CN105466428B - A kind of attitude angle observation method based on robot location and velocity information - Google Patents

A kind of attitude angle observation method based on robot location and velocity information Download PDF

Info

Publication number
CN105466428B
CN105466428B CN201510848559.4A CN201510848559A CN105466428B CN 105466428 B CN105466428 B CN 105466428B CN 201510848559 A CN201510848559 A CN 201510848559A CN 105466428 B CN105466428 B CN 105466428B
Authority
CN
China
Prior art keywords
mobile robot
angle
observation
state
robot
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
Application number
CN201510848559.4A
Other languages
Chinese (zh)
Other versions
CN105466428A (en
Inventor
马保离
鄢立夏
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Beijing University of Aeronautics and Astronautics
Original Assignee
Beijing University of Aeronautics and Astronautics
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Beijing University of Aeronautics and Astronautics filed Critical Beijing University of Aeronautics and Astronautics
Priority to CN201510848559.4A priority Critical patent/CN105466428B/en
Publication of CN105466428A publication Critical patent/CN105466428A/en
Application granted granted Critical
Publication of CN105466428B publication Critical patent/CN105466428B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • 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

Abstract

The present invention designs a kind of method using position of mobile robot and velocity information observation attitude angle, solves the problems, such as measurement pose of mobile robot angle.1) state transformation is utilized, by robot kinematics' model conversion at a kind of special shape, eliminates the trigonometric function in model equation;2) under new state equation, the position and speed information structuring based on robot is directed to the observer of attitude angle;3) accumulation summation operation is carried out to observer dynamical equation, calculates the observation at robot pose angle, solve the problems, such as that robot pose angle accurately obtains.This method can estimate the attitude angle of mobile robot, no steady-state error, no drift well.

Description

A kind of attitude angle observation method based on robot location and velocity information
Technical field
The invention belongs to electronic information, technical field of robot control, it is related to a kind of position using mobile robot, line The method of speed and angular velocity information observation pose of mobile robot angle.
Background technique
Mobile robot is the important object of engineer application, control theory research, be comprising environment sensing, Dynamic Programming, The integrated system of the technologies such as motion control.Research to mobile robot is to be related to pattern-recognition, artificial intelligence, automatically control etc. Subject embodies the combination of computer technology and control technology, has very wide application value.
The control of mobile robot can be divided into a little calm, path trace, track following these three types problem.Solve moving machine The control problem of device people needs to obtain the information such as position, speed and the attitude angle of mobile robot, wherein position and speed is very It is easy to get, there is various schemes in practical applications, and the attitude angle of mobile robot is led frequently with inertia Model plane block or reckoning algorithm obtain.Inertial navigation module often needs to spend because of the problems such as there are random errors, null offset Plenty of time adjustment parameter inhibits drift, and the significant deficiency of reckoning algorithm is there are accumulated error, above two side Method cannot be guaranteed that long-time stable obtains pose of mobile robot angle.
Summary of the invention
In order to solve the problems, such as above-mentioned accurate acquisition pose of mobile robot angle, the present invention proposes a kind of based on mobile machine The attitude angle observation method of people position, linear velocity and angular velocity information realizes the accurate observation to pose of mobile robot angle.
The present invention includes the following contents:
(1) based on moveable robot movement model, state transformation is carried out, eliminates include in kinematics model three Angle function;
(2) based on transformed model equation, the positive and negative situation of moveable robot movement linear velocity is considered respectively, is mentioned A kind of observation method of the attitude angle for mobile robot out.
Detailed description of the invention
Fig. 1 program flow chart
The situation of change of Fig. 2 pose estimation error
Specific embodiment
The present invention is using moveable robot movement model as research object.
(1) model description and state transformation.A kind of kinematical equation of mobile robot is
Wherein (x, y) is coordinate of the mobile robot under inertial coodinate system, and θ is attitude angle, and (v, ω) is respectively to move The linear velocity and angular speed of robot.Carrying out state transformation is
z1=x, z2=y, z3=coS θ, z4The dynamical equation that=sin θ<2>obtains new state is
By<3>it is found that the dynamical equation of new state is not aobvious to contain trigonometric function.
(2) state observer.Convolution<3>it is found that using new state dynamical equation design feature, consider when machine is mobile The linear velocity of device people is non-negative situation, is directed to (z3, z4) observation method be
WhereinFor observer auxiliary variable,For (z3, z4) estimated value, L be adjustably controlled ginseng Number, need to meet L > 0.Consider the case where linear velocity of mobile robot is negative, is directed to (z3, z4) observation method be
By<4><5>two formula, the observation at pose of mobile robot angle is obtained
(3) process is realized.By<4><5>two formula it is found that being needed in practice pairCarry out accumulation summation with It obtainsIf the control period is dT.In k-th of calculating cycle, the movement linear velocity of mobile robot is first determined whether It is positive and negative, then in (A+, A-) one is selected in algorithm
A+:
A-:
Wherein (vk, ωk) be mobile robot in k-th calculating cycle average linear velocity and angular speed,For kth In a calculating cycleValue.It thus obtains in k-th of calculating cycle, the observation of attitude angle is
Fig. 1 relatively sharp process for illustrating the present invention and obtaining attitude angle observation first determines whether to move after program starting The linear velocity of mobile robot it is positive and negative, if linear velocity is positive, in this calculating cycle use A+Algorithm, if linear velocity It is negative, then uses A-Algorithm;Then (z is obtained3, z4) observation in k-th of calculating cycleIt further calculates Observation of the attitude angle in k-th of calculating cycle is outThen appearance is circularly exported State angle observation value.It is shown in tracking circular path in Fig. 2, attitude angle is estimated in mobile robot<1>tracking circular path Count error situation of change because just having brought into operation in program, i.e., kth=1 calculating cycle when, attitude angle be it is unknown, will Attitude angle observation algorithm correlated variables initial value zero setting, i.e.,
From Figure 2 it can be seen that by the calculated pose of mobile robot angle of observation method proposed by the present invention and real angle it Between error extension converge to zero, that is to say, that attitude angle observation method proposed by the present invention need the several seconds time carry out from It is dynamic to adjust, and gradually export the attitude angle information of accurate mobile robot.
The present invention utilizes the design feature of moveable robot movement model, first progress state transformation, eliminates model side Trigonometric function in journey, when mobile robot wheel speed is respectively positive and negative, proposes to move then according to the dynamical equation of new state The attitude angle observation method of mobile robot.Solve using inertial navigation module, can not be accurate for a long time in reckoning algorithm The problem of measuring pose of mobile robot angle, facilitates the research of mobile robot and the development of control theory.

