CN109739230A - Driving locus generation method, device and storage medium - Google Patents

Driving locus generation method, device and storage medium Download PDF

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Publication number
CN109739230A
CN109739230A CN201811631342.8A CN201811631342A CN109739230A CN 109739230 A CN109739230 A CN 109739230A CN 201811631342 A CN201811631342 A CN 201811631342A CN 109739230 A CN109739230 A CN 109739230A
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vehicle
information
effective
automatic driving
reference information
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CN109739230B (en
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宫博
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Baidu Online Network Technology Beijing Co Ltd
Beijing Baidu Netcom Science and Technology Co Ltd
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Beijing Baidu Netcom Science and Technology Co Ltd
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Abstract

The application provides a kind of driving locus generation method, device and storage medium, hot standby module of this method suitable for vehicle control syetem, the vehicle control syetem includes: main control module and hot standby module, wherein, this method comprises: when determining main control module operation irregularity, obtain reference information collection, the reference information collection includes: lane line information, the car status information of obstacle information and at least one vehicle, the effective reference information concentrated according to the reference information, generate the driving locus of automatic driving vehicle, effective reference information is the reference information that confidence level is higher than preset threshold.In the technical solution, hot standby module generates driving locus according to the reference information collection got, it can control automatic driving vehicle using the driving locus to drive safely, the security hidden trouble that the vehicle control syetem for solving automatic driving vehicle is likely to occur when breaking down.

Description

Driving locus generation method, device and storage medium
Technical field
This application involves automatic Pilot technical fields more particularly to a kind of driving locus generation method, device and storage to be situated between Matter.
Background technique
Automatic driving vehicle is also known as automatic driving vehicle, is that one kind by computer system realizes unpiloted intelligent vehicle , artificial intelligence, vision calculating, radar, monitoring device and global positioning system cooperative cooperating are relied on, the computer system of vehicle is made System can operate vehicle to automatic safe in the case where unattended.
In the prior art, automatic driving vehicle in the process of moving, lead it is possible that failure problems by vehicle control syetem It causes the driving behavior of automatic driving vehicle abnormal, there is the hidden danger for traffic accident occur.Thus, it needs to propose that a kind of method solves The security risk that the vehicle control syetem of automatic driving vehicle is likely to occur when breaking down.
Summary of the invention
The application provides a kind of driving locus generation method, device and storage medium, to solve the vehicle of automatic driving vehicle The problem of borne control system is likely to occur security risk when breaking down.
A kind of driving locus generation method that the application first aspect provides, the hot standby mould suitable for vehicle control syetem Block, the vehicle control syetem include: main control module and the hot standby module, which comprises
When determining the main control module operation irregularity, reference information collection is obtained, the reference information collection includes: lane line The car status information of information, obstacle information and at least one vehicle;
According to effective reference information that the reference information is concentrated, the driving locus of automatic driving vehicle is generated, it is described to have Effect reference information is the reference information that confidence level is higher than preset threshold.
In a kind of possible design of first aspect, it is described according to the reference information concentrate effective reference information, Before the driving locus for generating automatic driving vehicle, the method also includes:
Determine that the reference information concentrates the confidence level of each reference information;
The inactive reference information that the confidence level that the reference information is concentrated is lower than the preset threshold is rejected, the ginseng is retained Examine effective reference information that information concentrates confidence level to be higher than the preset threshold.
In the alternatively possible design of first aspect, the effective reference information concentrated according to the reference information, Generate the driving locus of automatic driving vehicle, comprising:
According to effective vehicle shape of effective lane line information and the automatic driving vehicle in effective reference information State information determines the destination path track of the automatic driving vehicle;
According to effective vehicle shape of effective obstacle information and at least one vehicle in effective reference information State information determines the target speed information of the automatic driving vehicle;
Based on the destination path track and the target speed information, the driving locus is generated.
In the above-mentioned possible design of first aspect, effective lane line information according in effective reference information With effective car status information of the automatic driving vehicle, the destination path track of the automatic driving vehicle is determined, comprising:
According to effective lane line information, the lane middle line of automatic driving vehicle institute traveling lane and described is determined The feasible interval range in lane;
According to effective car status information of the automatic driving vehicle, on the basis of the lane middle line, described in determination Preset quantity reference point in lane;
Position based on the smooth characteristic of driving locus and the preset quantity reference point, in the feasible region in the lane Between in range, generate the destination path track of the automatic driving vehicle.
Another in first aspect may design, at least one described vehicle includes: the automatic driving vehicle, institute Having in the first vehicle barrier and/or adjacent lane of risk of collision in lane has collision wind where stating automatic driving vehicle Second vehicle barrier of danger.
In the above-mentioned possible design of first aspect, effective obstacle information according in effective reference information With effective car status information of at least one vehicle, the target speed information of the automatic driving vehicle is determined, comprising:
According to the present speed of automatic driving vehicle described in effective car status information, the automatic driving vehicle The default brake stopping time between, determine the first acceleration when the automatic driving vehicle decelerates to stopping from the present speed is even;
According to the effective of effective car status information of first vehicle barrier and/or second vehicle barrier Car status information, determine when the automatic driving vehicle decelerates to target vehicle speed from the present speed is even the smallest second plus Speed, the target vehicle speed are the minimum speeies in first vehicle barrier and/or second vehicle barrier;
According to the range information of fixed obstacle in the automatic driving vehicle and effective obstacle information, institute is determined State automatic driving vehicle the smallest third acceleration when stopping before colliding with the fixed obstacle;
Based on first acceleration, second acceleration, the third acceleration, the target velocity letter is determined Breath, the corresponding speed trajectory of the target speed information is added with first acceleration, second acceleration, the third Maximum value in speed is the track that the uniformly retarded motion of deceleration is formed.
The application second aspect provides a kind of driving locus generating means, the hot standby mould suitable for vehicle control syetem Block, the vehicle control syetem include: main control module and the hot standby module, and described device includes: to obtain module and generation mould Block;
The acquisition module, for obtaining reference information collection, the reference when determining the main control module operation irregularity Information collection includes: the car status information of lane line information, obstacle information and at least one vehicle;
The generation module, effective reference information for being concentrated according to the reference information generate automatic driving vehicle Driving locus, effective reference information be confidence level be higher than preset threshold reference information.
