CN108508898A - Highway autonomous driving vehicle intelligent monitor system - Google Patents

Highway autonomous driving vehicle intelligent monitor system Download PDF

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Publication number
CN108508898A
CN108508898A CN201810400873.XA CN201810400873A CN108508898A CN 108508898 A CN108508898 A CN 108508898A CN 201810400873 A CN201810400873 A CN 201810400873A CN 108508898 A CN108508898 A CN 108508898A
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China
Prior art keywords
highway
vehicle
autonomous driving
information
driving vehicle
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CN201810400873.XA
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Chinese (zh)
Inventor
胡广地
何川
郭峰
刘红星
张琦
李雨生
宋廷伦
赛影辉
海滨
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Southwest Jiaotong University
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Southwest Jiaotong University
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Priority to CN201810400873.XA priority Critical patent/CN108508898A/en
Publication of CN108508898A publication Critical patent/CN108508898A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02Control of position or course in two dimensions
    • G05D1/021Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0231Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means
    • G05D1/0246Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using a video camera in combination with image processing means
    • G05D1/0253Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using a video camera in combination with image processing means extracting relative motion information from a plurality of images taken successively, e.g. visual odometry, optical flow
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02Control of position or course in two dimensions
    • G05D1/021Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0255Control of position or course in two dimensions specially adapted to land vehicles using acoustic signals, e.g. ultra-sonic singals
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02Control of position or course in two dimensions
    • G05D1/021Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0257Control of position or course in two dimensions specially adapted to land vehicles using a radar

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Multimedia (AREA)
  • Electromagnetism (AREA)
  • Acoustics & Sound (AREA)
  • Traffic Control Systems (AREA)

Abstract

The present invention relates to automatic Pilot technologies.Highway autonomous driving vehicle intelligent monitor system disclosed by the invention is made of monitoring center, automatic Pilot mobile unit and communication network three parts, is write to each other by communication network between the monitoring center and automatic Pilot mobile unit;The monitoring center includes information of vehicles Visualization Platform, freeway surveillance and control platform and radio block center;The information of vehicles Visualization Platform is used to carry out segmentation monitoring to highway, and the vehicle flowrate of corresponding each section of highway carries out real-time display;The freeway surveillance and control platform is made of control computer;The radio block center is made of key management, chain and centralized dispatching three parts;The automatic Pilot mobile unit is made of security control computer, vehicle interface, man-machine interface, recording unit, transmission module, environmental perception module, actuator information transmission modular and actuator.The present invention is to be realized with a low cost the automatic Pilot technology of higher level.