Claims (2)

1. a kind of observation method for pose of mobile robot angle, it is characterised in that by the kinematics side of the mobile robot Journey is coordinately transformed, and obtains the dynamical equation of new state, by the dynamical equation of the new state, obtains the mobile machine Second when the linear velocity of first state observer and the mobile robot when linear velocity of people is nonnegative value is negative value State observer;The posture of the mobile robot is obtained according to the first state observer and second state observer Angle;
Wherein, the dynamical equation of the new state are as follows:(z1,z2) be Coordinate of the mobile robot under inertial coodinate system, (z3,z4) it is respectively posture cosine of an angle, sine value, v is linear velocity, and ω is Angular speed;
When the linear velocity of the mobile robot is nonnegative value, the first state for obtaining the mobile robot is seen Survey device are as follows:
WhereinFor auxiliary variable,For (z3,z4) estimated value, L be adjustably controlled parameter, L > 0;
When the linear velocity of the mobile robot is negative value, second state observation of the mobile robot is obtained Device are as follows:
According to the first state observer and second state observer, the posture of the mobile robot is obtained Angle, expression formula are as follows:
2. pose of mobile robot angle observation method according to claim 1, it is characterised in that by judging mobile machine People moves the positive and negative of linear velocity, and sine, the cosine value at two states observer observation pose of mobile robot angle is respectively adopted, and The observation at pose of mobile robot angle is obtained using arctan2 function
In above formula, (z1,z2) it is coordinate of the mobile robot under inertial coodinate system,For posture cosine of an angle, sine Estimated value,For auxiliary variable,It isDerivative, (v, ω) is respectively the linear speed of mobile robot Degree and angular speed, L are control parameter,For the observation of attitude angle.
CN201510848559.4A 2015-11-27 2015-11-27 A kind of attitude angle observation method based on robot location and velocity information Expired - Fee Related CN105466428B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510848559.4A CN105466428B (en) 2015-11-27 2015-11-27 A kind of attitude angle observation method based on robot location and velocity information