In a kind of possible design of second aspect, described device further include: preprocessing module;
The preprocessing module, effective reference information for being concentrated in the generation module according to the reference information, It before the driving locus for generating automatic driving vehicle, determines that the reference information concentrates the confidence level of each reference information, rejects The confidence level that the reference information is concentrated is lower than the inactive reference information of the preset threshold, retains the reference information concentration and sets Reliability is higher than effective reference information of the preset threshold.
In the alternatively possible design of second aspect, the generation module, comprising: the first determination unit, second determine Unit and generation unit;
First determination unit, for according to effective lane line information in effective reference information and described automatic The effective car status information for driving vehicle, determines the destination path track of the automatic driving vehicle;
Second determination unit, for according in effective reference information effective obstacle information and it is described at least Effective car status information of one vehicle, determines the target speed information of the automatic driving vehicle;
The generation unit generates the driving for being based on the destination path track and the target speed information Track.
In the above-mentioned possible design of second aspect, first determination unit is specifically used for according to effective lane Line information determines the lane middle line of automatic driving vehicle institute traveling lane and the feasible interval range in the lane, according to Effective car status information of the automatic driving vehicle is determined default in the lane on the basis of the lane middle line Quantity reference point, the position based on the smooth characteristic of driving locus and the preset quantity reference point, in the lane In feasible interval range, the destination path track of the automatic driving vehicle is generated.
Another in second aspect may design, at least one described vehicle includes: the automatic driving vehicle, institute Having in the first vehicle barrier and/or adjacent lane of risk of collision in lane has collision wind where stating automatic driving vehicle Second vehicle barrier of danger.
In the above-mentioned possible design of second aspect, second determination unit is specifically used for according to effective vehicle The present speed of automatic driving vehicle described in status information, the automatic driving vehicle the default brake stopping time between, determine described in The first acceleration when automatic driving vehicle decelerates to stopping from the present speed is even, according to first vehicle barrier Effective car status information of effective car status information and/or second vehicle barrier, determines the automatic Pilot vehicle The smallest second acceleration when decelerating to target vehicle speed from the present speed is even, the target vehicle speed is first vehicle Minimum speed in barrier and/or second vehicle barrier, according to the automatic driving vehicle and effective obstacle The range information of fixed obstacle in object information determines that the automatic driving vehicle stops before colliding with the fixed obstacle When the smallest third acceleration, be based on first acceleration, second acceleration, the third acceleration, determine described in Target speed information, the corresponding speed trajectory of the target speed information be with first acceleration, second acceleration, Maximum value in the third acceleration is the track that the uniformly retarded motion of deceleration is formed.
The application third aspect provides a kind of driving locus generating means, including processor, memory and is stored in described On memory and the computer program that can run on a processor, the processor realize such as above-mentioned first when executing described program Method described in aspect and the various possible designs of first aspect.
The application fourth aspect provides a kind of storage medium, and instruction is stored in the storage medium, when it is in computer When upper operation, so that computer executes the method as described in first aspect and the various possible designs of first aspect.
The aspect of the application the 5th provides a kind of chip of operating instruction, the chip for execute above-mentioned first aspect and The first aspect various possible designs method.
Driving locus generation method, device and storage medium provided by the embodiments of the present application, hot standby module are determining master control When module operation irregularity, reference information collection is obtained, which includes: lane line information, obstacle information and at least The car status information of one vehicle generates driving for automatic driving vehicle according to effective reference information that the reference information is concentrated Track is sailed, which is the reference information that confidence level is higher than preset threshold.In the technical solution, hot standby module according to The reference information collection got generates driving locus, can control automatic driving vehicle using the driving locus and drives safely, Traffic accident is avoided to a certain extent, and the vehicle control syetem for solving automatic driving vehicle may when breaking down The security hidden trouble of appearance.
Detailed description of the invention
Fig. 1 is the structural schematic diagram of vehicle control syetem provided by the embodiments of the present application;
Fig. 2 is the flow diagram of driving locus generation method embodiment one provided by the embodiments of the present application;
Fig. 3 is the flow diagram of driving locus generation method embodiment two provided by the embodiments of the present application;
Fig. 4 is the flow diagram of driving locus generation method embodiment three provided by the embodiments of the present application;
Fig. 5 is the flow diagram of driving locus generation method example IV provided by the embodiments of the present application;
Fig. 6 for automatic driving vehicle institute traveling lane schematic diagram of a scenario;
Fig. 7 is the flow diagram of driving locus generation method embodiment five provided by the embodiments of the present application;
Fig. 8 is the structural schematic diagram of driving locus generating means embodiment one provided by the embodiments of the present application;
Fig. 9 is the structural schematic diagram of driving locus generating means embodiment two provided by the embodiments of the present application;
Figure 10 is the structural schematic diagram of driving locus generating means embodiment three provided by the embodiments of the present application;
Figure 11 is the structural schematic diagram of driving locus generating means example IV provided by the embodiments of the present application.
Specific embodiment
To keep the purposes, technical schemes and advantages of the embodiment of the present application clearer, below in conjunction with the embodiment of the present application In attached drawing, the technical scheme in the embodiment of the application is clearly and completely described, it is clear that described embodiment is Some embodiments of the present application, instead of all the embodiments.Based on the embodiment in the application, those of ordinary skill in the art Every other embodiment obtained without creative efforts, shall fall in the protection scope of this application.
Driving locus generation method provided by the embodiments of the present application is applied in the vehicle control syetem of automatic driving vehicle, Fig. 1 is the structural schematic diagram of vehicle control syetem provided by the embodiments of the present application.As shown in Figure 1, the vehicle control syetem includes: Main control module 11 and hot standby module 12.It is automatic using the hot standby temporarily control of module 12 when the main control module 11 breaks down Drive the driving status of vehicle.
Optionally, the main control module 11 and hot standby module 12 can be connected with each other, it is generally the case that the main control module 11 is just Often when work, which controls the automatic running of automatic driving vehicle, which can assist main control module The driving status of 11 control automatic driving vehicles, when 11 abnormal work of main control module, which can replace the master The driving status that module 11 controls automatic driving vehicle is controlled, to guarantee the safety traffic of automatic driving vehicle.
