CN108458712A - Unmanned trolley navigation system and air navigation aid, unmanned trolley - Google Patents

Unmanned trolley navigation system and air navigation aid, unmanned trolley Download PDF

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Publication number
CN108458712A
CN108458712A CN201710096369.0A CN201710096369A CN108458712A CN 108458712 A CN108458712 A CN 108458712A CN 201710096369 A CN201710096369 A CN 201710096369A CN 108458712 A CN108458712 A CN 108458712A
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China
Prior art keywords
navigation
module
unmanned trolley
instruction
information
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CN201710096369.0A
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Chinese (zh)
Inventor
丘建栋
周勇
张枭勇
孟柳
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Shenzhen Urban Transport Planning Center Co Ltd
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Shenzhen Urban Transport Planning Center Co Ltd
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Priority to CN201710096369.0A priority Critical patent/CN108458712A/en
Publication of CN108458712A publication Critical patent/CN108458712A/en
Pending legal-status Critical Current

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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20Instruments for performing navigational calculations
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S19/00Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
    • G01S19/38Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
    • G01S19/39Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
    • G01S19/42Determining position
    • G01S19/45Determining position by combining measurements of signals from the satellite radio beacon positioning system with a supplementary measurement
    • 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
    • G05D1/0212Control of position or course in two dimensions specially adapted to land vehicles with means for defining a desired trajectory
    • G05D1/0223Control of position or course in two dimensions specially adapted to land vehicles with means for defining a desired trajectory involving speed control of the vehicle
    • 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
    • G05D1/0268Control of position or course in two dimensions specially adapted to land vehicles using internal positioning means
    • G05D1/027Control of position or course in two dimensions specially adapted to land vehicles using internal positioning means comprising intertial navigation means, e.g. azimuth detector

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  • Engineering & Computer Science (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Control Of Position, Course, Altitude, Or Attitude Of Moving Bodies (AREA)

Abstract

The present invention discloses the unmanned trolley navigation system and air navigation aid navigated suitable for indoor and outdoor.When unmanned trolley it is outdoor when driving, satellite navigation module sends the current location information of the unmanned trolley detected to microprocessor, inertial navigation module sends the current posture information of the unmanned trolley being calculated to microprocessor module, and the posture information of the location information and inertial navigation module transmission that microprocessor module transmits satellite navigation module carries out sending master controller to together with navigation route information after fusion treatment generates the posture information of instruction;When unmanned trolley indoors when driving, tape navigation module sends the magnetic signal detected to microprocessor module, and microprocessor module carries out analyzing processing to magnetic signal and obtains sending master controller to together with navigation route information after the posture information of instruction;Master controller carries out closed-loop control with navigation route information according to after the posture information of instruction to unmanned trolley.