Description

Highway autonomous driving vehicle intelligent monitor system
Technical field
The present invention relates to automatic Pilot technical field, more particularly to vehicle on highway monitoring technology, in particular to Highway autonomous driving vehicle intelligent monitor system.
Background technology
In recent years, China's highway develops rapidly.To in March, 2017, the highway total kilometrage that is open to traffic reaches 125373 Kilometer, the first in the world is occupy more than the U.S..It was predicted that China's automobile guarantee-quantity the year two thousand twenty is up to 2.5 hundred million, the year two thousand thirty reaches 3.2 hundred million, motorist quantity the year two thousand twenty is up to 4.2 hundred million people, and the year two thousand thirty reaches 7.6 hundred million people.With Expressway Development Increase with vehicles number, freeway traffic demand increases sharply, and highway is no longer the code name of " highway, safety " Word.Therefore, how China's highway traffic congestion alleviated using intelligent transport technology, ensures highway up train peace Entirely, become major issue urgently to be resolved hurrily in China's freeway traffic regulation practice.
It is domestic, it is contemplated that Chinese first superhighway will be built up in the year two thousand twenty, while the support of this superhighway is unmanned. The rivers in Zhejiang Province Hang Shao highway positioned at Hangzhou, Shaoxing, three ground of Ningbo will be forged into one " intelligence, quick, green, safety " " freeway ", 161 kilometers of overall length will build the smart cloud control platform of big data driving, pass through intelligence system, vehicle pipe Reason, can the effective Improving Expressway speed of service.Has speed after building up by the hardware condition more than 120 kilometers/hour, too The functions such as sun can generate electricity, road surface photovoltaic generation, high fine positioning, bus or train route cooperate with can also be realized.The pavement structure of this superhighway It is very special, three layers can be divided into, Surface layer's concrete, middle level photovoltaic panel, three-layer insulated layer.Wherein middle level can carry out photoelectricity turn Change, absorbs generating by solar using road surface free time.Electromagnetic induction magnetosphere is also reserved under road surface simultaneously, to realize vapour in the future Side charging reservation techniques space is run in vehicle radio charging, automobile side.But project is complicated, enforcement difficulty is big, and cost is higher, no It is suitble to large-scale expansion application.On Shanghai, Chongqing, Wuhan, Zhejiang, Hebei, Jilin and other places, have intelligent network connection from Dynamic test site, especially the Shanghai intelligent network joint-trial point demonstration area of driving has opened test segment, and predominantly experiment service, Lack a wide range of, long range practical drive test.
Meanwhile domestic and international automatic driving technology is also more and more ripe, companies such as Google, tesla at this stage nobody Driving technology has evolved to the even higher levels of L3, allows driver to completely dispense with control under certain specific traffic environments Automobile, and the variation of environment can be detected automatically to judge whether to return to driver's driving mode.Currently popular automobile is certainly Dynamicization classification is defined by automotive engineer association of the U.S. (SAE), is that (nothing is automatic by L0 respectively including 6 grades Change):Automobile is operated by human driver's full powers, can be alerted and be protected in the process of moving the auxiliary of system;L1 (drives It supports):Drive supporting is provided to an operation in draw drum and acceleration and deceleration by driving environment, to other driver behaviors All operated by human driver;L2 (partial automation):By driving environment to the multinomial behaviour in steering wheel and acceleration and deceleration Make offer drive supporting, other driver behaviors are all operated by human driver;L3 (automation of having ready conditions):It is driven by nobody The system of sailing completes all driver behaviors, and according to system request, human driver provides response appropriate;L4 is (highly automated Change):All driver behaviors are completed by Unmanned Systems, according to system request, human driver is not necessarily required to all System request make response, limit road and environmental condition etc.;L5 (full automation):It is completed by Unmanned Systems all Driver behavior, human driver takes in the conceived case.It is driven under all roads and environmental condition.Thus may be used See, it is horizontal to reach automobile full automation, it is also necessary to which very long road will be walked.
Therefore, how under conditions of reducing cost, realize that Freeway Conditions are monitored in real time, to congestion in road system Number carries out accurate real-time Reasonable Regulation And Control, enhances highway driving vehicle safety in operation, improve automotive automation level just at In order to be badly in need of the realistic problem solved.
Invention content
The main purpose of the present invention is to provide highway autonomous driving vehicle intelligent monitor systems, to solve low cost The problem of implementation of automatic Pilot technology.
To achieve the goals above, according to the one side of the specific embodiment of the invention, a kind of highway is provided Autonomous driving vehicle intelligent monitor system, which is characterized in that by monitoring center, automatic Pilot mobile unit and communication network three Be grouped as, write to each other by communication network between the monitoring center and automatic Pilot mobile unit, transmit information and Data;
The monitoring center includes information of vehicles Visualization Platform, freeway surveillance and control platform and radio block center;
The information of vehicles Visualization Platform is used to carry out segmentation monitoring to highway, corresponding each section of highway Vehicle flowrate carries out real-time display, and there is the overlapping region of certain distance in adjacent two sections of monitoring section;The information of vehicles visualization is flat Platform is made of liquid crystal display, and each piece of display screen of the liquid crystal display is responsible for the vehicle on the highway in affiliated area Flow indication and monitoring.
The freeway surveillance and control platform is made of control computer, for realizing to car speed, following distance, driving Member's state, traffic information, Weather information, the monitoring of illegal behavior state (violating the regulations) and track is occupied, car speed, with vehicle Distance, the control of automatic Pilot state, handling emergent situation;