Illustratively, in the present embodiment, which is the higher system of performance, it is generally the case that vehicle-mounted control System processed is only using main control module 11 according to the car status information got and the reality of the automatic driving vehicle institute driving path When traffic information (including traffic congestion information, path restricted information) control the driving status of automatic driving vehicle, and detect When occurring abnormal to the working condition of the main control module 11, then failure locating for automatic driving vehicle is obtained using hot standby module 12 The reference information collection of scene, and the driving status of the driving locus control automatic driving vehicle determined according to reference information collection.
It is worth noting that in embodiments herein, which can be that cost is relatively low, system resource has The hardware platform of limit, the limited resources having can substitute the temporary work of main control module 11 when main control module 11 breaks down Make a period of time, to avoid there is traffic accident.
Illustratively, in the present embodiment, which can also include: and the main control module 11 and this is hot standby The detection module 13 and alarm module 14 that module 12 connects.The detection module 13 can be used for detecting main control module 11 and this is hot standby The working condition of module 12, alarm module 14 can be used for occurring in the working condition of main control module 11 and/or hot standby module 12 When abnormal, alarm.
Optionally, embodiment shown in fig. 1 includes main control module 11, hot standby module 12, detection mould with vehicle control syetem It is illustrated for block 13, alarm module 14.It is worth noting that the vehicle control syetem can also include detecting devices, control The other kinds of equipment such as control equipment and power-supply device.The embodiment of the present application not to the concrete composition of vehicle control syetem into Row limits, and can be determined according to the actual situation.
The embodiment of the present application proposes a kind of driving locus generation method, device and storage medium, is determining main control module When operation irregularity, hot standby module obtains reference information collection, the reference information collection include: lane line information, obstacle information and The car status information of at least one vehicle generates automatic driving vehicle according to effective reference information that the reference information is concentrated Driving locus, effective reference information be confidence level be higher than preset threshold reference information.In the technical solution, hot standby module Driving locus is generated according to the reference information collection got, can control automatic driving vehicle security row using the driving locus It sails, avoids traffic accident to a certain extent.
In the following, being described in detail by technical solution of the specific embodiment to the application.It should be noted that below this Several specific embodiments can be combined with each other, may in certain embodiments no longer for the same or similar concept or process It repeats.
Fig. 2 is the flow diagram of driving locus generation method embodiment one provided by the embodiments of the present application.This method is suitable For the hot standby module in vehicle control syetem shown in Fig. 1.As shown in Fig. 2, the driving locus generation method may include as follows Step:
Step 21: in the operation irregularity for determining main control module, obtaining reference information collection, which includes: vehicle The car status information of diatom information, obstacle information and at least one vehicle.
Illustratively, in the present embodiment, automatic in order to guarantee when the main control module of vehicle control syetem breaks down Driving vehicle still can be with normally travel for a period of time, which can use the sensor real-time detection being installed on vehicle Around the automatic driving vehicle, for example, the lane line information of the automatic driving vehicle institute traveling lane, with the automatic driving vehicle The car status information of obstacle information and at least one vehicle within the scope of pre-determined distance.Optionally, the present embodiment In at least one vehicle include: automatic driving vehicle itself and other vehicles.
In the present embodiment, the hot standby module of vehicle control syetem can according to get lane line information, barrier Scene information locating for information and the comprehensive determining automatic driving vehicle of the car status information of at least one vehicle, and generate Corresponding driving locus.
Illustratively, in the present embodiment, which may include: positioned at the automatic driving vehicle institute Travel vehicle Fixed obstacle in road, just in the process of moving but vehicle for having risk of collision with the automatic driving vehicle etc..This implementation Example does not limit the specific manifestation form of obstacle information, can be determines according to actual conditions.
Illustratively, in a kind of possible design, hot standby module can use the spy being arranged on automatic driving vehicle Measurement equipment obtains above-mentioned reference information collection by visual perception or barrier perception.Wherein, which includes: source, laser apparatus Standby, picture pick-up device, radar equipment, infrared equipment.
Illustratively, which may include but be not limited to include any one in following equipment: radar is set Standby, laser equipment, picture pick-up device, radar equipment, infrared equipment.For example, the detecting devices can also be ultrasonic listening equipment, Ranging detecting devices, visual detection equipment etc. and combinations thereof.
In the present embodiment, for automatic driving vehicle during traveling, vehicle control syetem can be by setting certainly The dynamic detecting devices driven on vehicle sends detectable signal to surrounding, to obtain within the scope of the automatic driving vehicle pre-determined distance The relevant information of object.For example, being obtained using the object around detecting devices scanning by visual perception or method for barrier perception The friendship of the car status informations such as pick-up diatom information, obstacle information, the position of each vehicle, speed, acceleration and trackside Ventilating signal lamp and road condition information, and using these information as the reference information collection of automatic driving vehicle generation driving locus.
Step 22: the effective reference information concentrated according to the reference information generates the driving locus of automatic driving vehicle.
Wherein, which is the reference information that confidence level is higher than preset threshold.
In the present embodiment, in order to enable confidence level can be higher than preset threshold by accurate driving locus, hot standby module Reference information as reference frame, to generate the driving locus of the automatic driving vehicle.It illustratively, will in the present embodiment The reference information that the reference information concentrates confidence level to be higher than preset threshold is known as effective reference information.
Illustratively, hot standby module can be based on effective vehicle of the effective lane line information, at least one vehicle that get Status information generates destination path track, effective vehicle-state based on the obstacle information and at least one vehicle that get Information generates target speed information.The destination path track and target speed information can be integrated into the driving of automatic driving vehicle Track.
It is worth noting that in the present embodiment, requirement of the hot standby module to hardware resource is lower, it is only necessary to ensure master control Module operation irregularity starts not crash during to user's adapter tube automatic driving vehicle, continues a journey or stops along original lane Stop.Thus, it is in the present embodiment, not high to the performance requirement of hot standby module, reduce the cost of automatic driving vehicle.