Description

Unmanned trolley navigation system and air navigation aid, unmanned trolley
Technical field
The present invention relates to automobile navigation technology and vehicle automation fields, and in particular to is suitable for the nothing of indoor and outdoor navigation People drives trolley navigation system and unmanned trolley.
Background technology
The navigation mode of unmanned trolley (Automated Driving Vehicle, abbreviation ADV) is determined by its group At logistics system flexibility and reliability when system operation, with the development of science and technology, the navigation mode of ADV is also a variety of It is various, according to the form of ADV navigation circuits, fixed route navigation mode and free path navigation mode can be divided into.Fixed route Its cost of navigation mode is relatively low, and positioning accuracy is higher, also more stable reliable, but path is limited, to site environment require compared with It is high;Free path navigates, and mode its path changeover is flexible, and flexible, the requirement to site environment is relatively low, but its positioning accuracy by The influence of device therefor and Navigation Control algorithm causes the case where obtaining positioning accuracy same with fixed route navigation mode Under, the cost higher of ADV.
Currently, unmanned trolley commonly navigates, mode is laser navigation mode, optical guidance mode, tape navigation side Formula, vision guided navigation mode and electromagnetic induction navigation mode.The advantage of electromagnetic induction navigation mode is that leading line is hidden, is not easy dirt Dye and breakage, principle is simple and reliable, at low cost, however the complexity of its guidance path is limited, and expands or change battle line very Trouble, lacks flexibility.Optical guidance mode be by walking path paint or paste colour band, by optical sensor adopt into Colour band picture signal is easily recognized and is handled to realize navigation, and guidance path setting is more flexible, but is polluted to colour band It is very sensitive with damaging, easily limited by site environment.It is relatively easy that the advantage of tape navigation mode is that its tape is laid with, and change is led Bit path is also easier, but easily contaminated, is easily limited by external environment, is suitable for the preferable condition of environment.Laser navigation Mode obtains advantage and is flexible, and without carrying out any processing to ground, path changeover is flexible and convenient, is suitable for various live rings Border can conveniently change kinematic parameter and driving path, but its control and navigation algorithm are the most complicated, and positioning accuracy takes Certainly in laser head and algorithm, cause the cost of ADV higher.Vision guided navigation mode obtains exemplary advantage and is ADV low costs, obtains What is taken contains much information, and can build the three-dimensional map of panorama, it can be achieved that full-automatic navigate, however it is affected by live light, Information processing capacity is big, and Current hardware equipment is difficult to meet its requirement of real-time, and image processing algorithm is not yet ripe.
In addition, 1 (publication number of patent document:101387522 A of CN) disclose a kind of electromagnetic tracking based on inductance coil Method, though control and navigation algorithm are simple, it is of low cost, navigation accuracy by induction coil quantity and influence of arrangement, outside See larger, inconvenience is used for small-sized ADV, and need to redesign number of coils and layout for different environment, excessively troublesome.
Further more, 2 (publication number of patent document:103048996 A of CN) disclose drawing automatically based on laser scanning and ranging instrument Guide-car, system and air navigation aid, though it is then navigated using laser scanning environment construction map, relative to traditional based on anti- Plate laser navigation mode is penetrated, the requirement to environment further decreases;But its positioning accuracy depends critically upon coding angle, gyro Instrument, laser head and algorithm, and need more than two laser heads, cause navigation and control algolithm is complex and ADV Cost is higher.
Patent document 3 (103777637 A of CN) discloses a kind of areflexia Laser Self navigation ADV trolleies and its navigation Method is navigated using the method for single laser scanning environment construction map, and reflecting plate laser navigation side is based in contrast to tradition Formula is with for more laser navigations, and requirement and algorithm to site environment further decrease, but its path planning depends critically upon Motor encoder and gyroscope, and the calculation amount of the air navigation aid is excessive, and the complexity of navigation and control algolithm is excessively high, causes The cost of ADV is also high.
Invention content
The present invention makes in view of the above-mentioned problems in the prior art, and its purpose is to provide a kind of changes of path Change flexible, flexible, low cost and be applicable to indoor and outdoor surroundings unmanned trolley navigation system and method and nobody Drive trolley.
The unmanned trolley navigation system for being suitable for indoor and outdoor navigation of the present invention for achieving the above object, including Microprocessor module, satellite navigation module, inertial navigation module, tape navigation module and master controller;When unmanned small Vehicle it is outdoor when driving, the satellite navigation module sends the current location information of the unmanned trolley detected to institute Microprocessor is stated, the inertial navigation module sends the current posture information of the unmanned trolley being calculated to described micro- Processor module, posture information include location information, acceleration, speed, course angle, and the microprocessor module is to the satellite The location information of navigation module transmission and the posture information of inertial navigation module transmission carry out fusion treatment generation instruction and use Posture information, and send the posture information of the instruction to the master controller, the master together with navigation route information Controller carries out closed-loop control with navigation route information according to the posture information of the instruction to unmanned trolley;When nobody Indoors when driving, the tape navigation module sends the magnetic signal detected to the microprocessor module to driving trolley, The microprocessor module carries out analyzing processing to the magnetic signal and obtains the posture information of instruction, and by the position of the instruction Appearance information sends the master controller to together with navigation route information, and the master controller is believed according to the pose of the instruction Breath carries out closed-loop control with navigation route information to unmanned trolley.
