CN110033627A - A kind of Control Speed Limitation on Freeway method based on time stability - Google Patents

A kind of Control Speed Limitation on Freeway method based on time stability Download PDF

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CN110033627A
CN110033627A CN201910444052.0A CN201910444052A CN110033627A CN 110033627 A CN110033627 A CN 110033627A CN 201910444052 A CN201910444052 A CN 201910444052A CN 110033627 A CN110033627 A CN 110033627A
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CN110033627B (en
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李烨
黄合来
唐进君
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Central South University
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    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions

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Abstract

The Control Speed Limitation on Freeway method based on time stability that the invention discloses a kind of, this method by highway trackside advices plate, section detector, control centre three's Collaborative Control, Control for Speed Limitation is carried out using time stability constraint condition, to improve the safety of highway dynamic Control for Speed Limitation, road traffic accident rate is reduced.The present invention including the following steps: detection acquisition traffic information determines the alternative speed limit value of each position, selects optimal spatial speed limit function based on time stability, determine final speed limit value.The method of the present invention design is simple, is easy to calculate;It is constrained by time stability, the defect of existing highway dynamic Control for Speed Limitation can be overcome, reduced the time unstability of Control for Speed Limitation, effectively improve the traffic safety of highway.

Description

A kind of Control Speed Limitation on Freeway method based on time stability
Technical field
The invention belongs to intelligent traffic administration system and control technology field more particularly to a kind of high speeds based on time stability Road speed limit control method.
Background technique
In recent years, with the rapid development of our country's economy, the living standard of the people increasingly improves, vehicle guaranteeding organic quantity also day Benefit increases.It is shown according to Ministry of Public Security's related data, ended for the end of the year 2018, China's vehicle guaranteeding organic quantity reaches 3.25 hundred million, and still So keep the situation of rapid growth.The motor vehicle of sharp increase brings a series of societies such as serious traffic congestion, exhaust emissions and asks Topic, while also resulting in very big security implication.According to national statistics office data, national traffic accident in 2016 occurs number and reaches 212846, traffic accident number of injured people amounts to 226430 people, and toll on traffic amounts to 63093 people.In numerous friendships In interpreter's event, the highway feature fast due to running velocity occupies very big accident ratio.How to highway Effective speed limit is carried out so as to improve traffic safety, it appears most important.
The method that existing research passes through dynamic Control for Speed Limitation, to realize the dynamic tune to vehicle on expressway speed It is whole, to reduce accident risk, improve traffic safety.However, there are apparent defects for existing control method.Existing dynamic speed limit In control process, it is excessive to only considered upstream and downstream section speed limit value otherness, in the process of running suddenly so as to cause vehicle The behavior of deceleration, but lack to Control for Speed Limitation time stability the considerations of.Control for Speed Limitation is a multicycle process, adjacent two A time cycle is excessive with the variation of a road section Control for Speed Limitation, equally also results in the velocity jump in vehicle operation, thus Serious security risk is caused, has research of the Control for Speed Limitation shortage in terms of time stability.
Summary of the invention
The application aims to solve at least one of the technical problems existing in the prior art.For this purpose, an object of the present invention It is to provide a kind of Control Speed Limitation on Freeway method based on time stability, passes through control centre-trackside advices plate-section Close linking between this three of detector overcomes existing controlling party by time stability Constraint fusion in Control for Speed Limitation process Method there are the problem of.
In order to solve the above technical problems, the application adopts the following technical scheme that
A kind of Control Speed Limitation on Freeway method based on time stability, includes the following steps:
S1: highway is segmented, and it is i=1,2 ..., I that each section, which is sequentially numbered, and trackside advices plate is arranged in each section With section detector, detector acquires traffic data information, and is sent to control centre;
S2: Control for Speed Limitation total duration is divided into T period, t is period serial number, t=1,2 ..., T, the t=1 week Phase, control centre calculate the speed limit value V at the i of sectioni(1), and it is published on trackside advices plate;
S3: in t=2,3 ..., T period, control centre calculates the speed limit value V at the section i=1 of first, downstream1 (t), and it is published on trackside advices plate;
S4: in t=2,3 ..., T period calculates jth kind to other sections i in addition to the section of first, downstream Space speed limit function calculates resulting alternative speed limit value Mi,j(t):