The radio block center is made of key management, chain and centralized dispatching three parts, is provided according to monitoring center Information and the information that is interacted with mobile unit generate the information for being sent to vehicle, and be transmitted in real time by communication network automatic Drive mobile unit;
The automatic Pilot mobile unit is by security control computer, vehicle interface, man-machine interface, recording unit, transmission Module, environmental perception module, actuator information transmission modular and actuator composition, are used for the automatic Pilot of vehicle.
Further, the communication network is 5G communication networks.
Further, the security control computer of the mobile unit receives the instruction of monitoring center by communication network, After getting control command, control message is sent by CAN bus and realizes the control to vehicle, last feedback operation result To monitoring center, to realize the safe operation of autonomous driving vehicle according to monitoring center interactive information.
Further, the vehicle interface is for providing security control computer and autonomous driving vehicle steering wheel and throttle Between connection.
Further, the man-machine interface realizes the information exchange between driver and security control computer, including defeated Enter equipment, display equipment and auditory tone cues equipment.
Further, the recording unit is used to record vehicle speed related with autonomous driving vehicle operational safety, with vehicle Distance, system health, engine or driving motor running parameter data, and it is downloaded into row data analysis when needed.
Further, the transmission module is for passing car status information and vehicle diagnosis information by 5G communication networks It is defeated to arrive monitoring center end.
Further, the environmental perception module include ultrasonic sensor on autonomous driving vehicle, in-vehicle camera and Radar;It is transmitted to security control computer by the information that environmental perception module perceives, it is flat to be finally transferred to freeway surveillance and control Platform realizes display, the Detection & Controling to autonomous driving vehicle.
Further, the actuator information transmission modular is used for transmission the order behaviour of security control computer requirement execution Make, the speed and steering of autonomous driving vehicle are controlled, it is ensured that monitoring center is to each traveling on this highway Automobile carry out vehicle gait of march and course changing control automatically in the case where nobody intervenes.
Further, the positioning system is realized track grade positioning and is led using GPS or big-dipper satellite alignment system Boat completes the structure of high accuracy number map in combination with vehicle environment sensing module.
The invention has the advantages that the monitoring system successful application experience of Chinese high ferro has been used for reference, by existing highway Platform, freeway surveillance and control scrap build are supervised into a set of highway intelligent monitoring system, is a kind of higher high speed of cost performance Road unmanned driving operation mode.Technical scheme of the present invention can utilize automobile+express highway intelligent of L2/L3 grades to monitor Platform realizes the unmanned pattern of highway using high-cost L4/L5 grades, reach safety, green, it is comfortable, convenient, Shared target.
The present invention is described further with reference to the accompanying drawings and detailed description.The additional aspect of the present invention and excellent Point will be set forth in part in the description, and partly will become apparent from the description below, or practice through the invention It solves.
Description of the drawings
The attached drawing constituted part of this application is used to provide further understanding of the present invention, specific implementation of the invention Mode, illustrative embodiments and their description are not constituted improper limitations of the present invention for explaining the present invention.In the accompanying drawings:
Fig. 1 is the structural schematic diagram according to the specific embodiment of the invention.
Specific implementation mode
It should be noted that in the absence of conflict, specific implementation mode, embodiment in the application and therein Feature can be combined with each other.It lets us now refer to the figures and combines the following contents the present invention will be described in detail.
In order to make those skilled in the art be better understood from the present invention program, below in conjunction with specific embodiment party of the present invention Attached drawing in formula, embodiment carries out clear, complete description to the technical solution in the specific embodiment of the invention, embodiment, Obviously, described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.Based in the present invention Specific implementation mode, embodiment, the institute that those of ordinary skill in the art are obtained without making creative work There are other embodiment, embodiment, should all belong to the scope of protection of the invention.
As shown in Figure 1, the highway autonomous driving vehicle intelligent monitor system of the present invention is by monitoring center, automatic Pilot Automobile mounted equipment and 5G communication network three parts composition.Wherein monitoring center includes information of vehicles Visualization Platform, high speed public affairs Road monitor supervision platform and radio block center composition.Mobile unit by fail-safe computer, vehicle interface, man-machine interface, recording unit, Transmission module, environmental perception module, actuator information transmission modular and actuator form, and pass through 5G communication networks between two complete equipments Network transmit information, ensure information it is timely with it is accurate.
The highway autonomous driving vehicle intelligent monitor system of the present invention, information of vehicles Visualization Platform are used for high speed Highway carries out segmentation monitoring, and the vehicle flowrate of corresponding each section of highway carries out real-time display, and adjacent two sections of monitoring section has one The overlapping region of set a distance.
Information of vehicles Visualization Platform is made of liquid crystal display, and each piece of display screen of liquid crystal display is responsible for affiliated area The vehicle flowrate on highway in domain shows and monitors, the point that can be shown as the vehicle in corresponding region on liquid crystal display. The shown in green point of the vehicle of normally travel, when vehicle breaks down, green point becomes red, is simultaneously emitted by drop drop sound Prompt monitoring personnel is handled, and provides the suggestion accordingly solved the problems, such as, is referred to for monitoring personnel.
