CN108305490A - A kind of safety-protection system alert processing dynamic route planning normal state method - Google Patents
A kind of safety-protection system alert processing dynamic route planning normal state method Download PDFInfo
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- CN108305490A CN108305490A CN201711484960.XA CN201711484960A CN108305490A CN 108305490 A CN108305490 A CN 108305490A CN 201711484960 A CN201711484960 A CN 201711484960A CN 108305490 A CN108305490 A CN 108305490A
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- G—PHYSICS
- G08—SIGNALLING
- G08G—TRAFFIC CONTROL SYSTEMS
- G08G1/00—Traffic control systems for road vehicles
- G08G1/09—Arrangements for giving variable traffic instructions
- G08G1/0962—Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
- G08G1/0968—Systems involving transmission of navigation instructions to the vehicle
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
- G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
- G01C21/26—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
- G01C21/34—Route searching; Route guidance
- G01C21/3453—Special cost functions, i.e. other than distance or default speed limit of road segments
- G01C21/3492—Special 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
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
- G06Q10/047—Optimisation of routes or paths, e.g. travelling salesman problem
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
- G06Q50/26—Government or public services
- G06Q50/265—Personal security, identity or safety
Abstract
Normal distribution method is planned the invention discloses a kind of safety-protection system alert processing dynamic route, and the wherein normal distribution model of section congestion determines time information to specific section, road section length s, preceding 50 days average speed, and the time takes μ=(t1+t2+t3+…+t50)/50;σ2=(t1 2 +t2 2+t3 2+…+t50 2)/50‑μ2, remember that the time X by section, X Normal Distributions are denoted as:X∼N(μ,σ2), obtain specific the formula of probability density function;Find out t0So that P(x<=t0)=0.8, 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, can greatly reduce security protection vehicle to the time of fire scene uncertainty, security protection vehicle can be ensured in each sections of road alert scene, timely processing alert can be reached in the scheduled time not less than 0.8 probability.
Description
Technical field
The present invention relates to the technical fields handled alert in safety-protection system, at a kind of safety-protection system alert
It manages dynamic route and plans 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 plan normal state method, discover and use with
It is serious mainly for congestion toward traffic data, and security protection center is more, thus the situation that security protection vehicle roadway is less, it provides
The different road speed of different congested links find alert and point time shortest security protection service station and corresponding road occur
Line can greatly reduce security protection vehicle to the uncertainty of the time of fire scene, security protection vehicle can be ensured in every a road section
Traveling in the scheduled time not less than 0.8 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 route 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 50 number of speed when S03 obtains c during alert occurs first 50 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+…+t50)/50;σ2=(t1 2 +t2 2+t3 2+…+t50 2) /50-μ2, remember the time X by section,
X obey a mathematic expectaion be μ, standard variance σ2Normal distribution, 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)=
0.8;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.
50 speed datas, respectively alert occur preceding 1 day, 2 days first, above-mentioned c on the preceding 3rd, 4,5 ... 50 when d divide
Motor vehicle average overall travel speed v in the section1, v2..., v50。
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.
The safety-protection system, including safety protection command system, highway traffic data library, geographical data bank, normal distribution calculate
Module, normal distribution database, security protection service station;Wherein normal distribution database can be by above-mentioned probability density function and ginseng
Number μ, σ2, Probability p provides above-mentioned t0。
Occurs for above-mentioned alert with minute the moment for minimum time of day, four if being 2 pm 01 to divide 21 seconds such as the fire behavior generation moment
House five enter for 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 50 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 80%.
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:
When 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
6 points;
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 50th50=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 30th30=24
. .
. .
Preceding V on the 50th50=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 ... 50 days 173,t4,…,t50;
ti t1, t2, t3, t4, t5, … , t30, …, t 50
Time/minute 5,4.8,4.9,5.2,5.1 ..., 5 ..., 5.8
S05 is by μ=(t1+t2+t3+…+t50)/50=(5+4.8+4.9+ ...+5.8)/50=5,
σ2=(t1 2 +t2 2+t3 2+…+t50 2)/50-μ2=(52+4.82 +4.92+ …+5.82)/50-52=8.41,
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=8.41 normal state
Distribution, i.e. X~N (5,8.41);
S06 substitutes into μ=5, σ=2.9
=, obtain specific the formula of probability density function;
S07 is by P(x<= t0)=0.8 seeks t0, specially
Make P(x<= t0)=0.8=
T is calculated by the computing module that this system carries0=7.4 minutes, t0As 6 divide motor line complete 1 tunnel of Yan'an at 17
The time estimated, t1,1The accuracy rate of=7.4 minute estimated time is 80%, that is, motor vehicle was in the 7.4 minutes complete Yan'an of expert
The probability on 1 tunnel is 80%, or says that certainty is 80%.
