitizing figure described in camera acquisition in the present embodiment.
Detection module 3: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road.As a kind of specific implementation, rate of leaving away described in being obtained by radar detedtor in the present embodiment.
Secondary acquisition module 4: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing figure of described road again in described sampling location.
Comparing module 5: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point.
Computing module 6: according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, calculate real-time vehicle queue length by vehicle queue length measure formula.
A system for vehicle queue length measuring and calculating, as a kind of specific implementation, can install within a processor and run by processor is unified.By setting up urban road combination traffic flow model, information of vehicle flowrate is divided into steady flow and mix flow, can accurate simulation reality information of vehicle flowrate.By carrying out the collection of digitizing figure to road, the pixel in the original map of digitizing figure can be made as the coordinate of road, setting sampling time interval, carry out the rate of leaving away of vehicle on road described in sample detecting at set intervals, when detecting that the vehicle on described road does not readvance within the road cycle, the digitizing graphical information of described road is again gathered in described sampling location, identify in described digital figure information with different pixels point in described original map, obtain the start position blocking up and occur, according to the distance of the check point described in start point distance that gets congestion, and detect that the moment that vehicle does not readvance within the current cycle can calculate real-time vehicle queue length by vehicle queue length computing formula.
Embodiment 6
As one embodiment of the present of invention, on the basis of above-described embodiment 5, the digitizing figure again got in described comparing module 5, compare with described original map, be specially:
After colliding, again obtain the digitizing figure of a road (digitizing figure is in units of pixel in same place, pixel can treat as coordinate simultaneously), compare with the digitizing figure of described original map, the pixel that comparison two width figure is different, to identify from downstream to upstream first different pixel, be the position got congestion.
A kind of system of vehicle queue length measuring and calculating, the digitizing graphical information again got and described original map are compared, by the pixel that comparison two width figure is different, identifiable design is because getting congestion, the change produced in digitizing figure, thus determine the accurate location that gets congestion.
Embodiment 7
As one embodiment of the present of invention, on the basis of above-described embodiment 5 or 6, in described computing module 6, specifically comprise with lower module:
Position judging module: judge that the position got congestion is positioned at upstream or the downstream of described check point;
First computing module: if the position got congestion is positioned at the downstream of described check point, and vehicle heading is from upstream toward downstream; The distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j + l 0 , Calculate vehicle queue length;
Second computing module: if the position got congestion is positioned at the upstream of described check point, and vehicle heading is from upstream toward downstream; The distance of the position got congestion and described check point is l 0, and described check point detects the moment t that vehicle does not readvance within the current cycle s, then by vehicle queue length measure formula:
L ( t ) = ( N 1 + [ t - t s c 1 ] &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta;t ) / k j - l 0 , Calculate vehicle queue length;
Wherein, t is that described check point detects that vehicle when not being moved or any time after vehicle passing detection point do not detected, N within the road cycle 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be generally taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1; N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
A system for vehicle queue length measuring and calculating, by above-mentioned module, according to the position judging to get congestion, by vehicle queue length measure formula, can calculating after getting congestion at an arbitrary position, causing the length of vehicle queue because blocking up.
Embodiment 8
As one embodiment of the present of invention, on the basis of above-mentioned 5-7 any embodiment, described check point is detecting that the vehicle on described road does not readvance within the current cycle, is specially:
When described check point detects that the vehicle in dead ahead is not moved within the road cycle in (choose in the present embodiment in the current cycle first 20 seconds as the schedule time) in the given time or vehicle passing detection point do not detected.Also can choose the time of other numerical value as required as the schedule time, realize object of the present invention equally.
A system for vehicle queue length measuring and calculating, check point can detect the situation that vehicle is not moved within the road cycle in the given time, thus judges road gets congestion.
Obviously, above-described embodiment is only for clearly example being described, and the restriction not to embodiment.For those of ordinary skill in the field, can also make other changes in different forms on the basis of the above description.Here exhaustive without the need to also giving all embodiments.And thus the apparent change of extending out or variation be still among the protection domain of the invention.

