CN108460981A - A kind of safety-protection system alert processing dynamic route planning system and normal state method - Google Patents

A kind of safety-protection system alert processing dynamic route planning system and normal state method Download PDF

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CN108460981A
CN108460981A CN201711392432.1A CN201711392432A CN108460981A CN 108460981 A CN108460981 A CN 108460981A CN 201711392432 A CN201711392432 A CN 201711392432A CN 108460981 A CN108460981 A CN 108460981A
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section
route
time
security protection
alert
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不公告发明人
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Dongguan Equity Exchange Center
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Dongguan Equity Exchange Center
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    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions
    • G08G1/0962Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
    • G08G1/0968Systems involving transmission of navigation instructions to the vehicle
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/26Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
    • G01C21/34Route searching; Route guidance
    • G01C21/3453Special cost functions, i.e. other than distance or default speed limit of road segments
    • G01C21/3492Special cost functions, i.e. other than distance or default speed limit of road segments employing speed data or traffic data, e.g. real-time or historical
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G06Q10/047Optimisation of routes or paths, e.g. travelling salesman problem

Abstract

The invention discloses the normal distribution models that a kind of safety-protection system alert handles dynamic route planning system and the wherein section congestion of normal state method, to specific section, determine time information, road section length s, preceding 180 days average speed, and the time takes μ=(t1+t2+t3+…+t180)/180;σ2=(t1 2 +t2 2+t3 2+…+t180 2)/180‑μ2, time X, X~N (μ, σ that note passes through section2), obtain specific the formula of probability density function;Find out t0So that P(x《t0)=0.9, t0As in c d points, the time required to the complete section of motor line.The present invention finds alert and point time shortest security protection service station and respective routes occurs, security protection vehicle can be ensured in each sections of road alert scene can be reached in the scheduled time not less than 0.9 probability, the present invention is based on the normal distribution model of each section congestion, the previous six months traffic datas of digging utilization, in the case of extreme congestion, security protection vehicle can be greatly reduced to the uncertainty of the time of fire scene, timely processing alert.

Description

A kind of safety-protection system alert processing dynamic route planning system and normal state method
Technical field
The present invention relates to the technical fields handled alert in safety-protection system, at a kind of safety-protection system alert Manage dynamic line planning system and normal state method.
Background technology
Currently, requirement of the people to alert emergency reaction speed is higher and higher, and city especially megapolis is as above Sea, the congestion of Pekinese inner city are extremely serious.Processing for alert, existing safety-protection system are some districts in city mostly Multiple security protection offices station is set in domain, when alert occurs, away from its nearest security protection work station response, alert is gone to be located in Set alert.And when the security protection of inner city office station is to alert spot, often a greater part of section is congestion, it is previous by Security protection office station is all quickly obtained by security personnel individual according to personal experience, to the pass of alert spot due to peace The experience of anti-personnel is different and judges that level of decision-making differs, therefore the treatment effeciency of alert can be by the individual factor of security personnel Substantially influence.It occur frequently that the case where fire fighting truck gets lodged in road, and the responding time greatly improves several times or even dozens of times, to the common people's The security of the lives and property causes great hidden danger.
Although also there is the method and system of some roadings recently, all it is static programming or does not consider to gather around It is stifled, simply look up alert and point nearest security protection office station occur, then find out nearest security protection office station to alert point occurs between most This shortest path is set to final security protection vehicle traffic route by short path;Even if considering congestion, also simply drawn with congestion or not Branch condition, and congestion road conditions are simplified, provide unified vehicle pass-through speed.Obviously not reasonable.
Many chance phenomena can be described with normal distribution or approximate description, when observation is enough, great Liang Sui Machine phenomenon with normal distribution come describe can it is extraordinary embody phenomenon itself pests occurrence rule, make accurate prediction.