Highway is divided into one section one by the present invention according to the physical size and resolution ratio of car speed and liquid crystal display There is the overlapping region of certain distance in the monitoring section of section, adjacent two sections of monitoring section.Generally for the high speed of speed limit 80-120km Highway, monitoring siding-to-siding block length are divided into 100km, and overlapping region length is 5km.In this way, vehicle is on some liquid crystal display Just there is about 1hr in the existing time, in the 100km distances of vehicle traveling, has 90km by the display monitoring, front and back 5km is by this Display and adjacent displays monitor jointly.This segment monitoring method, can substantially take into account liquid crystal display configuration quantity, The comprehensive benefit of precision and cost is monitored, and can be ensured to the continuous continual video monitoring of each car.
Freeway surveillance and control platform is made of control computer, for realizing to car speed, following distance, driver's shape State, traffic information, Weather information, illegal, act of violating regulations state monitoring and track is occupied, car speed, following distance, Automatic Pilot state, handling emergent situation control.
Radio block center (Raid Block Center RBC) is by key management, chain and centralized dispatching three parts structure At.Its main function is, according to the information that monitoring center provides, and information interact with mobile unit is given birth to, at being sent to vehicle Information, and be transmitted to automatic Pilot mobile unit in real time by communication network.
Automatic Pilot mobile unit by security control computer, vehicle interface, man-machine interface, recording unit, transmission module, Environmental perception module, actuator information transmission modular and actuator composition, are used for the automatic Pilot of vehicle.
The highway autonomous driving vehicle intelligent monitor system of the present invention, using the current material of high speed, such as 5G communication networks It the data transmission of the realizations such as network accurately and timely and writes to each other.
The security control computer of mobile unit of the present invention receives the instruction of monitoring center by communication network, is getting After control command, control message is sent by CAN bus and realizes the control to vehicle, in last feedback operation result to monitoring The heart, to realize the safe operation of autonomous driving vehicle according to monitoring center interactive information.
The vehicle interface of the present invention is for providing between security control computer and autonomous driving vehicle steering wheel and throttle Connection.
In Fig. 1, man-machine interface is to realize the interface of the information exchange between driver and security control computer, including defeated Enter equipment, display equipment and auditory tone cues equipment.
Recording unit is for recording car speed related with autonomous driving vehicle operational safety, following distance, system work Make situation and engine (or driving motor) running parameter data, and is downloaded into row data analysis when needed.
Transmission module is used to car status information and vehicle diagnosis information being transferred to monitoring center by 5G communication networks End.
The environmental perception module of the present invention includes ultrasonic sensor, in-vehicle camera and radar on autonomous driving vehicle. It is transmitted to security control computer by the information that environmental perception module perceives, is finally transferred to the realization of freeway surveillance and control platform Display, Detection & Controling to autonomous driving vehicle.
In Fig. 1, actuator information transmission modular is used for transmission the command operation of security control computer requirement execution, to certainly The speed of dynamic driving and steering are controlled, it is ensured that monitoring center exists to automobile of each traveling on this highway Nobody carries out vehicle gait of march and course changing control automatically in the case of intervening.
The positioning system of the present invention realizes track grade positioning and navigation using GPS or big-dipper satellite alignment system, it is desirable that Positioning accuracy reaches Centimeter Level, and the structure of high accuracy number map is completed in combination with vehicle environment sensing module.
When specific operation, first when entering highway, need to carry out information of vehicles confirmation and right of way handing-over, and And provide specific electronic mark to automobile, it is therefore an objective to ensure that this vehicle is L2 or more autonomous driving vehicles, may then pass through Actuator in Fig. 1, controls this vehicle speed and steering, thus can add L2/ by freeway surveillance and control platform L3 rank vehicle low cost solutions make up vehicle to realize the fully automated driving function of high-cost L4/L5 ranks with this The deficiency of sensory perceptual system under high cost sensor.
When vehicle travels on a highway, administrative staff can be by the LCD type liquid crystal display of polylith, to vehicle It is monitored, these liquid crystal display platforms, each piece of vehicle that can be shown on certain area (such as 100 kilometers) highway Flow has the monitoring overlapping region of certain area (such as 5 kilometers) between adjacent visual platform.When vehicle on a highway The point for showing green when normal operation on LCD screen, when (such as speed is excessively high or speed when something goes wrong for wherein a certain vehicle Mutation etc.), green point becomes red, is simultaneously emitted by drop drop sound prompt monitoring personnel and is handled, while providing and solving the problems, such as It is recommended that being referred to for monitoring personnel.
Automobile just positions it into runway grade by GPS/ triones navigation systems when entering highway, then By 5G communication networks by the status information of this vehicle and vehicle diagnosis information (such as speed, relative distance, relative velocity, acceleration With onboard diagnostic system information etc.) it is transmitted to information of vehicles Visualization Platform, for monitoring personnel to car speed, with spacing From, driver status, traffic information, Weather information, illegal behavior (violating the regulations), link up etc. and supervise with driver;Ensure vehicle Road is occupied, car speed, following distance, automatic Pilot state, handling emergent situation etc. are controlled.Highway simultaneously Vehicle trouble, management and control category information and failure emergency disposal scheme can be transmitted to vehicle by 5G communication networks and executed by monitor supervision platform Device, last vehicle-mounted actuator carry out speed and course changing control to vehicle, it is ensured that highway normal operation.