Claims (6)

1. a method for vehicle queue length measuring and calculating, is characterized in that, comprise the following steps:
S1: describe by setting up urban road combination traffic flow model the arrival feature that road gets on the bus, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Further comprising the steps:
S11: described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
&lambda; &OverBar; = g 1 c 1 ( &lambda; 1 - &lambda; 2 ) + &lambda; 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle;
S2: to choose in road a certain position as sampling location, gather the digitizing figure of road when travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates;
S3: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road;
S4: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing graphical information of described road again in described sampling location;
S5: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point;
S6: if the position got congestion is positioned at the downstream of described check point, according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, by vehicle queue length measure formula L ( t ) = ( N 1 + &lsqb; t - t s c 1 &rsqb; &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta; t ) / k j + l 0 Calculate real-time vehicle queue length; If the position got congestion is positioned at the upstream of described check point, according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, by vehicle queue length measure formula L ( t ) = ( N 1 + &lsqb; t - t s c 1 &rsqb; &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta; t ) / k j - l 0 Calculate real-time vehicle queue length, wherein, t is that described check point is when detecting that vehicle is not moved within the road cycle or do not detect that vehicle is by any time after described check point, N 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1;
N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
2. the method for a kind of vehicle queue length measuring and calculating according to claim 1, it is characterized in that, the digitizing figure will again got in described step S5, be specially from the digitizing figure of described original map this step of comparing: the pixel that comparison two width figure is different, to identify from downstream to upstream first different pixel, be the position got congestion.
3. the method for a kind of vehicle queue length measuring and calculating according to claim 1 and 2, it is characterized in that, check point described in described step S4 is detecting that the vehicle on described road does not readvance within the current cycle, and this step is specially:
When described check point detects that the vehicle in dead ahead is not moved within the road cycle in the given time or vehicle passing detection point do not detected.
4. a system for vehicle queue length measuring and calculating, is characterized in that, comprise with lower module:
Module is set up in traffic flow: for setting up the arrival feature that urban road combination traffic flow model to be got on the bus to describe road, calculate the arrival rate of vehicle on described road, described arrival rate is the vehicle number entering described road in the unit time; Comprise further:
Arrival rate computing module, for described combination traffic flow is divided into steady flow and discrete flow, the vehicle that sails into continuously that described steady flow is let pass by crossing, upstream Through Lane is formed, discrete flow is made up of the vehicle that turn left in crossing, upstream and right-turn lane sails into, the time being started by crossing, upstream Through Lane to let pass is set to Period Start Time, and on described road, the arrival rate of vehicle is:
&lambda; &OverBar; = g 1 c 1 ( &lambda; 1 - &lambda; 2 ) + &lambda; 2
Wherein, λ 1for the arrival rate of steady flow, λ 2for the arrival rate of discrete flow, g 1for the duration that crossing, upstream Through Lane is let pass, c 1for combination the traffic flow cycle, and combination the traffic flow cycle equal the upstream crossing signals cycle;
Sampling module: to choose in road a certain position as sampling location, gather the digitizing figure of road during travelling without vehicle between upstream and downstream two crossings, using the digitizing figure that the gets original map as described road, the reference position in the corresponding road downstream of starting pixels point of described digitizing figure, the end position of the corresponding road upstream of the pixel that described digitizing figure terminates;
