CN105929826B - Feeding robot and its accurate positioning method based on indoor electronic map - Google Patents

Feeding robot and its accurate positioning method based on indoor electronic map Download PDF

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CN105929826B
CN105929826B CN201610330119.4A CN201610330119A CN105929826B CN 105929826 B CN105929826 B CN 105929826B CN 201610330119 A CN201610330119 A CN 201610330119A CN 105929826 B CN105929826 B CN 105929826B
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feeding
feeding robot
robot
wheel
electronic map
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CN105929826A (en
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杨军平
袁虎成
贺成柱
张剑琴
薛红睿
王季
吕凤玉
李京默
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Gansu Academy of Mechanical Sciences
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Gansu Academy of Mechanical Sciences
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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
    • G05D1/0242Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using non-visible light signals, e.g. IR or UV signals

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

Abstract

A kind of feeding robot and its accurate positioning method based on indoor electronic map, the feeding robot is by upper control computer, Xbee wireless transmitter, feeding robot controller three parts composition;The indoor electronic map establishing feeding management system in upper control computer and being consistent with animal house actual geometry;The electronic map is responsible for the walking path of management feeding robot, the speed of travel, the ordinal relation of feeding, and these information are sent to corresponding feeding robot controller by Xbee wireless transmitter;After feeding robot controller receives these information, is run by defined scale of feeding, operating path, the speed of service, and the various real time datas in operational process are timely feedbacked to upper control computer, database data is updated.The present invention realizes unmanned, the path planning of feeding robot, and realizes the accurate positioning of feeding robot in the process of running.