Specifically, the driving locus generation method of the present embodiment is particularly suitable for High-Speed Automatic driving, and main control module is sent out It is switched to when raw failure under the scene of hot standby module control.Since hot standby module can be with based on the above-mentioned reference information collection got Safety, rational driving locus are generated, reduces iteration bring resource overhead and complexity density, therefore the hot standby module It generates that hardware resource required for the driving locus is few, chip processing capabilities are low, thus reduces costs.
Driving locus generation method provided by the embodiments of the present application, hot standby module when determining main control module operation irregularity, Reference information collection is obtained, which includes: the vehicle shape of lane line information, obstacle information and at least one vehicle State information is concentrated confidence level higher than effective reference information of the reference information of preset threshold, is generated automatic according to the reference information Drive the driving locus of vehicle.In the technical solution, driving locus that automatic driving vehicle is generated according to hot standby module is after continuing It sails, traffic accident can be avoided to a certain extent, it is ensured that automatic driving vehicle safety traffic.
Illustratively, on the basis of the above embodiments, Fig. 3 is driving locus generation method provided by the embodiments of the present application The flow diagram of embodiment two.As shown in figure 3, in the present embodiment, (being concentrated according to the reference information in above-mentioned steps 22 Effective reference information generates the driving locus of automatic driving vehicle) before, this method can also include the following steps:
Step 31: determining that the reference information concentrates the confidence level of each reference information.
Illustratively, in the present embodiment, hot standby module gets the ginseng of the automatic driving vehicle by detecting devices etc. After examining information collection, lane line information that hot standby module analysis difference detecting devices is exported in different moments, obstacle information and extremely The car status information of a few vehicle, calculates the confidence level that the reference information concentrates each reference information.
For example, for the barrier on the automatic driving vehicle institute traveling lane, the available laser radar of hot standby module, Multiple description informations for the barrier that picture pick-up device, infrared equipment export at multiple continuous moment, by multiple Description information carries out comprehensive analysis, determines correct information therein and error message, according to correct information and error message Ratio in multiple description information determines the confidence level of the obstacle information got.
Similarly, lane line information, the confidence level of the car status information of at least one vehicle concentrated for reference information Determine that method is similar with the method for determining obstacle information confidence level, details are not described herein again.
Step 32: the confidence level for rejecting reference information concentration is lower than the inactive reference information of preset threshold, retains the ginseng Examine effective reference information that information concentrates confidence level to be higher than preset threshold.
Illustratively, in the present embodiment, the threshold value of confidence level can be previously set in hot standby module, for example, to preset threshold It is worth the reference information as the line of demarcation for determining inactive reference information and effective reference information, by confidence level lower than preset threshold to claim For inactive reference information, the reference information that confidence level is higher than preset threshold is known as effective reference information.
It, can be by reference information in order to improve the reasonability and safety of the driving locus being subsequently generated in the present embodiment The inactive reference information of concentration is rejected, and effective reference information of reference information concentration is retained so that hot standby module can only according to The driving locus of automatic driving vehicle is generated according to effective reference information that the reference information is concentrated.
Driving locus generation method provided by the embodiments of the present application, hot standby module determine that the reference information concentrates each reference The confidence level of information, and the confidence level for rejecting reference information concentration is lower than the inactive reference information of preset threshold, retains the ginseng Effective reference information that information concentrates confidence level to be higher than preset threshold is examined, module hot standby in this way can be concentrated only according to reference information Effective reference information generate driving locus, improve the reasonability and safety of driving locus, be automatic driving vehicle peace Full traveling is laid a good foundation.
Illustratively, on the basis of the above embodiments, Fig. 4 is driving locus generation method provided by the embodiments of the present application The flow diagram of embodiment three.As shown in figure 4, in the present embodiment, above-mentioned steps 22 (have according to what the reference information was concentrated Reference information is imitated, the driving locus of automatic driving vehicle is generated) it can be achieved by the steps of:
Step 41: according to effective vehicle of effective lane line information and the automatic driving vehicle in effective reference information Status information determines the destination path track of the automatic driving vehicle.
In the present embodiment, hot standby module can be determined first using effective lane line information in effective reference information Reference line function and its interval range on the lane of the automatic driving vehicle on institute's traveling lane, certainly in conjunction with this The dynamic effective car status information for driving vehicle determines the preset travel distance in preset time period, and then determines that this is automatic Drive destination path track of the vehicle in the preset travel distance range.
Specific implementation about the step 41 may refer to the record of following embodiment illustrated in fig. 5, no longer superfluous herein It states.
Step 42: according to effective vehicle shape of effective obstacle information and at least one vehicle in effective reference information State information determines the target speed information of the automatic driving vehicle.
In the present embodiment, hot standby module is automatic by this first using effective obstacle information in effective reference information Traveling lane where driving vehicle or the obstacle information on adjacent lane are divided into a variety of situations, for example, the automatic driving vehicle In institute's traveling lane there are fixed obstacle and/or the vehicle barrier or adjacent lane that have risk of collision there are collisions The vehicle barrier etc. of risk.Secondly, effective car status information according at least one vehicle is found out under different situations respectively, The traveling acceleration of the automatic driving vehicle, finally, determining the target speed information of the automatic driving vehicle.
Specific implementation about the step 42 may refer to the record of following embodiment illustrated in fig. 7, no longer superfluous herein It states.
It is worth noting that the embodiment of the present application do not limit the step 42 and step 41 execute sequence, hot standby module Step 42 can be first carried out and generate target speed information, then execute step 41 and generate target trajectory information, also may be performed simultaneously Step 41 and step 42 can be determined according to the actual situation with obtaining destination path track and target speed information.
Step 43: being based on the destination path track and target speed information, generate driving locus.
In the present embodiment, when hot standby module determines destination path track and the target velocity letter of the automatic driving vehicle After breath, which is integrated on the destination path track at corresponding moment, generates the driving locus at corresponding moment Point set, the curve that all driving locus point sets are formed are the driving locus of automatic driving vehicle.