Claims (10)

1. highway autonomous driving vehicle intelligent monitor system, which is characterized in that including monitoring center, automatic Pilot is vehicle-mounted sets Standby and communication network is write to each other between the monitoring center and automatic Pilot mobile unit by communication network, is transmitted Information and data;
The monitoring center includes information of vehicles Visualization Platform, freeway surveillance and control platform and radio block center;
The information of vehicles Visualization Platform is used to carry out segmentation monitoring, the wagon flow of corresponding each section of highway to highway Amount carries out real-time display, and there is the overlapping region of certain distance in adjacent two sections of monitoring section;The information of vehicles Visualization Platform by Liquid crystal display forms, and each piece of display screen of the liquid crystal display is responsible for the vehicle flowrate on the highway in affiliated area Display and monitoring;
The freeway surveillance and control platform is made of control computer, for realizing to car speed, following distance, driver's shape State, traffic information, Weather information, illegal, act of violating regulations state monitoring and track is occupied, car speed, following distance, Automatic Pilot state, handling emergent situation control;
The radio block center is made of key management, chain and centralized dispatching three parts, the letter provided according to monitoring center Breath and the information interacted with mobile unit generate the information for being sent to vehicle, and are transmitted to automatic Pilot in real time by communication network Mobile unit;
The automatic Pilot mobile unit by security control computer, vehicle interface, man-machine interface, recording unit, transmission module, Environmental perception module, actuator information transmission modular and actuator composition, are used for the automatic Pilot of vehicle.
2. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the communication network For 5G communication networks.
3. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the mobile unit Security control computer by communication network receive monitoring center instruction pass through CAN bus after getting control command It sends control message and realizes the control to vehicle, last feedback operation result to monitoring center, to basis and monitoring center Interactive information realizes the safe operation of autonomous driving vehicle.
4. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the vehicle interface For providing the connection between security control computer and autonomous driving vehicle steering wheel and throttle.
5. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the man-machine interface The information exchange between driver and security control computer is realized, including input equipment, display equipment and auditory tone cues equipment.
6. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the recording unit For recording vehicle speed related with autonomous driving vehicle operational safety, following distance, system health, engine or driving Motor running parameter data, and it is downloaded into row data analysis when needed.
7. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the transmission module For car status information and vehicle diagnosis information to be transferred to monitoring center end by 5G communication networks.
8. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the environment sensing Module includes ultrasonic sensor, in-vehicle camera and radar on autonomous driving vehicle;It is perceived by environmental perception module Information is transmitted to security control computer, is finally transferred to display, inspection of the freeway surveillance and control platform realization to autonomous driving vehicle It surveys and controls.
9. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the actuator letter Breath transmission module is used for transmission the command operation of security control computer requirement execution, the speed to autonomous driving vehicle and steering It is controlled, it is ensured that monitoring center is automatic in the case where nobody intervenes in the automobile on this highway to each traveling Carry out vehicle gait of march and course changing control.
10. highway autonomous driving vehicle intelligent monitor system according to claim 1, which is characterized in that the positioning System realizes track grade positioning and navigation using GPS or big-dipper satellite alignment system, in combination with vehicle environment sensing module Complete the structure of high accuracy number map.
CN201810400873.XA 2018-04-28 2018-04-28 Highway autonomous driving vehicle intelligent monitor system Pending CN108508898A (en)