Description

Feeding robot and its accurate positioning method based on indoor electronic map
Technical field
The present invention relates to herding feeding program field, refer specifically to a kind of feeding robot based on indoor electronic map and its Accurate positioning method.
Background technique
Feeding is mechanical under the background that cattle farm feeding is gradually popularized, and improves the mechanical automation of feeding, informationization, intelligence Change, reduce the labor intensity of worker, reduce feed waste, improves labor efficiency and China's livestock is promoted further to develop Important measure.
Chinese patent CN 201110442498.3 discloses a kind of using single-chip microcontroller as the control of the accurate feeding machine of control core System.The feeding machine is by bimodulus walking mechanism, accurate batch charging mechanism, single-chip microcontroller automatic identification control system and host computer message tube Reason system composition.The patented technology cannot achieve autonomous without reference to accurate positioning function and navigation of electronic map function Path planning and unmanned walking.
Chinese patent CN200810239151.7 discloses a kind of using single-chip microcontroller as the control of the accurate feeding machine of control core System.The system using radio RF recognition technology to carry out individual identification, using computer as information management platform, with single-chip microcontroller For data processing and control platform, fining feeding is realized.The shortcomings that technology is the row that feeding equipment is pushed by manually Into large labor intensity;The patented technology cannot achieve certainly without reference to accurate positioning function and navigation of electronic map function Main path planning and unmanned walking.
European patent EP 1661454 discloses a kind of detoxification device, which first identifies the identity of ox, Be then transferred to control unit, control unit by the Push And Release of control ox neck cangue control ox eating time number.This is specially Sharp technology cannot achieve autonomous path planning and drive with nobody without reference to accurate positioning function and navigation of electronic map function Sail walking.
Summary of the invention
An object of the present invention be to provide it is a kind of based on indoor electronic map navigation feeding robot, it can be achieved that nobody Drive walking;
The second object of the present invention is to provide a kind of feeding robot accurate positioning method based on indoor electronic map, make Feeding robot can realize accurate positioning indoors.
In order to achieve the above objectives, the technical solution adopted by the present invention are as follows:
A kind of feeding robot based on indoor electronic map, the feeding robot by upper control computer, Xbee without Line R-T unit, feeding robot controller three parts composition;In upper control computer establish feeding management system and with The indoor electronic map that animal house actual geometry is consistent;The electronic map is responsible for the walking path of management feeding robot, The speed of travel, the ordinal relation of feeding, and these information are sent to corresponding feeding machine by Xbee wireless transmitter People's controller;After feeding robot controller receives these information, run by defined scale of feeding, operating path, the speed of service, And timely feedback the various real time datas in operational process to upper control computer, database data is updated.
A kind of accurate positioning method of the feeding robot based on indoor electronic map, the specific steps are as follows:
A: several infrared road signs are set in animal house;
B: the front-wheel of robot is fed, rear-wheel passes through speed reducer and connects with DC servo motor, the DC servo motor Tail portion is equipped with rotary encoder;Rotary encoder includes the encoder of front-wheel and the encoder of rear-wheel;Feed robot front-wheel Encoder to measure the angle in its operational process, feed the encoder of robot rear-wheel to measure in its operational process Range ability;The code device signal of front and rear wheel be sent into feeding robot controller to calculate feeding robot relative to The X-axis and Y axis coordinate of initial point;
C: rotary infrared distance measuring sensor and gyroscope are mounted on the preceding top for feeding robot;To measure feeding machine Absolute position of the people relative to infrared road sign;The signal of infrared distance sensor and gyroscope is through feeding robot controller operation Afterwards, it is converted into polar coordinate position of the feeding robot relative to initial point;
D: the umber of pulse measured by the DC servo motor encoder connected with front and back wheel, through the control of feeding robot The current position of the calculated feeding robot of device is relative to the position and attitude of initial point
E: polar coordinates of the infrared road sign away from feeding robot are measured by rotary infrared distance measuring sensor and gyroscope
F: the current location posture that robot is fed in step d is converted into polar coordinates desired value
G: being compared matching to desired polar value in the polar value and step f measured in step e,,In normal distribution;By corrected impulse equivalent, backlash compensation value, linear partition interval point, find out The smallest one group of parameter of variance, is optimal positioning accuracy;
H: by the optimum pulse equivalent found in step g, backlash compensation value, linear partition interval point, i.e.,Variance is most Small parameter spreading kalman wave filter generates the position and attitude of the next control beat of feeding robot
WhereinIt is the X axis coordinate for feeding the next control beat of robot,It is the feeding next control of robot The Y axis coordinate of beat processed,It is the feeding next control beat of robot and X-axis angle;
The increment of motion of next control beat
In above formula,It is the move distance of off hind wheel,It is the move distance of left rear wheel, b is two rear-wheel of feeding machine The distance between;
It is final to realize due to measurement error, system to overcome the uncertain problem of next control beat navigation Error, cumulative errors lead to not the problem of being accurately positioned navigation.
The indoor electronic map executes manager three parts by map edit manager, Orientation on map manager, map Composition;The map edit manager is to establish corresponding electronic map according to the actual geometry of animal house;According to feeding Sequence establishes the topological relation in feeding path;The speed of service of feeding robot is managed;The Orientation on map manager It is to be positioned in real time to feeding robot;Map, which executes manager, to be calculated under it according to the current location of feeding robot The travel distance of one step, traffic direction, the speed of service, and these data are generated into control command, control feeding robot is by rule The path precise motion pulled.
The present invention realizes unmanned, the path planning of feeding robot, and by correcting measurement error, system mistake Difference, cumulative errors realize the accurate positioning in the process of running of feeding robot, solve navigation during the navigation process not The problem of determining, can not being travelled by desired path planning.
Detailed description of the invention
Fig. 1 is control system frame diagram of the invention;
Specific embodiment
The present invention is described in more detail with reference to the accompanying drawing.
