CN105372442B - A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system - Google Patents

A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system Download PDF

Info

Publication number
CN105372442B
CN105372442B CN201510927421.3A CN201510927421A CN105372442B CN 105372442 B CN105372442 B CN 105372442B CN 201510927421 A CN201510927421 A CN 201510927421A CN 105372442 B CN105372442 B CN 105372442B
Authority
CN
China
Prior art keywords
speed
value
tests
radar
current period
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.)
Active
Application number
CN201510927421.3A
Other languages
Chinese (zh)
Other versions
CN105372442A (en
Inventor
张强
刘波
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.)
Traffic Control Technology TCT Co Ltd
Original Assignee
Traffic Control Technology TCT Co Ltd
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 Traffic Control Technology TCT Co Ltd filed Critical Traffic Control Technology TCT Co Ltd
Priority to CN201510927421.3A priority Critical patent/CN105372442B/en
Publication of CN105372442A publication Critical patent/CN105372442A/en
Application granted granted Critical
Publication of CN105372442B publication Critical patent/CN105372442B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01PMEASURING LINEAR OR ANGULAR SPEED, ACCELERATION, DECELERATION, OR SHOCK; INDICATING PRESENCE, ABSENCE, OR DIRECTION, OF MOVEMENT
    • G01P3/00Measuring linear or angular speed; Measuring differences of linear or angular speeds
    • G01P3/36Devices characterised by the use of optical means, e.g. using infrared, visible, or ultraviolet light
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/02Systems using reflection of radio waves, e.g. primary radar systems; Analogous systems
    • G01S13/50Systems of measurement based on relative movement of target
    • G01S13/58Velocity or trajectory determination systems; Sense-of-movement determination systems
    • G01S13/60Velocity or trajectory determination systems; Sense-of-movement determination systems wherein the transmitter and receiver are mounted on the moving object, e.g. for determining ground speed, drift angle, ground track

Landscapes

  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Electromagnetism (AREA)
  • Power Engineering (AREA)
  • Radar Systems Or Details Thereof (AREA)

Abstract

The invention belongs to technical field of rail traffic, provide a kind of locomotive velocity measuring method, processor and locomotive velocity measuring system, this method comprises: the totality based on the period on train tests the speed on value and train the period acceleration, calculate the estimated value that tests the speed of train current period;Train acceleration is by installing acceleration transducer group acquisition ON TRAINS;Obtain the value that tests the speed of each wheel shape raster velocity sensor of wheel shape raster velocity sensor group current period of value and installation ON TRAINS that tests the speed of each radar of radar group current period of installation ON TRAINS;The estimated value that tests the speed based on train current period, the error estimate and each wheel shape raster velocity sensor of current period for calculating the value that tests the speed of each radar of current period test the speed the error estimate of value;According to the error estimate of test the speed value and the value that tests the speed of each radar and the error estimate for the value that tests the speed, the train for calculating train current period totally tests the speed value.Improve the reliability of locomotive velocity measuring and the accuracy to test the speed.