Driving locus generation method provided by the embodiments of the present application is believed according to effective lane line in effective reference information Effective car status information of breath and the automatic driving vehicle, determines the destination path track of the automatic driving vehicle, according to this Effective car status information of effective obstacle information and at least one vehicle in effective reference information, determines the automatic Pilot The target speed information of vehicle finally generates driving locus based on the destination path track and target speed information.The technical side Case, hot standby module determine destination path track and target speed information according to the effective reference information got respectively, regeneration At trace information, the reasonability and safety of driving locus are improved.
Illustratively, on the basis of the above embodiments, Fig. 5 is driving locus generation method provided by the embodiments of the present application The flow diagram of example IV.As shown in figure 5, in the present embodiment, above-mentioned steps 41 are (according in effective reference information Effective car status information of effective lane line information and the automatic driving vehicle, determines the destination path of the automatic driving vehicle Track) it can be achieved by the steps of:
Step 51: according to effective lane line information, determine the automatic driving vehicle institute traveling lane lane middle line and The feasible interval range in the lane.
Optionally, in the present embodiment, hot standby module determines the automatic driving vehicle according to effective lane line information The two sides lane line parameter of institute's traveling lane, according to the relative position of two sides lane line, using the center line of two sides lane line as Lane middle line, using the vertical distance range between the lane line of two sides as the feasible interval range in the lane.
For example, schematic diagram of a scenario of the Fig. 6 for automatic driving vehicle institute traveling lane.As shown in fig. 6, automatic driving vehicle is just Traveling is on lane 60, which is respectively lane line 601 and lane line 602, correspondingly, the center line in the lane claims For lane middle line 61, the range between lane line 601 and lane line 602 is the feasible interval range in lane.
Step 52: according to effective car status information of the automatic driving vehicle, on the basis of the lane middle line, determining should Preset quantity reference point in lane.
Optionally, in the present embodiment, hot standby module is from the effective status information of the automatic driving vehicle got, It determines current driving speed, preset quantity reference point is determined on the lane according to the current driving speed, adjacent two The distance between a reference point is related with current driving speed and sampling time interval.
About reference point quantity and sampling time interval can determines according to actual conditions, the present embodiment not to its into Row limits.
Step 53: the position based on driving locus smooth characteristic and the preset quantity reference point, in the lane can In row interval range, the destination path track of the automatic driving vehicle is generated.
In the present embodiment, the characteristic smooth based on practical driving locus, the destination path track of generation should be one Smoothly, curvature and curvature interconversion rate are lesser, and level off to the curve that line function is referred in the lane.
Illustratively, in the present embodiment, the driving locus of automatic driving vehicle can be mapped on two-dimensional surface.It is false If the destination path track of the automatic driving vehicle is using vehicle as the function y (x) of origin=ax3+bx2+ cx, the function were Origin and trivalent differentiable functions, the reference line function of the destination path track are z (x)=dx3+ex2+fx+g.Wherein, x is indicated certainly The dynamic vehicle that drives is in the coordinate of driving direction, when y (x) indicates that automatic driving vehicle is at x, on lane line and x Vertical Square To coordinate.A, b, c are the coefficient of path locus to be solved;D, e, f, g be can be according to two sides lane line parameter and lane The known constant that middle line solves.
Optionally, in order to guarantee the safety traffic of the automatic driving vehicle, the destination path track of the automatic driving vehicle Function is preferably minimum with reference line function absolute value of the difference at corresponding coordinate, i.e. target are as follows:Wherein,After representative function y (x) seeks three subderivatives Function,Representative function y (x) seeks the function after second derivative.
In the present embodiment, in order to guarantee the driving locus of automatic driving vehicle in this lane, which needs Meet following constraint condition: left (x)≤ax3+bx2+ cx≤right (x), wherein left (x) indicates the automatic driving vehicle Before being with vehicle heading, on the left of lane line function, right (x) indicates the automatic driving vehicle with vehicle driving side Xiang Weiqian, on the right side of lane line function.
That is, the purpose of the present embodiment beWhen optimal, ask The problem of solving coefficient a, b, c in function y (x).Illustratively, the problem of solving coefficient a, b, c in function y (x) can adopt It is solved with convex optimization method, the scheme about convex optimization method belongs to the prior art, and details are not described herein again.
Driving locus generation method provided by the embodiments of the present application, hot standby module are determined according to effective lane line information The lane middle line of the automatic driving vehicle institute traveling lane and the feasible interval range in the lane, according to the automatic driving vehicle Effective car status information determines the preset quantity reference point in the lane on the basis of the lane middle line, based on driving rail The position of mark smooth characteristic and preset quantity reference point generates automatic Pilot vehicle in the feasible interval range in the lane Destination path track.In the technical solution, the destination path track that hot standby module generates is smooth and curvature and curvature become Rate is small, and trend is the curve travelled along lane middle line, and reasonability is high, and safety is good, improves the safety of traveling.
Illustratively, in a kind of possible design of the present embodiment, at least one above-mentioned vehicle includes: the automatic Pilot vehicle , have touching in the first vehicle barrier and/or adjacent lane of risk of collision in lane where the automatic driving vehicle Hit the second vehicle barrier of risk.
Correspondingly, on the basis of the above embodiments, Fig. 7 is that driving locus generation method provided by the embodiments of the present application is real Apply the flow diagram of example five.As shown in fig. 7, in the present embodiment, above-mentioned steps 42 are (according to having in effective reference information The effective car status information for imitating obstacle information and at least one vehicle determines the target velocity letter of the automatic driving vehicle Breath) it can be achieved by the steps of:
Step 71: according to the present speed of automatic driving vehicle in effective car status information, automatic driving vehicle Between the default stopping time of stopping, the first acceleration when the automatic driving vehicle decelerates to stopping from present speed is even is determined.
In the present embodiment, in order to guarantee that automatic driving vehicle under High-Speed Automatic driving task scene, can be protected simultaneously Hinder the smoothing processing of speed and body-sensing acceleration.Therefore, it is possible to according to effective vehicle of obstacle information and at least one vehicle Status information determines most reasonable target speed information.
As an example, it is assumed that without barrier in automatic driving vehicle institute traveling lane, hot standby module can basis Between the present speed of automatic driving vehicle, the default brake stopping time of automatic driving vehicle, influenced in the comfort on user the smallest In the case of, the first acceleration is calculated, when which is that the automatic driving vehicle decelerates to stopping from present speed is even Acceleration.