t1,2,t1,3The same t of algorithm1,1, do not exist together and be only that the moment:
t1,1 6 divide when September in 2017 4 days 17,
T again1,1=7.4 minutes, so:
t1,2 13.4 divide 13.4 points to be rounded to 13 points when September in 2017 4 days 17
T is calculated using the normal distribution model of above-mentioned section congestion1,2When, 13 divide when time information takes September in 2017 4 days 17,
And then calculate t1,2=1 minute, then similar
t1,3 14 divide when September in 2017 4 days 17
T is calculated using the normal distribution model of above-mentioned section congestion1,3When, 14 divide when time information takes September in 2017 4 days 17,
And then calculate t1,3=2 minutes;
(7) by the changed time t in 1 tunnel of the 1st section Yan'an1,1=7.4 minutes, the changed time t in 2 tunnel of the 2nd section of Yan'an1,2=1 minute, the 3rd
The changed time t in 3 tunnels Duan Yanan1,3=2 minutes;
So transit time T of route 11=t1,1+t1,2+t1,3=7.4+1+2=10.4 minute10 minutes
Because route 1 is made of 3 sections, and the used time that the probability per a road section is 0.8 is respectively 1 minute within 7.4 minutes
Within, within 2 minutes, so probability of the used time of whole route no more than 12 minutes is 0.8*0.8*0.8;
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
TiT1, T2, T3, T4 , T5, T6, T7, T8, T9 , T10, T11, T12
Unit/minute 10,15,16,20,37,44,14,15,19,18,14,16
(8) T11=10 is minimum, therefore it is target route to take 1 route, namely it is final traffic route, corresponding security protection to choose 1 route
Security protection 1 station in service station is the security protection service station for providing rescue.
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 to calculate the corresponding values of gained time μ, such as 1 road μ=5 of this example Yan'an, 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 12 minutes;In its 10 minutes
The probability of arrival is that the 0.8*0.8*0.8 certainty that security protection vehicle reaches in 10 minutes in other words is 0.8*0.8*0.8;In especially big city
Under city such as Shanghai, Central district's congestion extremely serious situation, present invention can ensure that feelings of the security protection vehicle in more congestion
The time that scene is reached under condition is still controllable.
If it is desired to adjustment route running time certainty, can accordingly adjust the certainty of the time in each section.
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 road of wherein minimum value
Line is final traffic route, and corresponding security protection service station is the security protection service station for providing rescue;Specially:
(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 50 speed data when S03 obtains c during alert occurs first 50 days;
The time required to S04 is obtained the complete section of motor line by t=s/v;
S05 takes μ=(t1+t2+t3+…+t50)/50;σ2=(t1 2 +t2 2+t3 2+…+t50 2)/50-μ2, time X, X that note passes through section
Obey a mathematic expectaion be μ, standard variance σ2Normal distribution, 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)=
0.8;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. 50 speed datas according to claim 5, which is characterized in that 50 speed datas are respectively before alert occurs
1 day, 2 days first, above-mentioned c on the preceding 3rd, 4,5 ... 50 when the d points of motor vehicle average overall travel speed v in the section1, v2..., v50。
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. safety-protection system described in claim 1, which is characterized in that including safety protection command system, highway traffic data library is geographical
Database, normal distribution computing module, normal distribution database, security protection service station;Wherein normal distribution database can be by upper
State probability density function and parameter μ, σ2, Probability p provides above-mentioned t0。
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CN112533147A (en) * | 2020-11-25 | 2021-03-19 | 安徽工程大学 | Urban traffic emergency early warning method and system based on 5G communication |
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CN103077610A (en) * | 2012-12-31 | 2013-05-01 | 清华大学 | Road trip time estimating method and system |
Cited By (1)
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CN112533147A (en) * | 2020-11-25 | 2021-03-19 | 安徽工程大学 | Urban traffic emergency early warning method and system based on 5G communication |
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