Detection module: select optional position as check point on described road, detects the rate of leaving away of vehicle on described road every sampling interval Δ t, described in the rate of leaving away be in the unit time, leave the vehicle number of described road;
Secondary acquisition module: described check point, when detecting that the vehicle on described road does not readvance within the current cycle, gathers the digitizing figure of described road again in described sampling location;
Comparing module: by the digitizing figure again got, compare with described original map, the difference of comparison two width digitizing figure, the start point distance that obtaining blocks up occurs is from the distance l of check point 0, and the position occurred that judges to block up is positioned at upstream or the downstream of described check point;
Computing module: if the position got congestion is positioned at the downstream of described check point, according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, by vehicle queue length measure formula L ( t ) = ( N 1 + &lsqb; t - t s c 1 &rsqb; &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta; t ) / k j + l 0 Calculate real-time vehicle queue length; If the position got congestion is positioned at the upstream of described check point, according to described distance l 0, and the position got congestion, and described check point detects the moment t that vehicle does not readvance within the current cycle s, by vehicle queue length measure formula L ( t ) = ( N 1 + &lsqb; t - t s c 1 &rsqb; &lambda; &OverBar; c 1 + N 2 - &Sigma; i = 1 n q i &Delta; t ) / k j - l 0 Calculate real-time vehicle queue length, wherein, t is that described check point is when detecting that vehicle is not moved within the road cycle or do not detect that vehicle is by any time after described check point, N 1and N 2be respectively combination traffic flow place Δ c excess time in cycle when vehicle arrives 1traffic flow place Δ c excess time in cycle is combined at the end of the vehicle number of interior arrival and diffusion of blocking up 2the vehicle number of interior arrival; q ibe the vehicle departing rate detected in i-th sampling time interval, i is the sequence number in the time interval that described check point is detected, and n is the number of times be detected to described check point during any time t; k jfor section jam density, be taken as 100-150 car/kilometer;
N 1: as Δ c 1> c 1-g 1time, N 11(Δ c 1-c 1+ g 1)+λ 2(c 1-g 1), wherein λ 1(Δ c 1-c 1+ g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1the interior vehicle number arrived with steady flow form, λ 2(c 1-g 1) for combining traffic flow place Δ c excess time in cycle when vehicle arrives 1within discrete flow form arrive vehicle number; As Δ c 1< c 1-g 1time, N 12c 1, now, combination traffic flow place Δ c excess time in cycle when vehicle arrives 1inside only comprise discrete flow, and the vehicle number arrived is λ 2Δ c 1;
N 2: as Δ c 2< g 1time, N 21Δ c 2, now, at the end of diffusion of blocking up, combine traffic flow place Δ c excess time in cycle 2inside only comprise steady flow, and the vehicle number arrived is λ 1Δ c 2; As Δ c 2> g 1time, N 21g 1+ λ 2(Δ c 2-g 1), wherein, λ 1g 1for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with steady flow form, λ 2(Δ c 2-g 1) for combining traffic flow place Δ c excess time in cycle at the end of diffusion of blocking up 2the interior vehicle number arrived with discrete flow form.
5. the system of a kind of vehicle queue length measuring and calculating according to claim 4, is characterized in that the digitizing figure will again got in described comparing module is compared with described original map, is specially:
By the digitizing figure again got, compare with the digitizing figure of described original map, the pixel that main comparison two width figure is different, identifies from downstream to first of upstream different pixel, is the position got congestion.
6. the system of a kind of vehicle queue length measuring and calculating according to claim 4 or 5, it is characterized in that, the described check point in described secondary acquisition module is detecting that the vehicle on described road does not readvance within the current cycle, is specially:
When described check point detects that the vehicle in dead ahead is not moved within the road cycle in the given time or vehicle passing detection point do not detected.
CN201410161695.1A 2014-04-21 2014-04-21 A kind of method and system of vehicle queue length measuring and calculating Expired - Fee Related CN103985251B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201410161695.1A CN103985251B (en) 2014-04-21 2014-04-21 A kind of method and system of vehicle queue length measuring and calculating