Normal distribution(Normal distribution)Also known as Gaussian Profile(Gaussian distribution), it is one It is a in all very important probability distribution in the fields such as mathematics, physics and engineering, have great shadow at statistical many aspects Ring power.If stochastic variable X one mathematic expectaion of obedience is μ, variance σ2Gaussian Profile, be denoted as
X∼N(μ,σ2),
Its probability density function is
The desired value μ of normal distribution determines that its position, standard deviation sigma determine the amplitude of distribution.Because its curve is bell-like, because This people is often referred to as bell curve again.
Invention content
The object of the present invention is to provide a kind of safety-protection system alert processing dynamic route planning system and normal state methods, excavate It is serious mainly for congestion using previous traffic data, and security protection center is more, thus the feelings that security protection vehicle roadway is less Shape provides the different road speed of different congested links, find alert occur point the time shortest security protection service station with And respective routes, security protection vehicle can be greatly reduced to the uncertainty of the time of fire scene, can ensure that security protection vehicle exists Each sections of road in the scheduled time not less than 0.9 probability can reach alert scene, timely processing alert.
To achieve the above object, the present invention uses following technical scheme:
A kind of safety-protection system alert processing dynamic route planning normal state method, including step:Geographical location information is obtained with timely Between information, find out the be possible to transit route of security protection service station location to alert spot:Determine each transit route Section determines the time used in every a road section,Determine that time used in each route, the circuit for finding out wherein minimum value are final line Bus or train route line, corresponding security protection service station are the security protection service station for providing rescue;Specifically ,' including step:
(1)Obtain the geographical location information and temporal information of the alert spot corresponding to alarm signal;
(2)According to the geographical location information of the alert spot, the security protection service station in predeterminable area is searched for, acquisition closes on peace The geographical location information in anti-service station;
(3)According to geographical data bank and the geographical location information of alert spot and security protection service station, security protection service is found out It stands the be possible to transit route of location to alert spot:Route 1, route 2 ..., route n;
(4)Determine the section of each transit route:Determine the specific section of route 1, the specific section ... of route 2, route n's Specific section;
(5)Determine time t used in every a road sectionij:Using the normal distribution model of section congestion, calculating is possible to current road Time used in every a road section of line, tijIndicate that time used in the jth section of route i, i value ranges are 1 ..., n, j value ranges It is 1 ..., m;
(6)Determine time T used in each route1, T2..., Tn:The sum of time used in each section of each route i is calculated and is: Ti=ti1+ti2+…+tim
(7)Take T1, T2..., TnMinimum value Ta, then a routes are target route, namely it is final traffic route to choose a routes, right The security protection service station answered is the security protection service station for providing rescue.
The determination is per the method for building up of the normal distribution model of the section congestion of time used in a road section:
S01 determines time information:D points, a, b, c, d when e a month b day c, e is determined;
S02 obtains the road section length s by geographical data bank;
The motor vehicle average speed in the d points of sections, obtains one group of 180 speed when S03 obtains c during alert occurs first 180 days Data;
The time required to S04 is obtained the complete section of motor line by t=s/v;
S05 takes μ=(t1+t2+t3+…+t180)/180;σ2=(t1 2 +t2 2+t3 2+…+t180 2) /180-μ2, note by section when Between X, then:X∼N(μ,σ2),
μ, σ values are substituted into the formula of probability density function by S06;
S07 determines t, specially:T is found out by normal distribution database or normal distribution computing module0So that P(x《t0)= 0.9;t0As in c d points, the required time that the complete section of motor line is estimated.
The geographical location information can be obtained from geographical data bank, and geographical data bank includes road latitude and longitude coordinates Information, road name, link length, building latitude and longitude coordinates, building title etc., the geographical data bank is according to existing geography Information is established.
The geographical location information according to the alert spot searches for the security protection service station in predeterminable area, specifically Including:Centered on the latitude and longitude coordinates of the alert spot, the security protection service station in pre-set radius is searched for;According to searching Security protection service station, determine the corresponding latitude and longitude coordinates in the security protection service station.
The determination in each section of the transit route, the road name per a road section is single, and includes starting point, does not include Terminal, the last item section include starting and terminal point.
The initial time of the time information, subsequent section is that the initial time of preceding a road section adds the passage of preceding a road section Time.