Wherein, fjFor jth kind space speed limit function, j=1,2 ..., J, J=5, M in speed limit function seti-1,jIt (t) is the Alternative speed limit value at the t period downstream position i-1 adjacent with section i;
Five kinds of space speed limit functions are respectively as follows:
f1[x]=x+10;
f2[x]=x+15;
Wherein, x is space speed limit function input value, and a is road-section average deceleration parameters, LiFor the length of section i;
S5: in t=2,3 ..., T period is selected according to the alternative speed limit value in step S4 based on time stability Optimal spatial speed limit function ft:
Wherein: ViIt (t-1) is the final speed limit value in the t-1 period of section i, Δ V is time stability constrained parameters, Value carries out analysis acquisition according to highway casualty data over the years;
Above-mentioned optimization problem is solved, obtaining the corresponding optimal spatial speed limit function of optimal solution j* is ft, i.e. ft=fj*
S6: in t=2,3 ..., T period calculates t-th of period according to the optimal spatial speed limit function in step S5 The final speed limit value V of other sections i in addition to the section of first, downstreami(t), and it is published on trackside advices plate;
Vi(t)=ft[Vi-1(t)], i=2,3 ..., I
Wherein Vi-1It (t) is the final speed limit value at t-th of period downstream position i-1 adjacent with section i;
S7: judging whether to meet t=T, if t=T, terminates speed limit;Otherwise, t=t+1 is transferred to step S3.
Further, in step S2, the t=1 period, at first, the downstream section i=1 that control centre calculates Speed limit value V1(1) it is equal to the section detector and acquires the resulting road average-speed value, other section speed limit values is Vi(1)= f1[Vi-1(1)], i=2,3 ..., I, f1For the first space speed limit function.
Further, in step S3, in t=2,3 ..., T period, first, the downstream section i that control centre calculates Speed limit value V at=11(t) it is equal to the section detector and acquires the resulting road average-speed value.
Further, in step S5, time stability constrained parameters Δ V value is 5km/h.
Further, a value range is (1202-1152)/(2Li)≤a≤(1202-602)/(2Li)
Further, each road section length is 1km-5km.
Compared with prior art, the device have the advantages that being:
The method of the present invention design is simple, is easy to calculate, for present in existing highway dynamic Control for Speed Limitation research Time instability problem passes through control centre-trackside advices plate-by time stability Constraint fusion in Control for Speed Limitation process Close linking between this three of section detector can be good at realizing Control for Speed Limitation, be constrained by time stability, can The defect for overcoming existing highway dynamic Control for Speed Limitation reduces the time unstability of Control for Speed Limitation, and it is public to effectively improve high speed The traffic safety on road.
Control Speed Limitation on Freeway method based on time stability is to the traffic safety situation for improving China's highway It is worth with very important engineering application.
Running velocity can be effectively reduced in the present invention, while improving traffic safety, solve the Control for Speed Limitation time Unstable problem, therefore there is very strong application prospect.
Detailed description of the invention
Fig. 1 is overall control flow figure of the invention;
Fig. 2 is Control Speed Limitation on Freeway schematic diagram;
Wherein: 1- control centre, 2- trackside advices plate, the section 3- detector.
Specific embodiment
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other Embodiment shall fall within the protection scope of the present invention.
Referring to Fig. 1, the Control Speed Limitation on Freeway method proposed by the present invention based on time stability, by section detector 3 acquisition traffic datas are simultaneously transmitted to control centre 1, and control centre 1 calculates alternative speed limit value, are selected based on time stability optimal Space speed limit function, determines final speed limit value, and is published on trackside advices plate 2, specific steps are as follows:
S1: highway is segmented, and each section number is i=1,2 ..., I, and trackside advices plate and road is arranged in each section Section detector, detector acquire traffic data information, are sent to control centre, section gap is generally 1km, 2km or 5km;
S2: Control for Speed Limitation total duration is divided into T period, t is period serial number, t=1,2 ..., T.The t=1 week Phase, control centre calculate the speed limit value V at the i of sectioni(1), and it is published on trackside advices plate;
S3: in t=2,3 ..., T period, control centre calculates the speed limit value V at the section i=1 of first, downstream1 (t), and it is published on trackside advices plate, a cycle is generally 30s or 1min;
S4: in t=2,3 ..., T period calculates jth kind to other sections i in addition to the section of first, downstream Space speed limit function calculates resulting alternative speed limit value Mi,j(t):
Wherein fjFor jth kind space speed limit function, j=1,2 ..., J, J=5, M in speed limit function seti-1,jIt (t) is t Alternative speed limit value at the downstream position i-1 adjacent with section i of a period;
Five kinds of space speed limit functions are respectively as follows:
f1[x]=x+10,
f2[x]=x+15,
Wherein, x is space speed limit function input value (alternative speed limit value), and a is road-section average deceleration parameters, LiFor section i Length.