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201510848559.4A CN105466428B (en) 2015-11-27 2015-11-27 A kind of attitude angle observation method based on robot location and velocity information

Publications (2)

Publication Number Publication Date
CN105466428A CN105466428A (en) 2016-04-06
CN105466428B true CN105466428B (en) 2019-09-20

Family

ID=55604387

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201510848559.4A Expired - Fee Related CN105466428B (en) 2015-11-27 2015-11-27 A kind of attitude angle observation method based on robot location and velocity information

Country Status (1)

Country Link
CN (1) CN105466428B (en)

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104049637A (en) * 2014-04-14 2014-09-17 西北工业大学 Three-axis active posture control method for space tether-robot
CN104317299A (en) * 2014-11-11 2015-01-28 东南大学 Mixed control method based on trace tracking of wheeled mobile robot
CN104931045A (en) * 2015-05-18 2015-09-23 哈尔滨工程大学 Positioning coded disc-based positioning method of omni-directional mobile robot

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP5786633B2 (en) * 2011-10-13 2015-09-30 トヨタ自動車株式会社 MOBILE BODY CONTROL DEVICE, ITS CONTROL METHOD, AND PROGRAM

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104049637A (en) * 2014-04-14 2014-09-17 西北工业大学 Three-axis active posture control method for space tether-robot
CN104317299A (en) * 2014-11-11 2015-01-28 东南大学 Mixed control method based on trace tracking of wheeled mobile robot
CN104931045A (en) * 2015-05-18 2015-09-23 哈尔滨工程大学 Positioning coded disc-based positioning method of omni-directional mobile robot

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
不确定轮式移动机器人的任意轨迹跟踪;庞海龙;《控制理论与应用》;20140331;第31卷(第3期);285-292 *
基于生存理论的非完整约束轮式机器人高速避障控制=;刘磊;《控制与决策》;20140930;第29卷(第9期);1623-1627 *

Also Published As

Publication number Publication date
CN105466428A (en) 2016-04-06

Similar Documents

Publication Publication Date Title
US9221170B2 (en) Method and apparatus for controlling a robotic device via wearable sensors
CN106041926B (en) A kind of industrial machinery arm strength/Position Hybrid Control method based on Kalman filter
CN106064377B (en) A kind of excitation track optimizing method of robot for space dynamic parameters identification
CN106979780B (en) A kind of unmanned vehicle real-time attitude measurement method
CN106352879B (en) A kind of position and orientation estimation method that the UWB positioning based on figure optimization is merged with encoder
Choi et al. Enhanced SLAM for a mobile robot using extended Kalman filter and neural networks
CN104613965B (en) A kind of step-by-step movement pedestrian navigation method based on bidirectional filtering smoothing technique
Demim et al. Cooperative SLAM for multiple UGVs navigation using SVSF filter
Schmitt et al. Indoor-GPS based robots as a key technology for versatile production
CN110345936A (en) The track data processing method and its processing system of telecontrol equipment
CN103076023A (en) Method and device for calculating step
CN107990901A (en) A kind of sensor-based user direction localization method
Kopniak et al. Natural interface for robotic arm controlling based on inertial motion capture
CN108507572A (en) A kind of attitude orientation error correcting method based on MEMS Inertial Measurement Units
Xu et al. Magnetic locating AGV navigation based on Kalman filter and PID control
CN108592907A (en) A kind of quasi real time step-by-step movement pedestrian navigation method based on bidirectional filtering smoothing technique
CN108303095A (en) Robust volume target cooperative localization method suitable for non-Gaussian filtering
CN108168552A (en) A kind of nurse robot rout marking allocation system
Li et al. AUV based source seeking with estimated gradients
CN105466428B (en) A kind of attitude angle observation method based on robot location and velocity information
CN115540854A (en) Active positioning method, equipment and medium based on UWB assistance
CN107990893A (en) The detection method that environment is undergone mutation is detected in two-dimensional laser radar SLAM
KR20180079215A (en) Position recognition system and method for moving object based on geomagnetic sensor
CN108106630A (en) The two-dimension human body odometer and Method for Calculate Mileage of a kind of pedestrian navigation
Jiao et al. A sliding parameter estimation method based on UKF for agricultural tracked robot

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20190920

Termination date: 20201127