Further, above-mentioned unmanned trolley navigation system further includes automatic charging module, and the automatic charging module is in nothing When people drives the not enough power supply of trolley, information about power and current task state are sent to the microprocessor module, it is described micro- To charge guidance path and charging instruction of processor module sends the master controller to, and the master controller navigates according to charging Path and the unmanned trolley of charging instruction control drive to charge target position and charge
Further, above-mentioned unmanned trolley navigation system further include further include anticollision module, the anticollision module is for examining Survey barrier presence or absence, and detect barrier there are when, to the microprocessor module send barrier position Confidence ceases, and the microprocessor module generates the posture information of instruction according to the location information of the barrier, and this is referred to The guidance path of the posture information and avoiding obstacles shown sends the master controller to, and the master controller is used according to instruction Posture information and avoiding obstacles guidance path to unmanned trolley carry out closed-loop control.
The unmanned trolley for being suitable for indoor and outdoor navigation of the present invention for achieving the above object, including small vehicle main body With above-mentioned navigation system.
The mode that the unmanned trolley navigation system for being suitable for indoor and outdoor navigation of the above-mentioned present invention is navigated The unmanned trolley air navigation aid for being suitable for indoor and outdoor navigation of the present invention is may be constructed, then this no longer carries out repeated explanation.
Invention effect
The present invention unmanned trolley navigation system and unmanned trolley, due to mixing using satellite navigation module, Inertial navigation module, tape navigate mode, and indoors with navigate when outdoor mode can free switching, therefore can meet it is indoor and The dual requirements of outdoor navigation, and cost is not high.
In addition, the present invention carries out Dual positioning by using satellite navigation and inertial navigation, vehicle is obtained using blending algorithm Real-time position information, improves positioning accuracy.
In addition, positioning accuracy of the present invention is high, control is reliable and stable, simple in structure, limits pathway requirements, guidance path without complete Modification is convenient.
Description of the drawings
Fig. 1 is the block diagram for the unmanned trolley navigation system for showing first embodiment.
Fig. 2 is the block diagram for the unmanned trolley navigation system for showing second embodiment.
Fig. 3 is the block diagram for the unmanned trolley navigation system for showing 3rd embodiment.
Fig. 4 is the block diagram for the unmanned trolley navigation system for showing fourth embodiment.
Specific implementation mode
To make the objectives, technical solutions, and advantages of the present invention clearer, right in the following with reference to the drawings and specific embodiments The present invention is described in detail.
It will be appreciated that described embodiment is only a part of the embodiment of the present invention, instead of all the embodiments. Based on the embodiments of the present invention, obtained by those of ordinary skill in the art without making creative efforts all Other embodiments shall fall within the protection scope of the present invention.
The unmanned trolley suitable for indoor and outdoor of the present invention includes small vehicle main body and unmanned trolley navigation system. In addition, unmanned being also an option that property of trolley include:Wireless communication device for wireless communication;For indicating that electricity is believed The electric quantity display device of breath;Switch button;Accumulator as power supply;And/or the voice prompt for carrying out voice prompt fills It sets.
In the following, illustrating several preferred embodiments of unmanned trolley navigation system and its air navigation aid.
Fig. 1 is the block diagram for the unmanned trolley navigation system for showing first embodiment.
As shown in Figure 1, the unmanned trolley navigation system 100 of first embodiment includes microprocessor 140, satellite navigation Module 110, inertial navigation module 120, tape navigation module 130 and master controller 150.Wherein, satellite navigation module 110 can Can also be other global position system navigation modules to be GPS (GPS) navigation module, such as the Big Dipper is defended Star positioning system navigation module.
The unmanned trolley navigation system 100 of the embodiment of the present embodiment becomes for the environment residing for unmanned trolley Data source is changed to navigate to trolley.
Specifically, when unmanned trolley it is outdoor when driving, start satellite navigation module 110 by detect nobody The current location information for driving trolley sends microprocessor module 140 to, while starting inertial navigation module 230 and will calculate To the current posture information of unmanned trolley send microprocessor module 140 to.Wherein, posture information includes position letter Breath, acceleration, speed, course angle etc..Microprocessor module 140 transmits the location information come to satellite navigation module 110 and is used to Property the posture information come of the transmission of navigation module 120 carry out the posture information that fusion treatment generates instruction, and by the instruction Posture information sends master controller 150 to together with navigation route information.The master controller is according to the posture information of instruction Closed-loop control is carried out to the traveling of unmanned trolley with navigation route information, make unmanned trolley according to set speed and Path is run.