S5: in t=2,3 ..., T period is selected according to the alternative speed limit value in step S4 based on time stability Optimal spatial speed limit function ft:
Wherein: ViIt (t-1) is the final speed limit value in the t-1 period of section i, Δ V is time stability constrained parameters;
Above-mentioned optimization problem is solved, obtaining the corresponding optimal spatial speed limit function of optimal solution j* is ft, i.e. ft=fj*
S6: in t=2,3 ..., T period calculates t-th of period according to the optimal spatial speed limit function in step S5 The final speed limit value V of other sections i in addition to the section of first, downstreami(t), and it is published on drive test advices plate,
Vi(t)=ft[Vi-1(t)], i=2,3 ..., I
Wherein Vi-1It (t) is the final speed limit value at t-th of period downstream position i-1 adjacent with section i;
S6: judging whether to meet t=T, if t=T, terminates speed limit;Otherwise, t=t+1 is transferred to step S3.
Speed limit value V in step S2, the t=1 period, at first, the downstream section i=1 of control centre's calculating1 (1) it is equal to the section detector and acquires the resulting road average-speed value, other section speed limit values is Vi(1)=f1[Vi-1 (1)], i=2,3 ..., I, f1For the first space speed limit function.
In step S3, in t=2,3 ..., T period, the limit at the section i=1 of first, downstream that control centre calculates Fast value V1(t) it is equal to the section detector and acquires the resulting road average-speed value.
In step S5, the value of time stability constrained parameters Δ V is analyzed according to highway casualty data over the years It obtains.
Below with reference to specific embodiment, the present invention is further illustrated.
Embodiment
Fig. 2 show the highway of a unidirectional three lanes (two-way six-lane), figure label meaning are as follows: in 1- control The heart, 2- trackside advices plate, the section 3- detector.The highway is controlled using the present invention.
Step 1, highway is segmented, totally 3 sections, each section number is i=1,2 ..., I, I=3, in each section Trackside advices plate and section detector are set, and detector acquires traffic data information, is sent to control centre, road section length LiAll For 1km.
Step 2, Control for Speed Limitation total duration is divided into T period, t is period serial number, t=1,2 ..., T, T=3.In t =1 period, control centre calculate the speed limit value V at downstream road section ii(1), and it is published on trackside advices plate;Control centre's meter Speed limit value V at first, the downstream section i=1 of calculation1(1) it is equal to the section detector and acquires the resulting road average-speed Value, it is assumed that be 40km/h;Other section speed limit values are Vi(1)=f1[Vi-1(1)], i=2,3, f1For the first space speed limit letter Number f1[x]=x+10, then:
V2(1)=f1[V1(1)]=40+10=50km/h
V3(1)=f1[V2(1)]=50+10=60km/h
Step 3, the 2nd period, control centre calculates the speed limit value V at the section i=1 of first, downstream1(2), concurrently It is distributed in trackside advices plate;V1(2) it is equal to the section detector and acquires the resulting road average-speed value, it is assumed that is 30km/h.
Step 4, jth kind space speed limit is calculated to other sections i in addition to the section of first, downstream the 2nd period Function calculates resulting alternative speed limit value Mi,j(t), it is assumed that j=1,2 ..., J, J=5,
Consider that the average speed in two neighboring section decelerates to 115km/h, 60km/h (highway from 120km/h respectively Minimum operation speed), a value range is (1202-1152)/(2Li)≤a≤(1202-602)/(2Li), work as LiWhen equal to 1km, The value for calculating available a is 587.5-5400km/h2.In the present embodiment, a takes 1000km/h2, LiFor the length of section i 1km。
M2,1(2)=f1[V1(2)]=30+10=40km/h
M3,1(2)=f1[M2,1(2)]=40+10=50km/h
M2,2(2)=f2[V1(2)]=30+15=45km/h
M3,2(2)=f2[M2,2(2)]=45+15=60km/h
Step 5, according to the alternative speed limit value in step 4, optimal spatial speed limit function f is selected based on time stabilityt, Δ V is that time stability constrained parameters value is 5km/h:
a2,1(2)=1, | M2,1(2)-V2(1) |=| 40-50 | > 5
a3,1(2)=1, | M3,1(2)-V3(1) |=| 50-60 | > 5
a2,2(2)=0, | M2,2(2)-V2(1) |=| 45-50 |≤5
a3,2(2)=0, | M3,2(2)-V3(1) |=| 60-60 |≤5
a2,3(2)=0, | M2,3(2)-V2(1) |=| 53.85-50 |≤5
a3,3(2)=1, | M3,3(2)-V3(1) |=| 70-60 | > 5
a2,4(2)=1, | M2,4(2)-V2(1) |=| 58.85-50 | > 5
a3,4(2)=1, | M3,4(2)-V3(1) |=| 78.91-60 | > 5
a2,5(2)=1, | M2,5(2)-V2(1) |=| 88.85-50 | > 5
a3,5(2)=1, | M3,5(2)-V3(1) |=| 134.47-60 | > 5
When j=1,
When j=2,
When j=3,
When j=4,
When j=5,Therefore, optimal solution j*=2 is acquired, i.e., ft=f2
Step 6, according to the optimal spatial speed limit function f in step 52, calculate the 2nd period except first, downstream section with The final speed limit value V of outer other sections ii(2), and it is published on drive test advices plate;
V2(2)=f2[V1(2)]=45km/h
V3(2)=f2[V2(2)]=60km/h
Step 7, judge whether to meet t=T, 2 ≠ 3, then t=t+1=3, is transferred to step 3);
Into period t=3, repeats step 3 to step 7 and carry out speed limit calculating, when meeting t=T, terminate speed limit.
Above-described embodiment is only to clearly demonstrate examples made by the present invention, rather than the restriction to embodiment.For For those of ordinary skill in the art, other various forms of variations or change can also be made on the basis of the above description It is dynamic.Here without can not be also exhaustive to all embodiments.And the obvious variation or change thus amplified out It is dynamic to be still in the protection scope of this invention.