Description

A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system
Technical field
The present invention relates to technical field of rail traffic, and in particular to a kind of locomotive velocity measuring method, processor and locomotive velocity measuring System.
Background technique
It is punctual and shorten running interval and become developing goal in order to alleviate the congestion of the peak time volume of the flow of passengers, and with The rail level situation of the rapid development of urban track traffic, subway line becomes increasingly complex, and while shortening running interval, meets Face the safe operation problem of train.In order to guarantee the safe operation of train, it is necessary to signal system have height automation and It is intelligent.
In rail traffic, signal system passes through its core equipment, that is, vehicle-mounted automatic protection (Automatic Train Operation, ATP) system guarantees the safe operation of rail traffic, and the realization of all safeguard function of vehicle-mounted ATP system Reliable tachometric survey must be relied on, currently, installing one respectively using the headstock or the tailstock in train in domestic subway system A radar and two wheel shape raster velocity sensors, are tested the speed by the combination of radar and wheel shape raster velocity sensor.Tool Body running principle is: using wheel shape raster velocity sensor and radar come the speed of service of real-time measurement train, and by wheel shape light Grid velocity sensor and the train running speed of radar surveying are merged, and the speed of service of train is obtained.
Wherein, wheel shape raster velocity sensor is mounted on the wheel of train, the original that wheel shape raster velocity sensor tests the speed Reason is: accurately calculating the speed of service of train by detecting the turnning circle of wheel.Radar is typically mounted at train vehicle Head bottom, the principle of radar velocity measurement is: calculating the opposite of radar and target according to the difference of the reflection signal frequency of rail level reflection Speed, because reflection signal spectrum will be above transmitter frequency, when target theory radar day when target is close to radar antenna When line, reflection signal frequency will be less than transmitter frequency, thus, it is possible to which it is poor to calculate reflection signal frequency.Using wheel shape light During grid velocity sensor, if wheel shape raster velocity sensor is mounted on power wheel, in high-power power output Stage, power wheel are easy to dally, if on the driven wheel by the installation of wheel shape raster velocity sensor, in larger brake force Output stage, driven wheel are easy to slide, moreover, in low speed in the presence of the wheel lock up of mobile probability, this idle running It is referred to as empty sliding phenomenon with slipping phenomenon.And the rail ponding caused by the bad weathers such as heavy rain, heavy snow, icing, it will lead to column The sliding situation of the sky of vehicle wheel becomes more serious.The advantage of radar is not dependent on the revolving speed of wheel, therefore, can pass through radar The sky for supervising wheel shape raster velocity sensor is sliding, it is possible to reduce the velocity sensor adverse effect sliding by wheel sky improves system The accuracy of unified test speed.
But radar is to carry out train speed measurement by the microwave that rail level reflects, radar velocity measurement is to rail level reflectivity The Single Point of Faliure that dependence will lead to radar becomes prominent.Because as subway line rail level situation becomes increasingly complex, including ground Route, underground line, elevated line, quarrel track and ballastless track etc., will lead to rail level reflection case also becomes complicated, thus shadow Ring the accuracy of radar velocity measurement.Moreover, because rail level conditioned reflex caused by ponding, accumulated snow, light source and other reasons is deteriorated, It will lead to and the not available situation of radar velocity measurement in the short time occur.In addition, influence of the radar due to the measuring principle of itself, with When range rate error it is larger, under normal circumstances, radar velocity measurement value always fluctuates above and below values for actual speed, to will affect train Running speed measurement.
Therefore, in Rail Transit System accidental, irregular radar test the speed in short-term failure and wheel sky cunning can all lead The failure of testing the speed caused, moreover, because the subway line service time is long, operation interval is short, tunnel and it is overhead on, investigation radar survey The accidental unavailability of speed is greatly limited over time and space, and therefore, it is necessary to guarantee train operating safety Under the premise of, reliability, accuracy and the availability that raising system tests the speed are accidental, random in Rail Transit System to solve The radar of rule test the speed in short-term failure and wheel sky it is sliding all can caused by test the speed Problem of Failure.
Summary of the invention
In view of the defects existing in the prior art, the present invention proposes a kind of locomotive velocity measuring method, processor and locomotive velocity measuring system System, with solve accidental, irregular radar in existing Rail Transit System test the speed in short-term failure and wheel sky cunning can all lead The Problem of Failure that tests the speed caused.
For this purpose, in a first aspect, the present invention provides a kind of locomotive velocity measuring method, which comprises
Totality based on a period on train tests the speed the acceleration in period on value and train, calculates train current period Test the speed estimated value;The train acceleration is by installing acceleration transducer group acquisition ON TRAINS;
Obtain the wheel shape of value and installation ON TRAINS that tests the speed of each radar of radar group current period of installation ON TRAINS The value that tests the speed of each wheel shape raster velocity sensor of raster velocity sensor group current period;
Based on the estimated value that tests the speed of the train current period, each wheel shape raster velocity sensing of the current period is calculated The each wheel shape raster velocity sensor of error estimate and the current period of the value that tests the speed of device tests the speed the error estimate of value;
It is tested the speed value, each thunder according to the value that tests the speed of each radar, each wheel shape raster velocity sensor The error estimate of the value that tests the speed reached and each wheel shape raster velocity sensor test the speed the error estimate of value, calculate column The train of vehicle current period totally tests the speed value.
Wherein, described to be tested the speed value, institute according to the value that tests the speed of each radar, each wheel shape raster velocity sensor The error estimate and each wheel shape raster velocity sensor for stating the value that tests the speed of each radar test the speed the estimation error of value Value, the train for calculating train current period totally test the speed value, comprising:
According to the error estimate of the value that tests the speed of each radar, the error of the value that tests the speed based on preset each radar Mean value and error variance obtain the probability of error density of the value that tests the speed of each radar of current period;
It is tested the speed the error estimate of value according to each wheel shape raster velocity sensor, based on preset wheel shape grating speed Degree sensor tests the speed the error mean and error variance of value, before obtaining in the period each wheel shape raster velocity sensor the value that tests the speed Probability of error density;
According to the probability of error density of the value that tests the speed of each radar of the current period, the value that tests the speed based on preset radar Reliability coefficient, calculate testing the speed for each radar of current period be worth weight;