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Cited By (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109213176A (en) * 2018-11-06 2019-01-15 甘肃农业大学 A kind of intelligent universal safety control system for farming and animal husbandry mechanically
CN109343413A (en) * 2018-11-08 2019-02-15 甘肃农业大学 A kind of intelligent universal safety control system for cropper
CN109345829A (en) * 2018-10-29 2019-02-15 百度在线网络技术(北京)有限公司 Monitoring method, device, equipment and the storage medium of unmanned vehicle
CN109581924A (en) * 2018-12-05 2019-04-05 甘肃省机械科学研究院有限责任公司 A kind of universal safety control system that intelligent agricultural machinery is equipped
CN109685934A (en) * 2018-12-18 2019-04-26 福州大学 A kind of traffic estimations method based on vehicle data secret protection and compressed sensing
CN110009763A (en) * 2019-04-02 2019-07-12 北京百度网讯科技有限公司 Method and apparatus for monitoring vehicle
CN110544375A (en) * 2019-06-10 2019-12-06 河南北斗卫星导航平台有限公司 Vehicle supervision method and device and computer readable storage medium
CN110942632A (en) * 2019-12-05 2020-03-31 苏州智加科技有限公司 Automatic driving data processing method, device and equipment
CN111506052A (en) * 2019-01-14 2020-08-07 上海博泰悦臻网络技术服务有限公司 Obstacle monitoring method and system, computer storage medium and vehicle-mounted terminal
CN111586373A (en) * 2020-06-16 2020-08-25 广东振声科技股份有限公司 Visual comprehensive supervision big data platform for local-level traffic bureau
CN117994985A (en) * 2024-04-03 2024-05-07 华东交通大学 Intelligent automobile driving planning system based on mixed driving environment
CN117994985B (en) * 2024-04-03 2024-06-07 华东交通大学 Intelligent automobile driving planning system based on mixed driving environment

Cited By (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109345829A (en) * 2018-10-29 2019-02-15 百度在线网络技术(北京)有限公司 Monitoring method, device, equipment and the storage medium of unmanned vehicle
CN109213176A (en) * 2018-11-06 2019-01-15 甘肃农业大学 A kind of intelligent universal safety control system for farming and animal husbandry mechanically
CN109343413A (en) * 2018-11-08 2019-02-15 甘肃农业大学 A kind of intelligent universal safety control system for cropper
CN109581924A (en) * 2018-12-05 2019-04-05 甘肃省机械科学研究院有限责任公司 A kind of universal safety control system that intelligent agricultural machinery is equipped
CN109685934A (en) * 2018-12-18 2019-04-26 福州大学 A kind of traffic estimations method based on vehicle data secret protection and compressed sensing
CN109685934B (en) * 2018-12-18 2021-03-02 福州大学 Traffic estimation method based on vehicle data privacy protection and compressed sensing
CN111506052A (en) * 2019-01-14 2020-08-07 上海博泰悦臻网络技术服务有限公司 Obstacle monitoring method and system, computer storage medium and vehicle-mounted terminal
CN110009763A (en) * 2019-04-02 2019-07-12 北京百度网讯科技有限公司 Method and apparatus for monitoring vehicle
CN110544375A (en) * 2019-06-10 2019-12-06 河南北斗卫星导航平台有限公司 Vehicle supervision method and device and computer readable storage medium
CN110942632A (en) * 2019-12-05 2020-03-31 苏州智加科技有限公司 Automatic driving data processing method, device and equipment
CN110942632B (en) * 2019-12-05 2022-02-15 苏州智加科技有限公司 Automatic driving data processing method, device and equipment
CN111586373A (en) * 2020-06-16 2020-08-25 广东振声科技股份有限公司 Visual comprehensive supervision big data platform for local-level traffic bureau
CN117994985A (en) * 2024-04-03 2024-05-07 华东交通大学 Intelligent automobile driving planning system based on mixed driving environment
CN117994985B (en) * 2024-04-03 2024-06-07 华东交通大学 Intelligent automobile driving planning system based on mixed driving environment

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Application publication date: 20180907