Claims (5)

1. a kind of Control Speed Limitation on Freeway method based on time stability, which comprises the steps of:
S1: highway is segmented, and it is i=1,2 ..., I that each section, which is sequentially numbered, and trackside advices plate and road is arranged in each section Section detector, detector acquires traffic data information, and is sent to control centre;
S2: Control for Speed Limitation total duration is divided into T period, t is period serial number, and t=1,2 ..., T are controlled the t=1 period Speed limit value V at center calculation section i processedi(1), and it is published on trackside advices plate;
S3: in t=2,3 ..., T period, control centre calculates the speed limit value V at the section i=1 of first, downstream1(t), and It is published on trackside advices plate;
S4: in t=2,3 ..., T period calculates jth kind space to other sections i in addition to the section of first, downstream Speed limit function calculates resulting alternative speed limit value Mi,j(t):
Wherein, fjFor jth kind space speed limit function, j=1,2 ..., J, J=5, M in speed limit function seti-1,j(t) it is t-th Alternative speed limit value at the period downstream position i-1 adjacent with section i;
Five kinds of space speed limit functions are respectively as follows:
f1[x]=x+10;
f2[x]=x+15;
Wherein, x is space speed limit function input value, and a is road-section average deceleration parameters, and value range is (1202-1152)/ (2Li)≤a≤(1202-602)/(2Li), LiFor the length of section i;
S5: in t=2,3 ..., T period is selected optimal according to the alternative speed limit value in step S4 based on time stability Space speed limit function ft:
Wherein: ViIt (t-1) is the final speed limit value in the t-1 period of section i, Δ V is time stability constrained parameters, value Analysis acquisition is carried out according to highway casualty data over the years;
Above-mentioned optimization problem is solved, obtaining the corresponding optimal spatial speed limit function of optimal solution j* is ft, i.e. ft=fj*
S6: in t=2,3 ..., T period, according to the optimal spatial speed limit function in step S5, t-th of period of calculating is removed down Swim the final speed limit value V of other sections i other than first sectioni(t), and it is published on trackside advices plate;
Vi(t)=ft[Vi-1(t)], i=2,3 ..., I
Wherein Vi-1It (t) is the final speed limit value at t-th of period downstream position i-1 adjacent with section i;
S7: judging whether to meet t=T, if t=T, terminates speed limit;Otherwise, t=t+1 is transferred to step S3.
2. control method according to claim 1, it is characterised in that: in step S2, the t=1 period, control centre Speed limit value V at first, the downstream section i=1 of calculating1(1) it is equal to the section detector and acquires resulting road-section average speed Angle value, other section speed limit values are Vi(1)=f1[Vi-1(1)], i=2,3 ..., I, f1For the first space speed limit function.
3. control method according to claim 1, it is characterised in that: in step S3, in t=2,3 ..., T period, The speed limit value V at the section i=1 of first, downstream that control centre calculates1(t) it is equal to the section detector and acquires the resulting road Section average speed value.
4. control method according to claim 1, it is characterised in that: in step S5, time stability constrained parameters Δ V is taken Value is 5km/h.
5. control method according to claim 1, it is characterised in that: each road section length value range is 1km-5km.
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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113096402A (en) * 2021-04-12 2021-07-09 中南大学 Dynamic speed limit control method, system, terminal and readable storage medium based on intelligent networked vehicle
CN114202932A (en) * 2021-10-20 2022-03-18 江苏高速公路信息工程有限公司 Intelligent expressway monitoring system and method
CN114299742A (en) * 2022-01-20 2022-04-08 福建工程学院 Dynamic recognition and updating recommendation method for speed limit information of expressway