According to the probability of error density of the value that tests the speed of wheel shape raster velocity sensor each in the preceding period, it is based on preset survey The reliability coefficient of speed value, calculates each the testing the speed for wheel shape raster velocity sensor of the current period and is worth weight;
It is worth each wheel shape raster velocity sensing of weight, the current period according to testing the speed for each radar of the current period Testing the speed for device is worth weight, test the speed value and each wheel shape raster velocity biography of the current period of each radar of the current period The value that tests the speed of sensor, the train for calculating train current period totally test the speed value.
Wherein, the train of the train current period totally test the speed value calculation formula it is as follows:
Wherein, vmeasurementIt totally tests the speed value for train,For testing the speed for each radar of current period It is worth weight,It is worth weight for each the testing the speed for wheel shape raster velocity sensor of current period,For the value that tests the speed of each radar of current period,For each wheel shape grating of current period The value that tests the speed of velocity sensor.
Wherein, each wheel shape grating of weight, the current period is being worth according to testing the speed for each radar of the current period Testing the speed for velocity sensor is worth test the speed value and each wheel shape light of the current period of weight, each radar of the current period The value that tests the speed of grid velocity sensor, the train of calculating train current period totally test the speed before value, the method also includes:
Whether judge each radar, each acceleration transducer or each wheel shape raster velocity sensor It breaks down;
If each radar, each acceleration transducer and each wheel shape raster velocity sensor are not sent out Raw failure then executes and described is worth each wheel shape light of weight, the current period according to testing the speed for each radar of the current period Testing the speed for grid velocity sensor is worth weight, test the speed value and each wheel shape of the current period of each radar of the current period The value that tests the speed of raster velocity sensor, the train for calculating train current period totally test the speed value;
If in each radar, each acceleration transducer and/or each wheel shape raster velocity sensor At least one break down, then carry out radar, acceleration transducer and/or wheel shape raster velocity sensor fault alarm.
It is wherein, described to judge whether each radar breaks down, comprising:
According to the error mean of the value that tests the speed of the preset radar, preset first error reference value and preset One significance carries out two-sided hypothesis test;
When the normal proposition of the range rate error of radar is true, whether the continuous a1 period before judging current period OccurEvent, if so, determining that radar breaks down, wherein a1 is preset constant, ErmIt is described default Radar velocity measurement error mean unbiased esti-mator,For preset first error reference value, k1For the boundary of the first region of rejection Point.
It is wherein, described to judge whether each wheel shape raster velocity sensor breaks down, comprising:
It is referred to according to the error mean of the value that tests the speed of the preset wheel shape raster velocity sensor, preset second error Value and preset second significance carry out two-sided hypothesis test;
It is continuous before judging current period when the normal proposition of range rate error of wheel shape raster velocity sensor is true Whether a2 period occursEvent, if so, determining that radar breaks down, wherein a2 is preset constant, EomFor the unbiased esti-mator of the preset wheel shape raster velocity sensor range rate error mean value,For preset second error Reference value, k2For the separation of the second region of rejection.
It is wherein, described to judge whether each acceleration transducer breaks down, comprising:
The acceleration calculation value of the acceleration and current period train that are measured according to the current period acceleration transducer, According to preset third significance, two-sided hypothesis test is carried out;
When the normal proposition of acceleration of acceleration transducer measurement is true, the continuous a3 before judging current period is a Whether the period occurs multiple acceleration transducer event of failure, if so, determining that acceleration transducer breaks down, wherein a3 is Preset constant;
Wherein, the acceleration calculation value of the current period train are as follows:
Second aspect, the present invention provide a kind of processor, comprising:
First computing module tests the speed the acceleration in period in value and train for the totality based on a period on train, Calculate the estimated value that tests the speed of train current period;The train acceleration is adopted by the acceleration transducer group for installing ON TRAINS Collection;
Second computing module, for obtaining test the speed value and the peace of each radar of radar group current period of installation ON TRAINS The value that tests the speed of each wheel shape raster velocity sensor of wheel shape raster velocity sensor group current period of dress ON TRAINS;
It is each to calculate the current period for the estimated value that tests the speed based on the train current period for third computing module The each wheel shape raster velocity sensor of error estimate and the current period of the value that tests the speed of a wheel shape raster velocity sensor The error estimate for the value that tests the speed;
4th computing module, for the value that tests the speed according to each radar, each wheel shape raster velocity sensor Test the speed value, the error estimate of the value that tests the speed of each radar and each wheel shape raster velocity sensor tests the speed value Error estimate, the train for calculating train current period totally test the speed value.
The third aspect, the present invention provide a kind of locomotive velocity measuring system, comprising:
Acceleration transducer group, the radar group and peace of installation ON TRAINS of the processor, installation ON TRAINS The wheel shape raster velocity sensor group of dress ON TRAINS;Wherein, the processor connects the acceleration transducer group, radar group And the wheel shape raster velocity sensor group.
Wherein, the acceleration transducer group, the radar group and the wheel shape raster velocity sensor group are mounted on The headstock or the tailstock of train.
The present invention provides a kind of locomotive velocity measuring method, processor and locomotive velocity measuring system, based on train configuration radar group, wheel The velocity-measuring system of shape raster velocity sensor group and acceleration transducer group, by using acceleration as calculating range rate error Foundation improves the reliability of the multisensor velocity-measuring system based on radar and wheel shape raster velocity sensor and tests the speed accurate Degree.Under the premise of guaranteeing train operating safety, preferably improves accidental, irregular radar in rail traffic and survey in short-term The problem of velocity-measuring system caused by fast failure and the sliding phenomenon of wheel sky fails, the availability that the system of improving tests the speed.
Detailed description of the invention
In order to illustrate more clearly of the embodiment of the present disclosure or technical solution in the prior art, to embodiment or will show below There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this Disclosed some embodiments for those of ordinary skill in the art without creative efforts, can be with Other attached drawings are obtained according to these figures.
Fig. 1 is a kind of flow chart for locomotive velocity measuring method that one embodiment of the invention provides;