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201410161695.1A CN103985251B (en) 2014-04-21 2014-04-21 A kind of method and system of vehicle queue length measuring and calculating

Publications (2)

Publication Number Publication Date
CN103985251A CN103985251A (en) 2014-08-13
CN103985251B true CN103985251B (en) 2016-03-02

Family

ID=51277203

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201410161695.1A Expired - Fee Related CN103985251B (en) 2014-04-21 2014-04-21 A kind of method and system of vehicle queue length measuring and calculating

Country Status (1)

Country Link
CN (1) CN103985251B (en)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104318770B (en) * 2014-11-02 2017-02-01 上海云砥信息科技有限公司 Method for detecting traffic jam state of expressway in real time based on mobile phone data
CN105679024B (en) * 2016-02-19 2018-06-22 上海果路交通科技有限公司 A kind of intersection queue length computational methods
CN106340182B (en) * 2016-09-05 2019-01-08 东南大学 The clearance control method and system of a kind of large-scale activity place vehicle
CN106571029B (en) * 2016-10-18 2019-05-24 青岛海信网络科技股份有限公司 A kind of method and apparatus of vehicle queue length detection
CN107464427B (en) * 2017-07-17 2019-09-10 东南大学 A kind of queuing vehicle length detecting systems and method
CN108053649A (en) * 2017-12-14 2018-05-18 迈锐数据(北京)有限公司 A kind of vehicle queue length detecting system, method and apparatus
CN108765981B (en) * 2018-06-20 2021-03-02 昆明理工大学 Lane-dividing real-time queuing length prediction method
CN109163706A (en) * 2018-07-17 2019-01-08 长沙市公安局交通警察支队 Traffic accident scene diagram method for drafting and system, plotting equipment and storage medium
CN109754598B (en) * 2018-08-02 2021-01-08 银江股份有限公司 Congestion grouping identification method and system
CN111815966B (en) * 2019-04-12 2022-08-09 杭州海康威视数字技术股份有限公司 Queuing length prediction method and device, computing equipment and storage medium
CN111540201B (en) * 2020-04-23 2021-03-30 山东大学 Vehicle queuing length real-time estimation method and system based on roadside laser radar

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002183880A (en) * 2000-12-15 2002-06-28 Toyo Commun Equip Co Ltd Traffic situation providing method and device thereof
KR100459476B1 (en) * 2002-04-04 2004-12-03 엘지산전 주식회사 Apparatus and method for queue length of vehicle to measure
JP4600383B2 (en) * 2006-10-25 2010-12-15 住友電気工業株式会社 Traffic signal control analyzer
CN102034353B (en) * 2010-11-04 2013-01-30 东南大学 Method for measuring and calculating queuing length caused by traffic accidents on urban road based on fixed detectors
JP5741310B2 (en) * 2011-08-10 2015-07-01 富士通株式会社 Train length measuring device, train length measuring method, and train length measuring computer program
CN102768804B (en) * 2012-07-30 2014-03-26 江苏物联网研究发展中心 Video-based traffic information acquisition method
CN102867414B (en) * 2012-08-18 2014-12-10 湖南大学 Vehicle queue length measurement method based on PTZ (Pan/Tilt/Zoom) camera fast calibration
CN103366568B (en) * 2013-06-26 2015-10-07 东南大学 Traffic section vehicle queue's video detecting method and system

Also Published As

Publication number Publication date
CN103985251A (en) 2014-08-13

Similar Documents

Publication Publication Date Title
CN103985251B (en) A kind of method and system of vehicle queue length measuring and calculating
CN103985261B (en) Based on method for controlling traffic signal lights and the system of vehicle queue length measuring and calculating
CN103680157B (en) A kind of vehicle queue&#39;s overflow pre-judging method towards city bottleneck road
CN103871258B (en) A kind of signal control method of crossing anti-locking
CN106530694A (en) Traffic congestion prediction method and system based on traffic congestion propagation model
CN102034353B (en) Method for measuring and calculating queuing length caused by traffic accidents on urban road based on fixed detectors
CN103903465B (en) A kind of congestion in road reason real-time release method and system
CN103903444B (en) A kind of instant discovery through street blocks up and causes the method and system of point
CN103927868A (en) Method and system for finding out reasons for local traffic congestion
CN105679024A (en) Road intersection queuing length calculation method
CN104282161A (en) Signalized intersection dilemma region control method based on real-time vehicle track
CN104751642A (en) Real-time estimating method for high-grade road traffic flow running risks
CN101510355A (en) Method for determining traffic lane length of crossing inlet road for forbidding lane exchange
Chen et al. Investigation of saturation flow on shared right-turn lane at signalized intersections
CN105405301A (en) Right-turn signal induction control method for eliminating straight-right-turn convergence conflict
CN104750963A (en) Intersection delay time estimation method and device
CN104408914A (en) Signal intersection single vehicle stopping delay time estimating method and system based on GPS data
CN104851321A (en) Vehicle safety monitoring method and system, and electronic equipment
CN104952250B (en) Traffic organization method under traffic event condition on basis of traffic scene radar
Hans et al. Clustering approach for assessing the travel time variability of arterials
CN103985265A (en) Bus priority control method and system for avoiding bus clustering
CN103956052A (en) Detecting method and system for road conditions
CN106128128B (en) The traffic signal control method of adaptive intersection traffic stream random fluctuation
Li et al. An algorithm for e-bike equivalents at signalized intersections based on traffic conflict events number
US20130289864A1 (en) Identifying impact of a traffic incident on a road network

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20160302

Termination date: 20170421