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB1414990A (en) * 1972-01-28 1975-11-26 Information Identification Co Communication apparatus
JPH06295398A (en) * 1991-07-24 1994-10-21 Toshiro Miura Automobile speed management system
CN102542823A (en) * 2011-12-16 2012-07-04 东南大学 Expressway variable speed limit control method on basis of operation state of traffic flow
CN105913675A (en) * 2016-07-11 2016-08-31 东南大学 Multi-target variable speed-limiting control method for simultaneously improving traffic efficiency and improving traffic safety
CN105931459A (en) * 2016-05-13 2016-09-07 东南大学 Variable speed limit control strategy optimization method for isolated bottleneck section of expressway
CN108765982A (en) * 2018-05-04 2018-11-06 东南大学 Signalized crossing speed guiding system and bootstrap technique under bus or train route cooperative surroundings

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB1414990A (en) * 1972-01-28 1975-11-26 Information Identification Co Communication apparatus
JPH06295398A (en) * 1991-07-24 1994-10-21 Toshiro Miura Automobile speed management system
CN102542823A (en) * 2011-12-16 2012-07-04 东南大学 Expressway variable speed limit control method on basis of operation state of traffic flow
CN105931459A (en) * 2016-05-13 2016-09-07 东南大学 Variable speed limit control strategy optimization method for isolated bottleneck section of expressway
CN105913675A (en) * 2016-07-11 2016-08-31 东南大学 Multi-target variable speed-limiting control method for simultaneously improving traffic efficiency and improving traffic safety
CN108765982A (en) * 2018-05-04 2018-11-06 东南大学 Signalized crossing speed guiding system and bootstrap technique under bus or train route cooperative surroundings

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
YE LI等: "Integrated Cooperative Adaptive Cruise and", 《TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS》 *
李烨等: "自动巡航与可变限速协同控制对高速公路", 《吉林大学学报》 *

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113096402A (en) * 2021-04-12 2021-07-09 中南大学 Dynamic speed limit control method, system, terminal and readable storage medium based on intelligent networked vehicle
CN113096402B (en) * 2021-04-12 2022-03-29 中南大学 Dynamic speed limit control method, system, terminal and readable storage medium based on intelligent networked vehicle
CN114202932A (en) * 2021-10-20 2022-03-18 江苏高速公路信息工程有限公司 Intelligent expressway monitoring system and method
CN114299742A (en) * 2022-01-20 2022-04-08 福建工程学院 Dynamic recognition and updating recommendation method for speed limit information of expressway
CN114299742B (en) * 2022-01-20 2023-10-13 福建工程学院 Speed limit information dynamic identification and update recommendation method for expressway

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