Fig. 2 is a kind of structural schematic diagram for processor that one embodiment of the invention provides;
Fig. 3 is a kind of structural schematic diagram of the locomotive velocity measuring system provided in one embodiment of the invention.
Specific embodiment
Below in conjunction with the attached drawing in the embodiment of the present disclosure, the technical solution in the embodiment of the present disclosure is carried 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 disclosure, it is obtained by those of ordinary skill in the art without making creative efforts every other Embodiment belongs to the range of disclosure protection.
It should be noted that testing the speed for the radar referred in each open embodiment of the present invention is worth error and wheel shape grating speed Testing the speed for sensor of degree is worth the equal Normal Distribution of error.
As shown in Figure 1, one embodiment of the disclosure provides a kind of locomotive velocity measuring method, this method comprises the following steps S1 is extremely S4:
S1, the totality based on a period on train test the speed the acceleration in period on value and train, and it is currently all to calculate train The estimated value that tests the speed of phase;The train acceleration is by installing acceleration transducer group acquisition ON TRAINS;
It should be noted that the train operation period is divided multiple periods according to time span T.
Specifically, the calculation formula of the calibration speed of train current period are as follows:
Wherein,For the estimated value that tests the speed of train current period, Vlast_periodIt tests the speed value for a period on train, alast_periodFor the acceleration in a period on train, T is the train period.
Specifically, the train of the train each cycle value that totally tests the speed is calculated and is stored in real time.
Specifically, the acceleration of train is acquired and is stored in real time by acceleration transducer group, and the train at this adds Speed is the average value of the acceleration in period on the train of acceleration transducer group acquisition.
It should be noted that the acceleration of train can be obtained by acceleration transducer, it can also be by vehicle transport management The traction braking of (Transportation Management System, TMS) system, which is fed back, to be obtained, still, acceleration sensing The acceleration that device obtains is the most reliable and accurate.
S2, the wheel of value and installation ON TRAINS that tests the speed for obtaining each radar of radar group current period of installation ON TRAINS The value that tests the speed of each wheel shape raster velocity sensor of shape raster velocity sensor group current period;
It should be noted that radar surveying be train velocity amplitude, wheel shape raster velocity sensor measurement is wheel shaft Revolving speed.
It should be noted that radar has multiple frames that test the speed, in one cycle, according to testing the speed for multiple frames that test the speed of radar Value is averaging, and obtains the value that tests the speed of radar.
Preferably, the radar velocity measurement frame at this is 20, then in one cycle, the value that tests the speed of radar is by 20 values that test the speed Averaging obtains.
It should be noted that the quantity of the frame that tests the speed of the radar in the present embodiment is only distance explanation, the present embodiment is unlimited Determine the quantity of the frame that tests the speed of radar, the sample size that those skilled in the art can need according to the actual situation selects the survey of radar The quantity of fast frame.
S3, the estimated value that tests the speed based on the train current period calculate each wheel shape raster velocity of the current period The test the speed error of value of each wheel shape raster velocity sensor of error estimate and the current period of the value that tests the speed of sensor is estimated Evaluation;
Specifically, each radar current period tests the speed the calculation formula of the error of value are as follows:
Wherein, ErmFor the error of the value that tests the speed of radar, vrmFor the value that tests the speed of radar,For testing the speed for train current period Estimated value.
Specifically, the calculation formula of the error of the value that tests the speed of each wheel shape raster velocity sensor are as follows:
Wherein, EomFor the error of the value that tests the speed of wheel shape raster velocity sensor, vomFor wheel shape raster velocity sensor measurement The value that tests the speed,For the estimated value that tests the speed of train current period.
It should be noted that the value that tests the speed of radar, actually by the actual error meter of the actual speed of radar and radar That calculates arrives;The value that tests the speed of velocity sensor, actually by the actual speed of wheel shape raster velocity sensor and wheel shape grating speed The actual error of degree sensor is calculated, and calculation formula is as follows:
vrm=vrrealrm,
vom=vorealom,
Wherein, vrm、vomIt is the value that tests the speed of the test the speed value and wheel shape raster velocity sensor of radar, v respectivelyrreal、vorealPoint It is not the actual speed of radar and the actual speed of wheel shape raster velocity sensor, εrm、εomBe respectively radar actual error and The actual error of wheel shape raster velocity sensor;
By the estimated value that tests the speed of train current period at thisIt is approximately equal to the actual speed and wheel shape raster velocity of radar The actual speed of sensor, passes through formulaThe approximate error for calculating the value that tests the speed of radar, passes through formulaCalculate the approximate error of wheel shape raster velocity sensor.
It is S4, the value that tested the speed according to the value that tests the speed of each radar, each wheel shape raster velocity sensor, described each The error estimate of the value that tests the speed of radar and each wheel shape raster velocity sensor test the speed the error estimate of value, calculate The train of train current period totally tests the speed value.
It should be noted that wheel shape raster velocity sensor, radar and acceleration transducer that the present embodiment does not limit Quantity, those skilled in the art can install according to the actual situation the wheel shape raster velocity sensor of different number, radar and Acceleration transducer.
In the present embodiment, by being worth error and wheel shape raster velocity sensor according to acceleration calculation radar velocity measurement The error for the value that tests the speed, the final speed of service value for calculating train current period improve the reliability of velocity-measuring system and the essence that tests the speed Exactness.For radar accidental, irregular in Rail Transit System test the speed in short-term failure and wheel sky cunning cause system to test the speed Failure has preferable improvement.Due to there is the sensor of the normal work to occupy the majority in the speed-measuring method always, can guarantee to arrange In the case where vehicle operational safety, the availability of speed-measuring method is improved.
Step S4 in the present embodiment: it " is sensed according to the value that tests the speed of each radar, each wheel shape raster velocity Test the speed value, the error estimate of the value that tests the speed of each radar and each wheel shape raster velocity sensor of device tests the speed value Error estimate, the train for calculating train current period totally tests the speed value.", specifically include following steps not shown in the figure S41 to S45:
S41, the error estimate according to the value that tests the speed of each radar, the value that tests the speed based on preset each radar Error mean and error variance obtain the probability of error density of the value that tests the speed of each radar of current period;