When unmanned trolley indoors when driving, close satellite navigation module 110, inertial navigation module 120, and start Tape navigation module 130 sends the magnetic signal detected to microprocessor module 140,140 magnetic of microprocessor module pair Signal carries out analyzing processing and obtains the posture information of instruction, and by the posture information of the instruction together with navigation route information Send master controller 150 to.Master controller 150 is according to the posture information of the instruction received with navigation route information to nobody It drives trolley and carries out closed-loop control, unmanned trolley is made to be run according to set speed and path.
The unmanned trolley navigation system 100 of the present embodiment and unmanned trolley, since mixing uses satellite navigation Module, inertial navigation module, tape navigate mode, and indoors with navigate when outdoor mode can free switching, therefore can meet The dual requirements of indoor and outdoor navigation, and cost is not high.Simultaneously because vehicle real-time position information is obtained using blending algorithm, Improve positioning accuracy.
Fig. 2 is the block diagram for the unmanned trolley navigation system for showing second embodiment.
The unmanned trolley navigation system of second embodiment, in the unmanned trolley navigation system of first embodiment On the basis of, automatic charging module 160 can be further comprised when unmanned trolley is using accumulator as power supply.
The automatic charging module 160 is in the not enough power supply of unmanned trolley, by information about power and current task state It is sent to microprocessor module 140, microprocessor module 140 will charge guidance path and charging instruction sends the main control to Device, master controller 150 control unmanned trolley according to the charging guidance path and charging instruction received and drive to charging mesh Cursor position charges.
Fig. 3 is the block diagram for the unmanned trolley navigation system for showing 3rd embodiment.3rd embodiment it is unmanned Trolley navigation system can further comprise anticollision module on the basis of the unmanned trolley navigation system of first embodiment 170。
Fig. 4 is the block diagram for the unmanned trolley navigation system for showing fourth embodiment.Fourth embodiment it is unmanned Trolley navigation system further comprises anticollision module 170 on the basis of the unmanned trolley navigation system of second embodiment.
Anticollision module 170 in 3rd embodiment and fourth embodiment detects the presence or absence of barrier, and is detecting Barrier there are when, to microprocessor module 140 send barrier location information, microprocessor module 140 is according to described The location information of barrier generates the posture information of instruction, and by the navigation of the posture information of the instruction and avoiding obstacles Path sends master controller 150 to, and master controller 150 is according to the posture information of instruction and the guidance path pair of avoiding obstacles Unmanned trolley carries out closed-loop control.
The side that the unmanned trolley navigation system for being suitable for indoor and outdoor navigation of four above-mentioned embodiments is navigated Formula may be constructed the unmanned trolley air navigation aid for being suitable for indoor and outdoor navigation of the present invention, then this no longer carries out repeating to say It is bright.
In several embodiments provided by the present invention, it should be understood that disclosed system, device and method can be with It realizes by another way.For example, the apparatus embodiments described above are merely exemplary, for example, the unit It divides, only a kind of division of logic function, formula that in actual implementation, there may be another division manner, for example, multiple units or group Part can be combined or can be integrated into another system, or some features can be ignored or not executed.Another point, it is shown Or the mutual coupling, direct-coupling or communication connection discussed can be by some interfaces, device or unit it is indirect Coupling or communication connection can be electrical, machinery or other forms.
The unit illustrated as separating component may or may not be physically separated, aobvious as unit The component shown may or may not be physical unit, you can be located at a place, or may be distributed over multiple In network element.Some or all of unit therein can be selected according to the actual needs to realize the mesh of this embodiment scheme 's.
In addition, each functional unit in each embodiment of the present invention can be integrated in a processing unit, it can also It is that each unit physically exists alone, it can also be during two or more units be integrated in one unit.Above-mentioned integrated list The form that hardware had both may be used in member is realized, can also be realized in the form of hardware adds SFU software functional unit.
The above-mentioned integrated unit being realized in the form of SFU software functional unit can be stored in one and computer-readable deposit In storage media.Above-mentioned SFU software functional unit is stored in a storage medium, including some instructions are used so that a computer It is each that device (can be personal computer, server or network equipment etc.) or processor (Processor) execute the present invention The part steps of embodiment the method.And storage medium above-mentioned includes:USB flash disk, mobile hard disk, read-only memory (Read- Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disc or CD etc. it is various The medium of program code can be stored.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all essences in the present invention With within principle, any modification, equivalent substitution, improvement and etc. done should be included within the scope of protection of the invention god.