The highway traffic data library includes:Link length, road direction, being averaged per a road section motor vehicle of each moment Speed.
180 speed datas, respectively alert occur first 1 day, 2 days first, above-mentioned c on the preceding 3rd, 4,5 ... 180 when d Divide the motor vehicle average overall travel speed v in the section1, v2..., v180
The motor vehicle average speed in the section can be obtained by the speed camera in the section described in the section Moment several vehicle running speeds, then take its average value.
A kind of safety-protection system alert processing dynamic route planning system, including safety protection command system, highway traffic data library, Geographical data bank, normal distribution computing module, normal distribution database, security protection service station;Wherein normal distribution database can be with By above-mentioned probability density function and parameter μ, σ2, Probability p provide above-mentioned t0。
Occurs for above-mentioned alert with minute the moment as minimum time of day, is to divide 21 seconds 2 pm 01 as the moment occurs for fire behavior Then it is rounded at 2 points 01 minute.
Advantages of the present invention:
The present invention is based on the normal distribution model of each section congestion, the previous 180 days traffic datas of digging utilization, specific to spy Timing is carved, and specific road section estimates the transit time in each section with statistical method according to six months previous traffic datas, And then security personnel are obtained by taken route to the time driven to alert spot, in the case of extreme congestion, single road The responding time rate of accuracy reached of section is to 90%.
The present invention especially pays attention to selecting at the time of section using the newest transit time data of the preceding a road section calculated in time Taking realizes Dynamic Programming, therefore the obtained responding time is very accurate and reliable, responding route science.
The security protection service station that this algorithm determines be by the most short determination of responding time, rather than it is previous simply with passive distance most Short leading determination ensure that the responding time is most short, improve the efficiency of entire safety-protection system.
In addition, data processing method of the present invention is simple and efficient, a customary personal computer can carry out the complete of above-mentioned algorithm Portion's calculating process, cost is extremely low, easy to spread.
Specific implementation mode
Embodiment 1:
For example safety protection command system is in September in 2017 is connected to the alert report Room 801 of Yan'an road 7 for 23 seconds 6 minutes at 5 points in afternoon on the 4th Fire needs to rescue.
So safety protection command system will be done as follows:
(1)The entitled the Yellow River mansion of building on Yan'an road 7 is transferred according to geographical data bank, latitude and longitude coordinates are(8 ° of east longitude, north 9 ° of latitude), obtain the geographical location information of alert spot;
(2)With the Yellow River mansion(8 ° of east longitude, 9 ° of north latitude)Centered on, it is assumed that with 5 kilometers for predetermined search radius, in 5 kilometers of search Security protection service station, obtain the geographical location information and title that close on security protection service station, obtain peace 1 security protection station(10 ° of east longitude, 11 ° of north latitude), pacify 2 security protection stations(12 ° of east longitude, 13 ° of north latitude), pacify 3 security protection stations(14 ° of east longitude, 15 ° of north latitude);
(3)1 security protection station of peace is easy to get by geographical data bank(10 ° of east longitude, 11 ° of north latitude)To the Yellow River mansion(8 ° of east longitude, north latitude 9°)5 different routes, specially route 1, route 2, route 3, route 4, route 5;
(4)Similar finds out 2 security protection stations of peace(12 ° of east longitude, 13 ° of north latitude)To the Yellow River mansion(8 ° of east longitude, 9 ° of north latitude)4 differences Route, specially route 6, route 7, route 8, route 9;And pacify 3 security protection stations(14 ° of east longitude, 15 ° of north latitude)To the Yellow River mansion(East Through 8 °, 9 ° of north latitude)3 different routes, specially route 10, route 11, route 12;