Such as Fig. 1, a kind of feeding robot based on indoor electronic map, the feeding robot by upper control computer, Xbee wireless transmitter, feeding robot controller three parts composition;Feeding management system is established in upper control computer System and the electronic map being consistent with animal house actual geometry;The electronic map is responsible for the walking road of management feeding robot Diameter, the speed of travel, the ordinal relation of feeding, and these information are sent to corresponding feeding by Xbee wireless transmitter Robot controller;After feeding robot controller receives these information, by defined scale of feeding, operating path, the speed of service Operation, and the various real time datas in operational process are timely feedbacked to upper control computer, database data is carried out more Newly.
The upper control computer selects AIMB-784, i5 processor, 4G using magnificent industrial control computer, mainboard is ground Memory, 32 windows7 operating systems.Electronic map is to be carried out on the basis of 10.1 desktop software of ArcGIS with C# Secondary development, the main contents of secondary development include: to establish datum level transformation, establish SQL database, feed machine to XY figure layer People moves the access for carrying out time attribute, is updated in real time to the location information of feeding robot by time sliding block, in SQL User list and user right are established in data, to the walking path of feeding robot, the speed of travel, the interface of the sequence of feeding Program is developed.
The electronic map is executed manager three parts and is formed by map edit manager, Orientation on map manager, map. The map edit manager is to establish corresponding electronic map according to the actual geometry of animal house;It is built according to feed processing system The topological relation in vertical feeding path;The speed of service of feeding robot is managed;The Orientation on map manager is to feeding Robot is fed to be positioned in real time;It is to calculate its next step according to the current location of feeding robot that map, which executes manager, Travel distance, traffic direction, the speed of service, and these data are generated into control command, control feeding robot, which is pressed, have been planned Path movement.
The feeding robot controller uses Coretex-A9 processor, 2GB memory, 16GB eMMC Flash, and 10.1 Very little capacitance touch screen.The peripheral functional modules of feeding robot controller have rotary infrared ranging, bar code recognition, DC servo Motor drive control, accurately feed intake control, accumulator electric-quantity management, the composition such as Xbee wireless receiving and dispatching.The control system passes through It is fixed to solve feeding the unmanned of robot, indoor navigation in Cow-feeding operation for indoor electronic map, wireless navigation positioning The problem of position, accurate feeding.
Upper control computer is connected with Xbee wireless transmitter by serial ports, feed robot controller and Xbee without Line R-T unit is connected also by serial ports, 100 meters of Xbee-PRO wireless transmitter indoor communications, outdoor communication distance 1500 Rice, 100 milliwatt of transmission power, receiving sensitivity -10dBm, data transmission rate 25KB/S are anti-using Direct Sequence Spread Spectrum Communication Interference performance is strong.
During feeding, the Crack cause of position error has measurement error, systematic error, cumulative errors.Measurement error It is since the rotary encoder at DC servo motor rear portion generates in measurement process, which belongs to incremental pulse volume Code device, mechanical clearance, vibration, sliding, electromagnetic interference in operational process can cause measurement error.Systematic error is due to raising The actual coordinate fed is to be calculated the time difference for being issued to receiving by pulse equivalency or infrared ray, due to pulse equivalency and Inherently there is error in the time difference, to form systematic error.Cumulative errors are due to being ceaselessly overlapped in a computer What operation was formed.
Since above-mentioned measurement error, systematic error, cumulative errors exist and cause to feed robot automatic running indoors It can not be accurately positioned in the process, cause causes the uncertain problem of guidance path to solve by the following method:
A: pressing every 20 meters of length direction in animal house, if extra dry red wine is arranged in 4 vertex of rectangle of the width direction less than 20 meters Outer road sign;
B: the front-wheel of robot is fed, rear-wheel is connected with the speed reducer of DC servo motor, DC servo motor tail portion Rotary encoder is installed;Rotary encoder includes the encoder of front-wheel and the encoder of rear-wheel;Feed the volume of robot front-wheel Code device feeds the encoder of robot rear-wheel to measure the fortune in its operational process to measure the angle in its operational process Row distance.It is former relative to starting to calculate feeding robot that the code device signal of front and back wheel is sent into feeding robot controller The X-axis and Y axis coordinate of point.
C: rotary infrared distance measuring sensor and gyroscope are mounted on the preceding bottom for feeding robot;To measure feeding machine Absolute position of the people relative to road sign.The signal of infrared distance sensor and gyroscope after feeding robot controller operation, It is converted into polar coordinate position of the feeding robot relative to initial point.
D: the umber of pulse measured by the DC servo motor encoder connected with front and back wheel, through the control of feeding robot The current position of the calculated feeding robot of device is relative to the position and attitude of initial point
In above formula,It is the move distance of off hind wheel,The move distance of left rear wheel, b be two rear-wheel of feeding machine it Between distance.It can be seen that the posture of feeding robot any time is equal to the position and attitude of previous moment by the formula Add increment of motion.All measurement error, systematic error, cumulative errors calculate by superposition repeatedly and calculate feeding machine The current location of device people, it is this very big by the calculated current location of rotary encoder measurement and physical location deviation.
E: polar coordinates of the infrared road sign away from feeding robot are measured by rotary infrared distance measuring sensor and gyroscope,,It is polar angle,It is polar radius.Since the infrared road sign being mounted in cowshed is fixed Motionless, therefore distance of the feeding machine away from infrared road sign measured with infrared distance sensor is only influenced by measurement accuracy, is not had There is systematic error and adds up.
F: the current position and attitude of robot will be fed in step d, it is converted into polar coordinates desired value,
G: matching is compared to desired polar value in the polar value and step f measured in step e,In normal distribution.By corrected impulse equivalent, backlash compensation value, linear partition interval point, find out The smallest one group of parameter of variance, is optimal positioning accuracy;
H: by the optimum pulse equivalent found in step g, backlash compensation value, linear partition interval point, i.e., Variance is most One group of small parameter spreading kalman wave filter generates the position and attitude of the next control beat of feeding robot
WhereinIt is the X axis coordinate for feeding the next control beat of robot,It is the feeding next control of robot The Y axis coordinate of beat processed,It is the feeding next control beat of robot and X-axis angle;
The increment of motion of next control beat
In above formula,It is the move distance of off hind wheel,It is the move distance of left rear wheel, b is two rear-wheel of feeding machine The distance between;It is final to realize due to measurement error, be to overcome the uncertain problem of next control beat navigation System error, cumulative errors lead to not the problem of being accurately positioned navigation.