Step 72: according to effective car status information of first vehicle barrier and/or second vehicle barrier Effective car status information determines when the automatic driving vehicle decelerates to target vehicle speed from present speed is even that the smallest second accelerates Degree.
Wherein, which is the minimum speed in the first vehicle barrier and/or the second vehicle barrier.
Optionally, as another example, it is assumed that there are the of risk of collision in automatic driving vehicle institute traveling lane The second vehicle barrier for having risk of collision in one vehicle barrier and/or adjacent lane, in order to avoid automatic driving vehicle It collides risk with the first vehicle barrier or the second vehicle barrier, the target velocity of the automatic driving vehicle should be less than Minimum speed among one vehicle barrier and the second vehicle barrier.
So in the present embodiment, hot standby module is under the premise of considering interior users'comfort, according to first vehicle Effective car status information of barrier and/or effective car status information of second vehicle barrier calculate second and add Speed, the smallest second accelerates when which decelerates to target vehicle speed from present speed is even for the automatic driving vehicle Degree.
Step 73: according to the range information of fixed obstacle in the automatic driving vehicle and effective obstacle information, Determine the automatic driving vehicle the smallest third acceleration when stopping before colliding with the fixed obstacle.
Optionally, as another example, it is assumed that there are fixed obstacle in automatic driving vehicle institute traveling lane, in order to The risk that collides is avoided, automatic driving vehicle needs stop before driving to the fixed obstacle position, thus, Hot standby module needs to calculate automatic driving vehicle the smallest third acceleration when stopping before colliding with the fixed obstacle.
Step 74: being based on first acceleration, the second acceleration, third acceleration, determine the target speed information, the mesh The corresponding speed trajectory of mark velocity information is with the maximum value in the first acceleration, the second acceleration, third acceleration for deceleration The track that the uniformly retarded motion of degree is formed.
Illustratively, in the present embodiment, hot standby module scene according to locating for automatic driving vehicle calculated first adds Speed, the second acceleration and third acceleration can carry out real-time update in automatic driving vehicle driving process, thus, in this reality It applies in example, automatic driving vehicle can select corresponding acceleration to form actual target velocity letter according to actually located scene Breath.
Optionally, the corresponding speed trajectory of the target speed information is accelerated with the first acceleration, the second acceleration, third Maximum value in degree is the track that the uniformly retarded motion of deceleration is formed.
Driving locus generation method provided by the embodiments of the present application, hot standby module combine in effective car status information certainly The dynamic present speed for driving vehicle, the automatic driving vehicle the default brake stopping time between and the first vehicle barrier effective vehicle Effective car status information of status information and/or the second vehicle barrier, in conjunction with automatic driving vehicle and effective barrier The range information for hindering fixed obstacle in object information, determines target speed information.In the technical solution, what hot standby module determined Target speed information is more bonded actual scene, can guarantee safety traffic of the automatic driving vehicle in main control module failure.
It is worth noting that the driving locus generation method of the present embodiment is especially heavy for the automatic Pilot scene of high speed It wants, this is because safety is absolutely to ensure, it is the basic of automatic driving vehicle, and the core with competing condition ratio Heart competitiveness.In the present embodiment, optimal selection of the hot standby module as safety frame, wherein driving locus generation side Method is the core function that hot standby module guarantees automatic driving vehicle normally travel, being capable of limited in hardware resource to processing capacity Under the premise of effective, guarantee automatic driving vehicle safety traffic.
Following is the application Installation practice, can be used for executing the application embodiment of the method.It is real for the application device Undisclosed details in example is applied, the application embodiment of the method is please referred to.
Fig. 8 is the structural schematic diagram of driving locus generating means embodiment one provided by the embodiments of the present application.The device can To be integrated in the hot standby module in vehicle control syetem, can also be realized by the hot standby module, the vehicle control syetem packet It includes: main control module and hot standby module.As shown in figure 8, the apparatus may include: obtain module 81 and generation module 82.
Wherein, acquisition module 81, for obtaining reference information collection, institute when determining the main control module operation irregularity State the car status information that reference information collection includes: lane line information, obstacle information and at least one vehicle;
The generation module 82, effective reference information for being concentrated according to the reference information generate automatic driving vehicle Driving locus, effective reference information be confidence level be higher than preset threshold reference information.
Illustratively, Fig. 9 is the structural schematic diagram of driving locus generating means embodiment two provided by the embodiments of the present application. As shown in figure 9, in the present embodiment, which can also include: preprocessing module 91.
The preprocessing module 91, effective reference information for being concentrated in the generation module 82 according to the reference information, It before the driving locus for generating automatic driving vehicle, determines that the reference information concentrates the confidence level of each reference information, rejects The confidence level that the reference information is concentrated is lower than the inactive reference information of the preset threshold, retains the reference information concentration and sets Reliability is higher than effective reference information of the preset threshold.
Illustratively, Figure 10 is the structural representation of driving locus generating means embodiment three provided by the embodiments of the present application Figure.As shown in Figure 10, in the present embodiment, above-mentioned generation module 82, comprising: the first determination unit 101, the second determination unit 102 and generation unit 103.
First determination unit 101, for according in effective reference information effective lane line information and it is described from The dynamic effective car status information for driving vehicle, determines the destination path track of the automatic driving vehicle;
Second determination unit 102, for according in effective reference information effective obstacle information and it is described extremely Effective car status information of a few vehicle, determines the target speed information of the automatic driving vehicle;
The generation unit 103 generates the driving for being based on the destination path track and the target speed information Track.
Illustratively, in the present embodiment, first determination unit 101 is specifically used for being believed according to effective lane line Breath, determines the lane middle line of automatic driving vehicle institute traveling lane and the feasible interval range in the lane, according to described Effective car status information of automatic driving vehicle determines the preset quantity in the lane on the basis of the lane middle line A reference point, the position based on the smooth characteristic of driving locus and the preset quantity reference point, in the feasible of the lane In interval range, the destination path track of the automatic driving vehicle is generated.