(5) we illustrate how to determine the section of route by taking route 1 as an example:Route 1 is made of 3 sections:Yan'an 1 Road, 2 tunnel of Yan'an, 3 tunnel of Yan'an;1 section of Yan'an, 2 section of Yan'an include starting point crossing, and 3 section of Yan'an includes starting point crossing and end Point crossing, crossings all so all by calculation to and only let it pass primary;
Using the normal distribution model of section congestion, time t used in every a road section of route 1 is calculated1,1, t1,2, t1,3;
(6) with the changed time t in 1 tunnel of the 1st section Yan'an1,1For illustrate how to establish the normal distribution mould of certain a road section congestion Type, specific method are:
S01 determines alert time of origin at 5 points in the afternoon on the 4th of 23 seconds 6 minutes determining time informations 2017 on the September 4,17 of September in 2017 When 6 divide;
S02 obtains 1 tunnel length s=2 kilometer of section Yan'an by geographical data bank;
S03 is according to highway traffic data library, 66 machine for being segmented 1 tunnels of Yan'an when dividing i.e. September in 2017 3 days 17 when obtaining preceding 1 day 17 Motor-car average speed:6 divide four kinds of vehicle running speeds when obtaining September in 2017 3 days 17 by the speed camera on 1 tunnel of Yan'an, Respectively:30,22,18,26, take its average value(30+22+18+26)/ 4=24, so v1=24 kilometers/hour;It obtains first 2 days The motor vehicle average overall travel speed V on 66 pavement branch sections Yan'an, 1 tunnels when dividing i.e. September in 2017 2 days 17 when 172=25 kilometers/hour ... The motor vehicle average overall travel speed V on 6 pavement branch sections Yan'an, 1 tunnel when obtaining the preceding same day 17 on the 180th180=25 kilometers/hour
The first n days(1=<n<=180)6 divide v kilometers/hour of average overall travel speed when motor vehicle 17
Preceding V on the 1st1=24
Preceding V on the 2nd2=25
. .
. .
Preceding V on the 90th90=24
. .
. .
Preceding V on the 180th180=20.7
S04 obtains t by t=s/v1The driving of 6 extension set motor-cars has been gone 1 road of Yan'an and has been taken at=2/24 hour=5 minutes, i.e., first 1 day 17 Between, 6 divide t the time required to the complete 1 tunnel section of Yan'an of motor line at first 2 days 172=4.8 minutes, in this way, show that alert occurs preceding 3, 6 divide t the time required to complete 1 tunnel of Yan'an of motor line at 4,5 ... 180 days 173,t4,…,t180;
ti t1, t2, t3, t4, t5, … ,t90, …, t 180
Time/minute 5,4.8,4.9,5.2,5.1 ..., 5 ..., 5.8
S05 is by μ=(t1+t2+t3+…+t180)/180=(5+4.8+4.9+ ...+5.8)/180=5,
σ2=(t1 2 +t2 2+t3 2+…+t180 2) /180-μ2=(52+4.82 +4.92+ …+5.82)/180-52=6.25,
It is X the time required to remembering complete 1 tunnel of Yan'an of motor line, it is μ=5, variance σ that X, which obeys a mathematic expectaion,2=6.25 normal state Distribution, i.e. X~N (5,6.25);
S06 substitutes into μ, σ
=
Obtain specific the formula of probability density function;
S07 is by P(x《 t0)=0.9 seeks t0, specially
Make P(x《 t0)=0.9=
T is calculated by normal distribution computing module0=8 minutes, t0As the complete Yan'an of motor line 16 is divided in 1 tunnel of Yan'an at 17 The required time t that road is estimated1,1=8 minutes, the accuracy rate of the estimated time was 90%, that is, motor vehicle prolongs 8 minutes experts are complete The probability for pacifying 1 tunnel is 90%, or says that certainty is 90%.
t1,2,t1,3The same t of algorithm1,1, do not exist together and be only that the moment:
t1,16 divide when September in 2017 4 days 17,
T again1,1=8 minutes, so:
t1,214 divide when September in 2017 4 days 17
T is calculated using the normal distribution model of above-mentioned section congestion1,2When, 11 divide when time information takes September in 2017 4 days 17, And then calculate t1,2=3 minutes, then similar
t1,317 divide when September in 2017 4 days 17
T is calculated using the normal distribution model of above-mentioned section congestion1,3When, 17 divide when time information takes September in 2017 4 days 17, And then calculate t1,3=4 minutes;
(7) by the changed time t in 1 tunnel of the 1st section Yan'an1,1=8 minutes, the changed time t in 2 tunnel of the 2nd section of Yan'an1,2=3 minutes, the 3rd section The changed time t in 3 tunnel of Yan'an1,3=4 minutes;
So transit time T of route 11=t1,1+t1,2+t1,3=8+4+3=15 minute.