It should be noted that the error mean and error variance of the value that tests the speed of the preset radar at this, are by multiple The occurrence that experimental calculation obtains, but the present embodiment does not limit the error mean of preset radar velocity measurement value and the tool of error variance Body value, those skilled in the art can according to the actual situation, determine radar velocity measurement value error mean and error variance it is specific Value.
It should be noted that can only preset the error mean and error side of one group of radar velocity measurement value to calculate simplicity The occurrence of difference, the probability of error density of the value that tests the speed of each radar are based on the error mean and mistake of this group of radar velocity measurement value Poor variance obtains, but accurate for calculated result, and those skilled in the art can also according to the needs of actual conditions, for difference The radar of velocity shooting presets the error mean and error variance of the different values that tests the speed.
S42, test the speed the error estimate of value according to each wheel shape raster velocity sensor, is based on preset wheel shape light The error mean and error variance of grid speed sensor velocity measurement value obtain the survey of each wheel shape raster velocity sensor in the preceding period The probability of error density of speed value;
It should be noted that error mean and the error side of the value that tests the speed of the preset wheel shape raster velocity sensor at this Difference can be identical as the default principle of the error mean of the value that tests the speed of above-mentioned radar and error variance to be one or more groups of, this Place repeats no more.
S43, the probability of error density according to the value that tests the speed of each radar of the current period, the survey based on preset radar The reliability coefficient of speed value calculates testing the speed for each radar of current period and is worth weight;
Specifically, testing the speed for radar is worth the calculation formula of weight are as follows:
wrm=arm·frm,
Wherein, wrmIt is worth weight for testing the speed for radar, frmFor the probability of error density of radar velocity measurement value, armRadar tests the speed The reliability coefficient of value.
S44, the probability of error density according to the value that tests the speed of wheel shape raster velocity sensor each in the preceding period, based on default The value that tests the speed reliability coefficient, calculate each the testing the speed for wheel shape raster velocity sensor of the current period and be worth weight;
Specifically, wheel shape raster velocity sensor test the speed be worth weight calculation formula it is as follows:
wom=aom·fom,
Wherein, womIt is worth weight for testing the speed for wheel shape raster velocity sensor, fomIt tests the speed value for wheel shape raster velocity sensor Probability of error density, aomThe reliability coefficient of the value that tests the speed of wheel shape raster velocity sensor.
It should be noted that the present embodiment, which does not limit to test the speed, is worth reliability coefficient arm、aomOccurrence, art technology Personnel can determine a according to the actual situationrm、aomValue.
S45, each wheel shape raster velocity of weight, the current period is worth according to testing the speed for each radar of the current period Testing the speed for sensor is worth weight, test the speed value and each wheel shape grating speed of the current period of each radar of the current period The value that tests the speed of sensor is spent, the train of calculating train current period totally tests the speed value.
In the present embodiment, according to actual error statistical analysis as a result, calculate before the period test the speed be worth mean value probability it is close Degree, the current period test the speed the anticipation error of value, testing the speed described in the current period is worth the probability density of mean value and described The anticipation error for the value that tests the speed described in current period improves the accuracy of speed-measuring method, meanwhile, it tests the speed without using acceleration calculation Value prevents for a long time using cumulative errors caused by acceleration transducer measuring and calculating.
In the present embodiment, the train of train current period totally test the speed value calculation formula it is as follows:
Wherein, wherein vmeasurementIt totally tests the speed value for train,For each radar of current period Test the speed and be worth weight,It is worth weight for each the testing the speed for wheel shape raster velocity sensor of current period,For the value that tests the speed of each radar of current period,For each wheel shape grating of current period The value that tests the speed of velocity sensor.
Step S45 in the present embodiment: " weight is being worth according to testing the speed for each radar of the current period, described is being worked as The testing the speed of preceding period each wheel shape raster velocity sensor is worth weight, the value and described of testing the speed of each radar of the current period The value that tests the speed of each wheel shape raster velocity sensor of current period, the train for calculating train current period totally test the speed value." it Before, which further includes following steps S045 to S245 not shown in the figure:
S045, judge each radar, each acceleration transducer or each wheel shape raster velocity sensing Whether device breaks down;
If S145, each radar, each acceleration transducer and each wheel shape raster velocity sensor It does not break down, thens follow the steps S45;
If S245, each radar, each acceleration transducer and/or each wheel shape raster velocity sensing At least one of device breaks down, then carries out radar, acceleration transducer and/or wheel shape raster velocity sensor fault report It is alert.
In the present embodiment by the result that statisticallys analyze actual error as judging radar, velocity sensor and add The foundation of speed sensor fault improves the accuracy of radar or speed sensor fault judgement, reduces the possibility of erroneous judgement Property, meanwhile, can effectively judge acceleration transducer whether failure.
Specifically, judge whether each radar breaks down, including following steps A1 to A2 not shown in the figure:
A1, according to the error mean of the value that tests the speed of the preset radar, preset first error reference value and default The first significance, carry out two-sided hypothesis test;
A2, when the normal proposition of range rate error of radar is true, the continuous a1 period before judging current period is No generationEvent, if so, determining that radar breaks down, wherein a1 is preset constant, ErmFor radar survey The unbiased esti-mator of fast error mean,For preset first error reference value, k1For the separation of the first region of rejection.
It should be noted that k1Be withFor the normal distribution of parameter, determined by set significance Region of rejection separation, whereinThe range rate error mean value of respectively preset radar and range rate error side Difference.
Specifically, the first region of rejection isn1For the sample size of radar velocity measurement error,α1It is default The first significance of volume.
It should be noted that the value of the a1 in the present embodiment is by way of example only, the present embodiment does not limit the occurrence of a1, Those skilled in the art can verify to obtain the occurrence of a1 according to the actual situation by many experiments.
Specifically, the mechanism that radar fault is judged in the present embodiment is the two-sided hypothesis test based on Normal Mean, Level of significance α1Generally take 0.05 or 0.01.
Present embodiment assumes that level of significance α10.05 is taken, the frame that tests the speed of radar is 20, preset under present speed The normal error mean that tests the speed isCurrently range rate error mean value isWhen previous cycle 20 range rate errors it is equal Value ErmForUnbiased esti-mator.