Illustratively, in the present embodiment, at least one described vehicle include: the automatic driving vehicle, it is described automatic Drive where vehicle have risk of collision the having in the first vehicle barrier and/or adjacent lane of risk of collision in lane Two vehicle barriers.
Correspondingly, in the present embodiment, which is specifically used for being believed according to effective vehicle-state The present speed of automatic driving vehicle described in breath, the automatic driving vehicle the default brake stopping time between, determine and described drive automatically The first acceleration when vehicle decelerates to stopping from the present speed is even is sailed, according to effective vehicle of first vehicle barrier Effective car status information of status information and/or second vehicle barrier, determines the automatic driving vehicle from institute State that present speed is even to decelerate to the smallest second acceleration when target vehicle speed, the target vehicle speed is first vehicle barrier And/or the minimum speed in second vehicle barrier, according to the automatic driving vehicle and effective obstacle information The range information of middle fixed obstacle determines that the automatic driving vehicle is minimum when stopping before colliding with the fixed obstacle Third acceleration, be based on first acceleration, second acceleration, the third acceleration, determine target speed Spend information, the corresponding speed trajectory of the target speed information is with first acceleration, second acceleration, described the Maximum value in three acceleration is the track that the uniformly retarded motion of deceleration is formed.
Device provided by the embodiments of the present application can be used for executing method of the Fig. 2 into embodiment illustrated in fig. 7, realize former Reason is similar with technical effect, and details are not described herein.
It should be noted that it should be understood that the modules of apparatus above division be only a kind of logic function division, It can completely or partially be integrated on a physical entity in actual implementation, it can also be physically separate.And these modules can be with All realized by way of processing element calls with software;It can also all realize in the form of hardware;It can also part mould Block realizes that part of module passes through formal implementation of hardware by way of processing element calls software.For example, determining module can be with For the processing element individually set up, it also can integrate and realized in some chip of above-mentioned apparatus, in addition it is also possible to program The form of code is stored in the memory of above-mentioned apparatus, is called by some processing element of above-mentioned apparatus and is executed above true The function of cover half block.The realization of other modules is similar therewith.Furthermore these modules completely or partially can integrate together, can also With independent realization.Processing element described here can be a kind of integrated circuit, the processing capacity with signal.In the process of realization In, each step of the above method or the above modules can by the integrated logic circuit of the hardware in processor elements or The instruction of software form is completed.
For example, the above module can be arranged to implement one or more integrated circuits of above method, such as: One or more specific integrated circuits (application specific integrated circuit, ASIC), or, one Or multi-microprocessor (digital signal processor, DSP), or, one or more field programmable gate array (field programmable gate array, FPGA) etc..For another example, when some above module dispatches journey by processing element When the form of sequence code is realized, which can be general processor, such as central processing unit (central Processing unit, CPU) or it is other can be with the processor of caller code.For another example, these modules can integrate one It rises, is realized in the form of system on chip (system-on-a-chip, SOC).
In the above-described embodiments, can come wholly or partly by software, hardware, firmware or any combination thereof real It is existing.When implemented in software, it can entirely or partly realize in the form of a computer program product.The computer program Product includes one or more computer instructions.When loading on computers and executing the computer program instructions, all or It partly generates according to process or function described in the embodiment of the present application.The computer can be general purpose computer, dedicated meter Calculation machine, computer network or other programmable devices.The computer instruction can store in computer readable storage medium In, or from a computer readable storage medium to the transmission of another computer readable storage medium, for example, the computer Instruction can pass through wired (such as coaxial cable, optical fiber, number from a web-site, computer, server or data center User's line (DSL)) or wireless (such as infrared, wireless, microwave etc.) mode to another web-site, computer, server or Data center is transmitted.The computer readable storage medium can be any usable medium that computer can access or It is comprising data storage devices such as one or more usable mediums integrated server, data centers.The usable medium can be with It is magnetic medium, (for example, floppy disk, hard disk, tape), optical medium (for example, DVD) or semiconductor medium (such as solid state hard disk Solid state disk (SSD)) etc..
Figure 11 is the structural schematic diagram of driving locus generating means example IV provided by the embodiments of the present application.Such as Figure 11 institute Show, the apparatus may include: processor 111, memory 112, communication interface 113 and system bus 114, the memory 112 It connect and completes mutual communication, institute with the processor 111 by the system bus 114 with the communication interface 113 Memory 112 is stated for storing computer executed instructions, the communication interface 113 is used for and other equipment are communicated, described Processor 111 realizes such as scheme of the above-mentioned Fig. 2 into embodiment illustrated in fig. 7 when executing the computer program.
The system bus mentioned in the Figure 11 can be Peripheral Component Interconnect standard (peripheral component Interconnect, PCI) bus or expanding the industrial standard structure (extended industry standard Architecture, EISA) bus etc..The system bus can be divided into address bus, data/address bus, control bus etc..For Convenient for indicating, only indicated with a thick line in figure, it is not intended that an only bus or a type of bus.Communication interface For realizing the communication between database access device and other equipment (such as client, read-write library and read-only library).Memory May include random access memory (random access memory, RAM), it is also possible to further include nonvolatile memory (non-volatile memory), for example, at least a magnetic disk storage.
Above-mentioned processor can be general processor, including central processor CPU, network processing unit (network Processor, NP) etc.;It can also be digital signal processor DSP, application-specific integrated circuit ASIC, field programmable gate array FPGA or other programmable logic device, discrete gate or transistor logic, discrete hardware components.
Optionally, the embodiment of the present application also provides a kind of storage medium, and instruction is stored in the storage medium, when its When being run on computer, so that computer executes the method such as above-mentioned Fig. 2 to embodiment illustrated in fig. 7.
Optionally, the embodiment of the present application also provides a kind of chip of operating instruction, and the chip is for executing above-mentioned Fig. 2 extremely The method of embodiment illustrated in fig. 7.
The embodiment of the present application also provides a kind of program product, and described program product includes computer program, the computer Program is stored in a storage medium, at least one processor can read the computer program from the storage medium, described The method that at least one processor can realize above-mentioned Fig. 2 to embodiment illustrated in fig. 7 when executing the computer program.