Because route 1 is made of 3 sections, and the used time that the probability per a road section is 0.9 is respectively 8,4,3, so whole Probability of the used time of route no more than 15 is 09*0.9*0.9;
Similar, we can calculate route 2 ..., the transit time of route 12, T1, T2..., T12, it is assumed that we obtain one Group transit time
Ti T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12
Unit/minute 15,17,16,20,37,44,16,15,19,18,17,16
(8) T1=T8=15 is minimum, so optional 1,8 routes, and 1,8 routes respectively have 3,4 sections, i.e. 1 route segments few therefore true Qualitative height, therefore it is target route to take 1 route, namely it is final traffic route, corresponding security protection service station security protection 1 to choose 1 route It is the security protection service station for providing rescue to stand.
Safety protection command system sends out instruction to 1 station of security protection, provides traffic route 1 to 1 station of security protection and provides suggestion speed Degree, it is proposed that speed is the value of time μ, such as 1 road μ=5 minute of this example Yan'an, s=2 kilometer, μ=2/5 kilometer v=s//minute=24 public In/hour, so obtain 2 tunnel of Yan'an, 20 kilometers/hour of the suggestion speed on 3 tunnel of Yan'an, 27 kilometers/hour, 1 station of security protection execute Instruction is travelled along 1 tunnel of Yan'an with 24 kilometers/hour, on 2 tunnel of Yan'an with 20 kilometers/hour, 3 tunnel of Yan'an with 27 kilometers/hour Speed travels, and fire fighting truck can reach alarm place the Yellow River mansion and sue and labour being connected in alert 15 minutes;In its 15 minutes The probability of arrival is 09*0.9*0.9;The present invention takes 180 numerical value, and data volume is big, so gained probability value accuracy is high.It is practical On, because the data of half a year are about 180, we can directly apply the data of half a year, deal with so more square Just quick, it is easy to application.
Under megalopolis such as Shanghai, Central district's congestion extremely serious situation, present invention can ensure that security protection The time that vehicle reaches scene in the case of more congestion is still controllable.
If still wanting to improve route running time certainty, the certainty of the time in each section can also be improved, such as It improves to 0.95 etc..

Claims (10)

1. a kind of safety-protection system alert processing dynamic route plans normal state method, which is characterized in that including step:Obtain geographical position Confidence ceases and temporal information, finds out the be possible to transit route of security protection service station location to alert spot:It determines every The section of one transit route determines the time used in every a road section,It determines the time used in each route, finds out the line of wherein minimum value Road is final traffic route, and corresponding security protection service station is the security protection service station for providing rescue;Specifically ,' including step:
(1)Obtain the geographical location information and temporal information of the alert spot corresponding to alarm signal;
(2)According to the geographical location information of the alert spot, the security protection service station in predeterminable area is searched for, acquisition closes on peace The geographical location information in anti-service station;
(3)According to geographical data bank and the geographical location information of alert spot and security protection service station, security protection service is found out It stands the be possible to transit route of location to alert spot:Route 1, route 2 ..., route n;
(4)Determine the section of each transit route:Determine the specific section of route 1, the specific section ... of route 2, route n's Specific section;
(5)Determine time t used in every a road sectionij:Using the normal distribution model of section congestion, be possible to transit route is calculated Every a road section used in the time, tijTime used in the jth section of expression route i, i value ranges are 1 ..., n, and j value ranges are 1,…,m;
(6)Determine time T used in each route1, T2..., Tn:The sum of time used in each section of each route i is calculated and is:Ti =ti1+ti2+…+tim
(7)Take T1, T2..., TnMinimum value Ta, then a routes are target route, namely it is final traffic route to choose a routes, corresponding Security protection service station be the security protection service station that rescue is provided.