Need null hypothesis:
It is normal to set radar velocity measurement error;
It is abnormal to set radar velocity measurement error.
In H0Under the premise of genuine, signal period occursThe probability of event is less than 2.5%;If even The event occurs for continuous 5 periods, then probability is less than 0.0000009765625%, thus can suspect H0Correctness to refusing Exhausted H0, assert radar fault.
Specifically, judge whether each wheel shape raster velocity sensor breaks down, including it is not shown in the figure such as Lower step B1 to B2:
B1 is referred to according to the test the speed error mean of value, preset second error of the preset wheel shape raster velocity sensor Value and preset second significance carry out two-sided hypothesis test;
B2, when the normal proposition of range rate error of wheel shape raster velocity sensor is true, before judging current period Whether the continuous a2 period occursEvent, if so, determining that radar breaks down, wherein a2 is default normal Number, EomFor the unbiased esti-mator of wheel shape raster velocity sensor range rate error mean value,For preset second error reference value, k2 For the separation of the second region of rejection.
It should be noted that k2Be withFor the normal distribution of parameter, determined by set significance Region of rejection separation, whereinThe range rate error mean value of respectively preset wheel shape raster velocity sensor With range rate error variance.
Specifically, the second region of rejection isWherein, n2For testing the speed for wheel shape raster velocity sensor The sample size of value, α2For preset second significance.
Specifically, the breakdown judge failure of wheel shape raster velocity sensor is identical as the process that radar fault judges, herein It repeats no more.
In the present embodiment, according to actual error statistical analysis as a result, as radar or wheel shape raster velocity sensing is calculated The weight of the value that tests the speed of device judges the confidence level of the value that tests the speed of radar or wheel shape raster velocity sensor, if weight is bigger, the survey The confidence level of speed value is higher, carries out breakdown judge accordingly, improves the breakdown judge of radar and wheel shape raster velocity sensor Accuracy reduces and radar or wheel shape raster velocity sensor is mistaken for failure or are mistaken for a possibility that normal.
Specifically, judge whether each acceleration transducer breaks down, including following steps not shown in the figure C1 to C2:
The acceleration calculation of C1, the acceleration and current period train that are measured according to the current period acceleration transducer Value carries out two-sided hypothesis test according to preset third significance;
C2, acceleration transducer measurement the normal proposition of acceleration be true when, it is continuous before judging current period Whether a3 period occurs multiple acceleration transducer event of failure, if so, determine that acceleration transducer breaks down, wherein A3 is preset constant;
Wherein, the acceleration calculation value of the current period train are as follows:
For example, level of significance α3The value for taking 0.05, a3 is 5, then single acceleration transducer event occurs for signal period The probability of barrier event is 2.5%, then the probability that n acceleration transducer event of failure occurs for signal period is (25/100)n%, The probability that the event of failure occurs for continuous 5 periods should be less than (25/100)5n%, therefore, if the event occurs for continuous 5 periods Barrier event can assert that acceleration transducer breaks down.
It should be noted that the value of the a3 in the present embodiment is by way of example only, the present embodiment does not limit the occurrence of a3, Those skilled in the art can verify to obtain the occurrence of a3 according to the actual situation by many experiments.
The breakdown judge mechanism of acceleration transducer in the present embodiment can effectively judge whether acceleration transducer is former Barrier.
As shown in Fig. 2, another embodiment disclosed by the invention provides a kind of processor, comprising: the first computing module 21, Two computing modules 22, third computing module 23 and the 4th computing module 24;
First computing module 21 tests the speed the acceleration in period in value and train for the totality based on a period on train Degree calculates the estimated value that tests the speed of train current period;The train acceleration is by installing acceleration transducer group ON TRAINS Acquisition;
Second computing module 22, for obtain the installation each radar of radar group current period ON TRAINS test the speed value with The value that tests the speed of each wheel shape raster velocity sensor of wheel shape raster velocity sensor group current period of installation ON TRAINS;
Third computing module 23 calculates the current period for the estimated value that tests the speed based on the train current period The each wheel shape raster velocity sensing of the error estimate and the current period of the value that tests the speed of each wheel shape raster velocity sensor Device tests the speed the error estimate of value;
4th computing module 24, for being sensed according to the value that tests the speed of each radar, each wheel shape raster velocity Test the speed value, the error estimate of the value that tests the speed of each radar and each wheel shape raster velocity sensor of device tests the speed value Error estimate, the train for calculating train current period totally tests the speed value.
A kind of processor provided in this embodiment, by the acceleration for obtaining the train operation that acceleration transducer acquires in real time Degree, and according to acceleration calculation range rate error, improve the reliability that processor tests the speed and the accuracy to test the speed.
As shown in figure 3, another embodiment of the present invention discloses a kind of locomotive velocity measuring system, comprising:
Processor 31 disclosed in above-described embodiment, installation acceleration transducer group 32 ON TRAINS, installation are ON TRAINS Radar group 33 and installation wheel shape raster velocity sensor group 34 ON TRAINS;
Wherein, processor 31 connects acceleration transducer group 32, radar group 33 and wheel shape raster velocity sensor group 34.
Acceleration transducer group 32, radar group 33 and wheel shape raster velocity sensor group 34 in the present embodiment are mounted on The headstock or the tailstock of train.
Specifically, radar group is mounted on the headstock of train or the bottom of the tailstock, and wheel shape raster velocity sensor group is mounted on On the headstock of train or the wheel of the tailstock.
A kind of locomotive velocity measuring system provided in the present embodiment, processor connect acceleration transducer, radar and described At least one wheel shape raster velocity sensor, by obtaining the acceleration for the train operation that acceleration transducer acquires in real time, and According to acceleration calculation range rate error, the reliability that processor tests the speed and the accuracy to test the speed are improved.
It should be noted that herein " first ", " second ", " third " and " the 4th " be used merely to differentiation title it is identical Entity or operation do not imply that sequence or relationship between these entities or operation.
Those of ordinary skill in the art will appreciate that: the above embodiments are only used to illustrate the technical solution of the present invention., and It is non-that it is limited;Although present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art It is understood that it is still possible to modify the technical solutions described in the foregoing embodiments, either to part of or All technical features are equivalently replaced;And these are modified or replaceed, it does not separate the essence of the corresponding technical solution this hair Bright claim limited range.