In the application, "at least one" refers to one or more, and " multiple " refer to two or more."and/or", The incidence relation of affiliated partner is described, indicates may exist three kinds of relationships, for example, A and/or B, can indicate: individualism A, Exist simultaneously A and B, the case where individualism B, wherein A, B can be odd number or plural number.Character "/" typicallys represent front and back and closes Connection object is a kind of relationship of "or";In formula, character "/" indicates that forward-backward correlation object is the relationship of a kind of " being divided by ". At least one of " following (a) " or its similar expression, refer to these in any combination, including individual event (a) or complex item Any combination of (a).
It is understood that the area that the various digital numbers involved in embodiments herein only carry out for convenience of description Point, it is not intended to limit the range of embodiments herein.
It is understood that magnitude of the sequence numbers of the above procedures are not meant to execute in embodiments herein Sequence it is successive, the execution of each process sequence should be determined by its function and internal logic, without coping with embodiments herein Implementation process constitutes any restriction.
Finally, it should be noted that the above various embodiments is only to illustrate the technical solution of the application, rather than its limitations;To the greatest extent Pipe is described in detail the application referring to foregoing embodiments, those skilled in the art should understand that: its according to So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into Row equivalent replacement;And these are modified or replaceed, each embodiment technology of the application that it does not separate the essence of the corresponding technical solution The range of scheme.

Claims (10)

1. a kind of driving locus generation method, the hot standby module suitable for vehicle control syetem, the vehicle control syetem packet It includes: main control module and the hot standby module, which is characterized in that the described method includes:
When determining the main control module operation irregularity, reference information collection is obtained, the reference information collection includes: lane line letter The car status information of breath, obstacle information and at least one vehicle;
According to effective reference information that the reference information is concentrated, the driving locus of automatic driving vehicle, effective ginseng are generated Examining information is the reference information that confidence level is higher than preset threshold.
2. the method according to claim 1, wherein in the effective reference concentrated according to the reference information Information, before the driving locus for generating automatic driving vehicle, the method also includes:
Determine that the reference information concentrates the confidence level of each reference information;
The inactive reference information that the confidence level that the reference information is concentrated is lower than the preset threshold is rejected, is retained described with reference to letter Breath concentrates confidence level higher than effective reference information of the preset threshold.
3. method according to claim 1 or 2, which is characterized in that the effective ginseng concentrated according to the reference information Information is examined, the driving locus of automatic driving vehicle is generated, comprising:
Believed according to effective vehicle-state of effective lane line information and the automatic driving vehicle in effective reference information Breath, determines the destination path track of the automatic driving vehicle;
Believed according to effective vehicle-state of effective obstacle information and at least one vehicle in effective reference information Breath, determines the target speed information of the automatic driving vehicle;
Based on the destination path track and the target speed information, the driving locus is generated.
4. according to the method described in claim 3, it is characterized in that, effective lane according in effective reference information Effective car status information of line information and the automatic driving vehicle determines the destination path rail of the automatic driving vehicle Mark, comprising:
According to effective lane line information, determine automatic driving vehicle institute traveling lane lane middle line and the lane Feasible interval range;
The lane is determined on the basis of the lane middle line according to effective car status information of the automatic driving vehicle Interior preset quantity reference point;
Position based on the smooth characteristic of driving locus and the preset quantity reference point, the feasible section model in the lane In enclosing, the destination path track of the automatic driving vehicle is generated.
5. according to the method described in claim 3, it is characterized in that, at least one described vehicle includes: the automatic Pilot vehicle , have having in the first vehicle barrier and/or adjacent lane of risk of collision in lane where the automatic driving vehicle Second vehicle barrier of risk of collision.
6. according to the method described in claim 5, it is characterized in that, effective obstacle according in effective reference information Effective car status information of object information and at least one vehicle determines the target velocity letter of the automatic driving vehicle Breath, comprising:
According to the present speed of automatic driving vehicle described in effective car status information, the automatic driving vehicle it is pre- If between the stopping time of stopping, determining the first acceleration when the automatic driving vehicle decelerates to stopping from the present speed is even;
According to effective vehicle of effective car status information of first vehicle barrier and/or second vehicle barrier Status information determines when the automatic driving vehicle decelerates to target vehicle speed from the present speed is even that the smallest second accelerates Degree, the target vehicle speed is the minimum speed in first vehicle barrier and/or second vehicle barrier;
According to the range information of fixed obstacle in the automatic driving vehicle and effective obstacle information, determination is described certainly It is dynamic to drive vehicle the smallest third acceleration when stopping before colliding with the fixed obstacle;
Based on first acceleration, second acceleration, the third acceleration, the target speed information, institute are determined Stating the corresponding speed trajectory of target speed information is with first acceleration, second acceleration, the third acceleration In maximum value be deceleration uniformly retarded motion formed track.
7. a kind of driving locus generating means, the hot standby module suitable for vehicle control syetem, the vehicle control syetem packet It includes: main control module and the hot standby module, which is characterized in that described device includes: to obtain module and generation module;
The acquisition module, for obtaining reference information collection, the reference information when determining the main control module operation irregularity Collection includes: the car status information of lane line information, obstacle information and at least one vehicle;
The generation module, effective reference information for being concentrated according to the reference information, generates driving for automatic driving vehicle Track is sailed, effective reference information is the reference information that confidence level is higher than preset threshold.
8. device according to claim 7, which is characterized in that the generation module, comprising: the first determination unit, second Determination unit and generation unit;
First determination unit, for according in effective reference information effective lane line information and the automatic Pilot Effective car status information of vehicle determines the destination path track of the automatic driving vehicle;
Second determination unit, for according in effective reference information effective obstacle information and it is described at least one Effective car status information of vehicle, determines the target speed information of the automatic driving vehicle;
The generation unit generates the driving locus for being based on the destination path track and the target speed information.
9. a kind of driving locus generating means, including processor, memory and it is stored on the memory and can be in processor The computer program of upper operation, which is characterized in that the processor realizes that the claims 1-6 such as appoints when executing described program Method described in one.
10. a kind of storage medium, which is characterized in that instruction is stored in the storage medium, when run on a computer, So that computer executes as the method according to claim 1 to 6.
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