Claims (7)

1. a kind of unmanned trolley navigation system suitable for indoor and outdoor navigation, which is characterized in that
Including microprocessor module, satellite navigation module, inertial navigation module, tape navigation module and master controller;
When unmanned trolley it is outdoor when driving, the satellite navigation module is current by the unmanned trolley detected Location information sends the microprocessor module to, and the inertial navigation module is by the unmanned trolley being calculated current Posture information sends the microprocessor module to, and posture information includes location information, acceleration, speed, course angle, described micro- The posture information of location information and inertial navigation module transmission that processor module transmits the satellite navigation module into Row fusion treatment generates the posture information of instruction, and the posture information of the instruction is sent to together with navigation route information The master controller, the master controller is according to the posture information of the instruction with navigation route information to unmanned trolley Carry out closed-loop control;
When unmanned trolley indoors when driving, the tape navigation module sends the magnetic signal detected to micro- place Device module is managed, the microprocessor module carries out analyzing processing to the magnetic signal and obtains the posture information of instruction, and should The posture information of instruction sends the master controller to together with navigation route information, and the master controller is according to the instruction Posture information carries out closed-loop control with navigation route information to unmanned trolley.
2. the unmanned trolley navigation system according to claim 1 suitable for indoor and outdoor navigation, which is characterized in that
Further include automatic charging module, the automatic charging module in the not enough power supply of unmanned trolley, by information about power and Current task state is sent to the microprocessor module, and the microprocessor module will charging guidance path and charging instruction biography The master controller is given, the master controller controls unmanned trolley according to charging guidance path and charging instruction and drives to It charges charge target position.
3. the unmanned trolley navigation system according to claim 1 or 2 suitable for indoor and outdoor navigation, feature exists In,
Further include anticollision module, which is used to detect the presence or absence of barrier, and in the presence for detecting barrier When, the location information of barrier is sent to the microprocessor module, the microprocessor module is according to the position of the barrier Confidence breath generates the posture information of instruction, and the guidance path of the posture information of the instruction and avoiding obstacles is sent to The master controller, the master controller is according to the posture information of instruction and the guidance path of avoiding obstacles to unmanned Trolley carries out closed-loop control.
4. a kind of unmanned trolley suitable for indoor and outdoor, which is characterized in that
Including small vehicle main body and navigation system according to any one of claims 1 to 3.
5. a kind of unmanned trolley air navigation aid suitable for indoor and outdoor navigation, which is characterized in that
Unmanned trolley navigation system includes microprocessor module, satellite navigation module, inertial navigation module, tape navigation mould Block and master controller;
When unmanned trolley it is outdoor when driving, the satellite navigation module is current by the unmanned trolley detected Location information sends the microprocessor to, and the inertial navigation module is by the current pose of the unmanned trolley being calculated Information sends the microprocessor module to, and posture information includes location information, acceleration, speed, course angle, the microprocessor Device module melts the posture information of location information and inertial navigation module transmission that the satellite navigation module transmits The posture information that processing generates instruction is closed, and described in the posture information of the instruction sent to navigation route information together with Master controller, the master controller carry out unmanned trolley with navigation route information according to the posture information of the instruction Closed-loop control;
When unmanned trolley indoors when driving, the tape navigation module sends the magnetic signal detected to micro- place Device module is managed, the microprocessor module carries out analyzing processing to the magnetic signal and obtains the posture information of instruction, and should The posture information of instruction sends the master controller to together with navigation route information, and the master controller is according to the instruction Posture information carries out closed-loop control with navigation route information to unmanned trolley.
6. the unmanned trolley air navigation aid according to claim 5 suitable for indoor and outdoor navigation, which is characterized in that
The unmanned trolley navigation system further includes accumulator and automatic charging module, which drives at nobody When sailing the not enough power supply of trolley, information about power and current task state are sent to the microprocessor module, the microprocessor To charge guidance path and charging instruction of device module sends the master controller to, at this point, the master controller is led according to charging Bit path and the unmanned trolley of charging instruction control drive to charge target position and charge.
7. the unmanned trolley air navigation aid according to claim 5 or 6 suitable for indoor and outdoor navigation, feature exists In,
The unmanned trolley navigation system further includes anticollision module, which detects the presence or absence of barrier, and Detect barrier there are when, to the microprocessor module send barrier location information, the microprocessor mould Root tuber according to the barrier location information generate instruction posture information, and by the posture information of the instruction with avoid hindering Hinder the guidance path of object to send the master controller to, at this point, the master controller according to the posture information of instruction with avoid The guidance path of barrier carries out closed-loop control to unmanned trolley.
CN201710096369.0A 2017-02-22 2017-02-22 Unmanned trolley navigation system and air navigation aid, unmanned trolley Pending CN108458712A (en)

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CN109443368A (en) * 2019-01-14 2019-03-08 轻客小觅智能科技(北京)有限公司 Air navigation aid, device, robot and the storage medium of unmanned machine people
CN109814143A (en) * 2019-02-19 2019-05-28 百度在线网络技术(北京)有限公司 Perceptual positioning switching method, device, server and the system of automatic driving vehicle
CN110455299A (en) * 2019-07-26 2019-11-15 中国第一汽车股份有限公司 A kind of route generation method, device, equipment and storage medium
CN111487965A (en) * 2020-04-08 2020-08-04 新石器慧通(北京)科技有限公司 Automatic running method and device for machine, electronic device, and storage medium
CN111487965B (en) * 2020-04-08 2023-06-20 新石器慧通(北京)科技有限公司 Automatic running method and device for machine, electronic equipment and storage medium
CN112660145A (en) * 2020-12-24 2021-04-16 李敏 Control system and control method of unmanned vehicle
CN113008224A (en) * 2021-03-04 2021-06-22 国电瑞源(西安)智能研究院有限公司 Indoor and outdoor self-adaptive navigation system and method integrating multiple sensors

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Application publication date: 20180828