Claims (9)

1. a kind of locomotive velocity measuring method, which is characterized in that the described method includes:
Totality based on a period on train tests the speed the acceleration in period on value and train, calculates testing the speed for train current period Estimated value;The train acceleration is by installing acceleration transducer group acquisition ON TRAINS;
Obtain the wheel shape grating of value and installation ON TRAINS that tests the speed of each radar of radar group current period of installation ON TRAINS The value that tests the speed of each wheel shape raster velocity sensor of velocity sensor group current period;
Based on the estimated value that tests the speed of the train current period, the error for calculating the value that tests the speed of each radar of the current period is estimated Evaluation and each wheel shape raster velocity sensor of the current period test the speed the error estimate of value;
It is tested the speed value, each radar according to the value that tests the speed of each radar, each wheel shape raster velocity sensor The error estimate for the value that tests the speed and each wheel shape raster velocity sensor test the speed the error estimate of value, calculate train and work as The train in preceding period totally tests the speed value;
Specifically, according to the error estimate of the value that tests the speed of each radar, the value that tests the speed based on preset each radar Error mean and error variance obtain the probability of error density of the value that tests the speed of each radar of current period;
It is tested the speed the error estimate of value according to each wheel shape raster velocity sensor, is passed based on preset wheel shape raster velocity Sensor tests the speed the error mean and error variance of value, obtains the value that tests the speed of each wheel shape raster velocity sensor in current period Probability of error density;
According to the probability of error density of the value that tests the speed of each radar of the current period, the value that tests the speed based on preset radar can Coefficient of reliability calculates testing the speed for each radar of current period and is worth weight;
According to the probability of error density of the value that tests the speed of wheel shape raster velocity sensor each in current period, tested the speed based on preset The reliability coefficient of value calculates each the testing the speed for wheel shape raster velocity sensor of the current period and is worth weight;
It is worth each wheel shape raster velocity sensor of weight, the current period according to testing the speed for each radar of the current period It tests the speed and is worth test the speed value and each wheel shape raster velocity sensor of the current period of weight, each radar of the current period The value that tests the speed, the train for calculating train current period totally tests the speed value.
2. the meter of value the method according to claim 1, wherein the train of the train current period totally tests the speed It is as follows to calculate formula:
Wherein, vmeasurementIt totally tests the speed value for train,For the value power that tests the speed of each radar of current period Weight,It is worth weight for each the testing the speed for wheel shape raster velocity sensor of current period, For the value that tests the speed of each radar of current period,For the survey of each wheel shape raster velocity sensor of current period Speed value, N1For the total quantity of radar in current period, N2For the total quantity of wheel shape raster velocity sensor in current period.
3. the method according to claim 1, wherein in the value power that tests the speed according to each radar of the current period Weight, each wheel shape raster velocity sensor of current period test the speed be worth weight, each radar of the current period tests the speed The value that tests the speed of value and each wheel shape raster velocity sensor of the current period, the train for calculating train current period are totally surveyed Before speed value, the method also includes:
Judge each radar, each acceleration transducer or each wheel shape raster velocity pass in acceleration transducer group Whether sensor breaks down;
If each acceleration transducer and each wheel shape raster velocity sensing in each radar, acceleration transducer group Device does not break down, then executes and described test the speed that be worth weight, the current period each according to each radar of the current period Testing the speed for a wheel shape raster velocity sensor is worth test the speed value and the current period of weight, each radar of the current period The value that tests the speed of each wheel shape raster velocity sensor, the train for calculating train current period totally test the speed value;
If each acceleration transducer and each wheel shape raster velocity sensing in each radar, acceleration transducer group At least one of device breaks down, then carries out fault alarm.
4. according to the method described in claim 3, it is characterized in that, described judge whether each radar breaks down, packet It includes:
It is shown according to the error mean of the value that tests the speed of the preset radar, preset first error reference value and preset first Work property is horizontal, carries out two-sided hypothesis test;
When the normal proposition of the range rate error of radar is true, whether the continuous a1 period before judging current period occursEvent, if so, determining that radar breaks down, wherein a1 is preset constant, ErmFor radar velocity measurement error The unbiased esti-mator of mean value,For preset first error reference value, k1For the separation of the first region of rejection.
5. according to the method described in claim 3, it is characterized in that, judgement each wheel shape raster velocity sensor is It is no to break down, comprising:
According to the preset wheel shape raster velocity sensor test the speed the error mean of value, preset second error reference value and Preset second significance carries out two-sided hypothesis test;
When the normal proposition of range rate error of wheel shape raster velocity sensor is true, the continuous a2 before judging current period is a Whether the period occursEvent, if so, determining that radar breaks down, wherein a2 is preset constant, EomFor The unbiased esti-mator of wheel shape raster velocity sensor range rate error mean value,For preset second error reference value, k2It is second The separation of region of rejection.
6. according to the method described in claim 3, it is characterized in that, described judge whether each acceleration transducer occurs Failure, comprising:
The acceleration calculation value of the acceleration and current period train that are measured according to the current period acceleration transducer, according to Preset third significance carries out two-sided hypothesis test;
The continuous a3 period when the normal proposition of acceleration of acceleration transducer measurement is true, before judging current period Whether multiple acceleration transducer event of failure are occurred, if so, determining that acceleration transducer breaks down, wherein a3 is default Constant;
Wherein, the acceleration calculation value of the current period train are as follows:
7. a kind of locomotive velocity measuring device characterized by comprising
First computing module tests the speed the acceleration in period in value and train for the totality based on a period on train, calculates The estimated value that tests the speed of train current period;The train acceleration is by installing acceleration transducer group acquisition ON TRAINS;
Second computing module value and is mounted on for obtaining testing the speed for the installation each radar of radar group current period ON TRAINS The value that tests the speed of each wheel shape raster velocity sensor of wheel shape raster velocity sensor group current period on train;
Third computing module calculates each thunder of the current period for the estimated value that tests the speed based on the train current period The each wheel shape raster velocity sensor of error estimate and the current period of the value that tests the speed reached tests the speed the error estimate of value;
4th computing module, for being tested the speed according to the value that tests the speed of each radar, each wheel shape raster velocity sensor Value, the error estimate of the value that tests the speed of each radar and each wheel shape raster velocity sensor test the speed the error of value Estimated value, the train for calculating train current period totally test the speed value;Specifically, according to the error of the value that tests the speed of each radar Estimated value, the error mean and error variance of the value that tests the speed based on preset each radar obtain each radar of current period The probability of error density for the value that tests the speed;It is tested the speed the error estimate of value according to each wheel shape raster velocity sensor, based on pre- If wheel shape raster velocity sensor test the speed the error mean and error variance of value, obtain each wheel shape grating speed in current period Spend the probability of error density of the value that tests the speed of sensor;The probability of error according to the value that tests the speed of each radar of the current period is close Degree, the reliability coefficient of the value that tests the speed based on preset radar calculate testing the speed for each radar of current period and are worth weight;According to working as The probability of error density of the value that tests the speed of each wheel shape raster velocity sensor in the preceding period, the confidence level based on the preset value that tests the speed Coefficient calculates each the testing the speed for wheel shape raster velocity sensor of the current period and is worth weight;It is each according to the current period The testing the speed of radar is worth testing the speed for each wheel shape raster velocity sensor of weight, the current period and is worth weight, the current period It is currently all to calculate train for the value that tests the speed of test the speed value and each wheel shape raster velocity sensor of the current period of each radar The train of phase totally tests the speed value.
8. a kind of locomotive velocity measuring system characterized by comprising
Execute processor, the installation acceleration transducer group ON TRAINS, installation of locomotive velocity measuring method as described in claim 1 The wheel shape raster velocity sensor group of radar group and installation ON TRAINS ON TRAINS;
Wherein, the processor connects the acceleration transducer group, radar group and the wheel shape raster velocity sensor group.
9. system according to claim 8, which is characterized in that the acceleration transducer group, the radar group and institute State headstock or the tailstock that wheel shape raster velocity sensor group is mounted on train.
CN201510927421.3A 2015-12-14 2015-12-14 A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system Active CN105372442B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510927421.3A CN105372442B (en) 2015-12-14 2015-12-14 A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201510927421.3A CN105372442B (en) 2015-12-14 2015-12-14 A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system