Claims (2)

1. a kind of feeding robot based on indoor electronic map, it is characterised in that: the feeding robot is calculated by upper control Machine, Xbee wireless transmitter, feeding robot controller three parts composition;Feeding management is established in upper control computer System and the indoor electronic map being consistent with animal house actual geometry;The electronic map is responsible for the row of management feeding robot Path, the speed of travel, the ordinal relation of feeding are walked, and these information are sent to corresponding by Xbee wireless transmitter Feed robot controller;After feeding robot controller receives these information, by defined scale of feeding, operating path, operation Speed operation, and the various real time datas in operational process are timely feedbacked to upper control computer, to database data into Row updates;Specific step is as follows for a kind of accurate positioning method of the feeding robot based on indoor electronic map:
A: several infrared road signs are set in animal house;
B: the front-wheel of robot is fed, rear-wheel passes through speed reducer and connects with DC servo motor, the DC servo motor tail portion Be equipped with rotary encoder: rotary encoder includes the encoder of front-wheel and the encoder of rear-wheel;Feed the volume of robot front-wheel Code device feeds the encoder of robot rear-wheel to measure the fortune in its operational process to measure the angle in its operational process Row distance;The code device signal of front and rear wheel is sent into feeding robot controller to calculate feeding robot relative to starting The X-axis and Y axis coordinate of origin;
C: rotary infrared distance measuring sensor and gyroscope are mounted on the preceding top for feeding robot;To measure feeding robot phase For the absolute position of infrared road sign;The signal of infrared distance sensor and gyroscope after feeding robot controller operation, It is converted into polar coordinate position of the feeding robot relative to initial point;
D: the umber of pulse measured by the DC servo motor encoder connected with front and back wheel, through feeding robot controller meter The current position of feeding robot of calculating is relative to the position and attitude of initial point
E: polar coordinates of the infrared road sign away from feeding robot are measured by rotary infrared distance measuring sensor and gyroscope
F: the current location posture that robot is fed in step d is converted into polar coordinates desired value
G: being compared matching to desired polar value in the polar value and step f measured in step e,,In normal distribution;By corrected impulse equivalent, backlash compensation value, linear partition interval point, look for The smallest one group of parameter of variance out, is optimal positioning accuracy;
H: by the optimum pulse equivalent found in step g, backlash compensation value, linear partition interval point, i.e.,Variance is the smallest Parameter spreading kalman wave filter generates the position and attitude of the next control beat of feeding robot
WhereinIt is the X axis coordinate for feeding the next control beat of robot,It is the next control section of feeding robot The Y axis coordinate of bat,It is the feeding next control beat of robot and X-axis angle;
The increment of motion of next control beat
In above formula,It is the move distance of off hind wheel,It is the move distance of left rear wheel, b is between two rear-wheel of feeding machine Distance;
To overcome the uncertain problem of next control beat navigation, it is final realize due to measurement error, systematic error, Cumulative errors lead to not the problem of being accurately positioned navigation.
2. a kind of feeding robot based on indoor electronic map according to claim 1, it is characterised in that: the interior Electronic map is executed manager three parts and is formed by map edit manager, Orientation on map manager, map;The map edit Manager is to establish corresponding electronic map according to the actual geometry of animal house;Feeding path is established according to feed processing system Topological relation;The speed of service of feeding robot is managed;The Orientation on map manager is carried out to feeding robot Positioning in real time;It is to calculate the travel distance of its next step according to the current location of feeding robot that map, which executes manager, is run Direction, the speed of service, and these data are generated into control command, the path precise motion planned is pressed by control feeding robot.
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CN107702722A (en) * 2017-11-07 2018-02-16 云南昆船智能装备有限公司 A kind of las er-guidance AGV natural navigation localization methods
CN108205312B (en) * 2018-03-19 2020-07-10 中南大学 Unmanned BRT vehicle automatic start-stop implementation method based on high-precision map and infrared beacon
CN109566440B (en) * 2018-10-31 2021-06-22 南宁学院 Unmanned vehicle-based large-scale breeding and feeding control method
JP7320473B2 (en) * 2020-03-27 2023-08-03 Ckd株式会社 butterfly valve
CN111631167B (en) * 2020-06-11 2021-12-14 宁波财经学院 Automatic path planning system of mobile robot