2. alert processing dynamic route according to claim 1 plans normal state method, which is characterized in that the geographical location Information can be obtained from geographical data bank, and geographical data bank includes that road latitude and longitude coordinates information, road name, road are long Degree, building latitude and longitude coordinates, building title etc., the geographical data bank is established according to existing geography information.
3. alert processing dynamic route according to claim 1 plans normal state method, which is characterized in that according to the alert The geographical location information of spot is searched for the security protection service station in predeterminable area, is specifically included:With the warp of the alert spot Centered on latitude coordinate, the security protection service station in pre-set radius is searched for;According to the security protection service station searched, the security protection is determined The corresponding latitude and longitude coordinates in service station.
4. the determination in each section of transit route according to claim 1, which is characterized in that the road name per a road section It is single, and include starting point, do not include terminal, the last item section includes starting and terminal point.
5. the normal distribution model of section congestion according to claim 1, to specific section, method is:
S01 determines time information:D points, a, b, c, d when e a month b day c, e is determined;
S02 obtains the road section length s by geographical data bank;
The motor vehicle average speed in the d points of sections, obtains one group of 180 number of speed when S03 obtains c during alert occurs first 180 days According to;
The time required to S04 is obtained the complete section of motor line by t=s/v;
S05 takes μ=(t1+t2+t3+…+t180)/180;σ2=(t1 2 +t2 2+t3 2+…+t180 2) /180-μ2, note by section when Between X, X obey a mathematic expectaion be μ, the normal distribution that standard variance is σ 2, be denoted as:X∼N(μ,σ2),
μ, σ are substituted into the formula of probability density function by S06;
S07 determines t, specially:T is found out by normal distribution database or normal distribution computing module0So that P(x《t0)= 0.9;t0As in c d points, the required time that the complete section of motor line is estimated.
6. time information according to claim 5, which is characterized in that the initial time of subsequent section is rising for preceding a road section Moment beginning adds the transit time of preceding a road section.
7. highway traffic data library according to claim 5, which is characterized in that including:Link length, road direction, often The speed of the various vehicles in one moment road.
8. according to 180 speed datas described in claim 5, which is characterized in that 180 speed datas are respectively before alert occurs 1 day, it is 2 days first, preceding 3,4,5 ..., the d points of motor vehicle average overall travel speed v in section when above-mentioned c on the 180th1, v2..., v180
9. the motor vehicle average speed in the section according to claim 5, which is characterized in that can be by the speed in the section Camera obtains the moment several vehicle running speeds in the section, then takes its average value.
10. a kind of safety-protection system alert handles dynamic route planning system, which is characterized in that including safety protection command system, road Traffic database, geographical data bank, normal distribution computing module, normal distribution database, security protection service station;Wherein normal distribution Database can be by above-mentioned probability density function and parameter μ, σ2, Probability p provide above-mentioned t0
CN201711392432.1A 2017-12-21 2017-12-21 A kind of safety-protection system alert processing dynamic route planning system and normal state method Pending CN108460981A (en)

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* Cited by examiner, † Cited by third party
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CN114333324A (en) * 2022-01-06 2022-04-12 厦门市美亚柏科信息股份有限公司 Real-time traffic state acquisition method and terminal
CN114613145A (en) * 2022-05-12 2022-06-10 中运科技股份有限公司 Passenger traffic flow perception early warning system and method under big data

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CN102184640A (en) * 2011-05-05 2011-09-14 东南大学 Method for automatically determining rescue path of expressway network
CN102353381A (en) * 2011-07-06 2012-02-15 广东威创视讯科技股份有限公司 Method and device for obtaining optimal path to hurry to scene of traffic accident
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CN101661668A (en) * 2009-06-19 2010-03-03 赵钊 Electronic navigation method for public transport
CN102184640A (en) * 2011-05-05 2011-09-14 东南大学 Method for automatically determining rescue path of expressway network
CN102353381A (en) * 2011-07-06 2012-02-15 广东威创视讯科技股份有限公司 Method and device for obtaining optimal path to hurry to scene of traffic accident
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Application publication date: 20180828