Publications (2)

Publication Number Publication Date
CN105372442A CN105372442A (en) 2016-03-02
CN105372442B true CN105372442B (en) 2019-06-18

Family

ID=55374821

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201510927421.3A Active CN105372442B (en) 2015-12-14 2015-12-14 A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system

Country Status (1)

Country Link
CN (1) CN105372442B (en)

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108663534B (en) * 2017-03-30 2020-05-22 比亚迪股份有限公司 Train and speed measuring method and system thereof
US10503170B2 (en) * 2017-08-28 2019-12-10 GM Global Technology Operations LLC Method and apparatus for monitoring an autonomous vehicle
CN109204388B (en) * 2018-08-15 2021-01-26 中车大连机车车辆有限公司 Train speed control method, system, device and computer readable storage medium
CN109664922B (en) * 2018-12-29 2020-12-18 交控科技股份有限公司 Fusion speed measurement processing method and device based on accelerometer
CN109578090B (en) * 2019-01-07 2021-09-21 北京博力威格智能传控设备有限公司 Turbine machine and rotating speed calculation algorithm thereof
CN110146720A (en) * 2019-05-06 2019-08-20 广东省特种设备检测研究院珠海检测院 A kind of velocity measuring device and measurement method of crane
CN110599779B (en) * 2019-08-09 2021-04-30 山西省煤炭地质物探测绘院 Intelligent street lamp self-checking system based on vehicle speed analysis
CN110728771B (en) * 2019-10-10 2021-08-17 清华大学 Method and device for quickly estimating acceleration of automatic driving system on line
CN110871827A (en) * 2019-11-25 2020-03-10 通号城市轨道交通技术有限公司 Speed and distance measuring method for rail train
CN110850402A (en) * 2019-11-28 2020-02-28 湖南率为控制科技有限公司 Four-beam Doppler velocity measurement method for carrier vehicle
CN111431454B (en) * 2020-04-28 2021-09-21 中山大洋电机股份有限公司 Method for judging reliability of estimated rotating speed of position-sensorless vector control permanent magnet motor
CN111766573B (en) * 2020-06-02 2024-02-27 武汉烽理光电技术有限公司 Method and system for improving array grating positioning spatial resolution through Kalman filtering
CN113353126B (en) * 2021-06-09 2022-10-28 中铁十二局集团电气化工程有限公司 Railway traffic signal monitoring device and monitoring method thereof
CN113588984B (en) * 2021-06-29 2024-03-26 通号城市轨道交通技术有限公司 Train speed and distance measuring method and device, electronic equipment and storage medium
CN113804914A (en) * 2021-08-02 2021-12-17 上海联影医疗科技股份有限公司 Motor speed measuring method and device, computer equipment and storage medium
CN113911173A (en) * 2021-10-26 2022-01-11 北京埃福瑞科技有限公司 Rail train speed measuring method and device
CN114104046B (en) * 2021-11-24 2024-04-26 交控科技股份有限公司 Train idle slide judging method, device, equipment and computer readable storage medium
CN114179869A (en) * 2021-12-24 2022-03-15 交控科技股份有限公司 Train speed measuring method and device and train
CN115402376A (en) * 2022-08-30 2022-11-29 通号城市轨道交通技术有限公司 Train integrity detection method and device
CN116626328A (en) * 2023-07-26 2023-08-22 济南嘉宏科技有限责任公司 Whole-course speed measuring equipment and method for underground vehicle

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101915586A (en) * 2010-07-22 2010-12-15 北京全路通信信号研究设计院 System and method for measuring speed and distance of railway vehicle
CN101949955A (en) * 2010-08-11 2011-01-19 北京交通大学 State self-checking method of combined speed measuring and positioning system for train
CN103018472A (en) * 2012-11-28 2013-04-03 北京交控科技有限公司 Speed measuring method based on train multi-sensor speed measuring system
CN103743920A (en) * 2013-12-30 2014-04-23 北京交控科技有限公司 Subway train speed measurement method and device on basis of single sensor
CN103935383A (en) * 2014-04-16 2014-07-23 北京全路通信信号研究设计院有限公司 Train speed measuring method and device

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101915586A (en) * 2010-07-22 2010-12-15 北京全路通信信号研究设计院 System and method for measuring speed and distance of railway vehicle
CN101949955A (en) * 2010-08-11 2011-01-19 北京交通大学 State self-checking method of combined speed measuring and positioning system for train
CN103018472A (en) * 2012-11-28 2013-04-03 北京交控科技有限公司 Speed measuring method based on train multi-sensor speed measuring system
CN103743920A (en) * 2013-12-30 2014-04-23 北京交控科技有限公司 Subway train speed measurement method and device on basis of single sensor
CN103935383A (en) * 2014-04-16 2014-07-23 北京全路通信信号研究设计院有限公司 Train speed measuring method and device

Also Published As

Publication number Publication date
CN105372442A (en) 2016-03-02

Similar Documents

Publication Publication Date Title
CN105372442B (en) A kind of locomotive velocity measuring method, processor and locomotive velocity measuring system
US6539293B2 (en) Method and device for monitoring bogies of multi-axle vehicles
CN110745162A (en) Train integrity checking method and system
CN104316729B (en) Self-diagnosis method of acceleration sensors for locomotive bogie detection
CN100561134C (en) Train GPS mileage self-correcting system and modification method thereof
CN103018472B (en) Speed measuring method based on train multi-sensor speed measuring system
CN104464307B (en) A kind of tunnel traffic based on video blocks up event automatic detection method
CN108415009A (en) A kind of train speed computational methods and system
CN102798803B (en) Method for detecting line fault of power distribution network
CN103738355B (en) A kind of velocity-measuring system
CN103913600A (en) Device and method for detecting speed measurement errors of speedometer of motor vehicle
BR102015030366A2 (en) system to monitor the operating conditions of a train
CN104608803A (en) Method for measuring speed of train
CN110992702A (en) Vehicle weight monitoring and early warning system and method
CN114779219B (en) System and method for monitoring detection state of laser radar of high-rise atmospheric metal layer
RU2754286C1 (en) Method for sensory analysis, control system containing computer software product for sensory analysis, passenger counting system and vehicle for transporting passengers, in particular, in rail and road traffic
CN201016738Y (en) Train GPS mileage automatic correcting system
CN113734241A (en) Method and system for monitoring ice and snow state of magnetic suspension line
CN105000034B (en) A kind of locomotive speedometer detected based on trackside
CN206475888U (en) Rail clip working state of system real-time monitoring device and system
CN110228506A (en) A kind of medium-and low-speed maglev train positioning-speed-measuring method and system based on wireless base station technology
CN113032907A (en) Method and system for correcting vehicle shaking disease data deviation based on waveform correlation
CN113682350A (en) Double-end ATP speed measurement system and method for guaranteeing speed measurement availability
CN108528475B (en) A kind of track transition fault alarm method based on multi-level fusion
CN103123303A (en) Quantifying and online monitoring method of bridge girder safe reliability

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
CB02 Change of applicant information

Address after: 100070 Beijing science and Technology Park of Fengtai District Seahawks Hospital No. 6 2, No. 3 (Park)

Applicant after: TRAFFIC CONTROL TECHNOLOGY Co.,Ltd.

Address before: 100070 Beijing science and Technology Park of Fengtai District Haiying Road No. 6 hospital of Beijing, the headquarters of the International 2 Building No. 3

Applicant before: TRAFFIC CONTROL TECHNOLOGY Co.,Ltd.

COR Change of bibliographic data
GR01 Patent grant
GR01 Patent grant