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1661454A1 (en) * 2004-11-29 2006-05-31 Lely Enterprises AG A device for and a method of automatically supplying feed and/or drink to animal
CN101416611A (en) * 2008-12-10 2009-04-29 中国农业大学 Intelligentized accurate feeding device
CN102524099A (en) * 2011-12-26 2012-07-04 中国农业大学 Self-walking type feeder for dairy cow
CN104991463A (en) * 2015-05-21 2015-10-21 北京云迹科技有限公司 Robot semi-autonomous mapping method and system
CN105116378A (en) * 2015-09-30 2015-12-02 长沙开山斧智能科技有限公司 Wireless and ultrasonic composite location system and location method for wireless and ultrasonic composite location system
CN105115498A (en) * 2015-09-30 2015-12-02 长沙开山斧智能科技有限公司 Robot location navigation system and navigation method

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8965578B2 (en) * 2006-07-05 2015-02-24 Battelle Energy Alliance, Llc Real time explosive hazard information sensing, processing, and communication for autonomous operation

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1661454A1 (en) * 2004-11-29 2006-05-31 Lely Enterprises AG A device for and a method of automatically supplying feed and/or drink to animal
CN101416611A (en) * 2008-12-10 2009-04-29 中国农业大学 Intelligentized accurate feeding device
CN102524099A (en) * 2011-12-26 2012-07-04 中国农业大学 Self-walking type feeder for dairy cow
CN104991463A (en) * 2015-05-21 2015-10-21 北京云迹科技有限公司 Robot semi-autonomous mapping method and system
CN105116378A (en) * 2015-09-30 2015-12-02 长沙开山斧智能科技有限公司 Wireless and ultrasonic composite location system and location method for wireless and ultrasonic composite location system
CN105115498A (en) * 2015-09-30 2015-12-02 长沙开山斧智能科技有限公司 Robot location navigation system and navigation method

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