CN103684188B - Method and system for identifying rotational inertia of motion control system - Google Patents
Method and system for identifying rotational inertia of motion control system Download PDFInfo
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Abstract
The invention discloses a method for identifying rotational inertia of a motion control system. The method comprises the following steps of building a reference model similar to an actual system; generating a speed command through a speed command generation unit; controlling a torque command to output through a controller according to the speed command, and enabling motor feedback speed to trace the speed command; taking the motor feedback speed as a speed command of the reference model, controlling a disturbance torque observed value and a torque command of the reference model to output, and enabling feedback speed of the reference model to trace the motor feedback speed; outputting the disturbance torque observed value and the torque command of the reference model to an identification unit; and identifying the rotational inertia of the system by the identification unit through MIT self-adaption rule according to the disturbance torque observed value and the torque command of the reference model. According to the method, the rotational inertia of the whole system can be identified with higher accuracy within shorter time without the specific speed command. The invention also discloses a system for identifying the rotational inertia of the motion control system.
Description
Technical field
The present invention relates to motor control parameter self-tuning technical field, more particularly, it relates to a kind of kinetic control system
Method for identification of rotational inertia and system.
Background technology
The change of AC servo load rotating inertia in running and perturbing torque easily causes controller
Not mating of parameter, thus cause the deterioration of control performance, reduce stability margin and the bandwidth of system, restrict to a great extent
The raising of systematic function.
Current existing method for identification of rotational inertia mainly has off-line identification and the big class of on-line identification two.Off-line identification is passed through
Input specific speed preset signal (at least including an Acceleration and deceleration time section) at motor speed instruction end, gather motor simultaneously
Actual torque and speed responsive, pass through cycle integrated or a linear young waiter in a wineshop or an inn further according to torque instruction and acceleration feedback signal
The methods such as multiplication pick out the rotary inertia of motor.
Off-line inertia identification needs to pick out rotary inertia, then root in the case of kinetic control system quits work in advance
The control parameter of servo-driver is set according to the inertia of identification.Off-line inertia identification method be applicable to system inertia constant or change
The least application scenario, but in a lot of actual motion control systems, such as reel machine control system, whole rotary inertia can be with
The increase of coil paper and increase, if servo-driver parameter still keeps constant, the response of system will reduce, and even results in
System is unstable.
Existing online inertia identification method is by analyzing the motor response to outside disturbing signal, take observer or
Person's Kalman filtering, the method such as Landau discrete-time parameter identification estimates rotary inertia, owing to the attribute of rotary inertia is necessary
Just can embody during acceleration and deceleration, it is therefore desirable to longer Acceleration and deceleration time, the most real-time identification can not be accomplished.
Summary of the invention
In view of this, the present invention provides method for identification of rotational inertia and the system of a kind of kinetic control system, it is not necessary to spy
Under fixed speed command, only need the most just can pick out to degree of precision the rotary inertia of whole system.
For solving above-mentioned technical problem, the technical solution used in the present invention is: the rotary inertia of a kind of kinetic control system
Discrimination method, including:
Build and the reference model of real system approximation;
Negotiation speed instruction signal generating unit formation speed instruction ωr;
By controller according to described speed command ωrControl torque instruction TrefOutput, makes motor feedback speed omegapFollow the tracks of
Described speed command ωr;
By described motor feedback speed omegapAs the speed command of described reference model, the perturbed force of Reference model for control system
Square observationWith reference model torque command T'refOutput, and make the feedback speed ω ' of described reference modelpTracking motor is anti-
Feedback speed omegap;
By the disturbing moment observation of described reference modelWith reference model torque command T'refOutput is to identification list
Unit;
Described identification unit is according to the disturbing moment observation of described reference modelWith reference model torque command T
′ref, the rotary inertia of system is picked out by MIT adaptive law.
Preferably, described identification unit is according to the disturbing moment observation of described reference modelWith reference model moment
Instruction T'ref, by MIT adaptive law pick out system rotary inertia particularly as follows:
By described reference model torque command T 'refIt is filtered obtaining HPFT' by high pass filterref;
By the disturbing moment observation of described reference modelIt is filtered obtaining by high pass filter
Will according to MIT adaptive lawAfter being multiplied with inertia identification gain alpha again with HPFT'refIt is multiplied, then by product
It is integrated drawing the rotary inertia of system
Preferably, described by controller according to described speed command ωrControl torque instruction TrefThe computing formula of output
For:
Wherein: KpFor the proportional gain of controller, KiFor the storage gain of controller, s is Laplace operator, and J is system
True rotary inertia,For needing the rotary inertia of the system of identification.
Preferably, motor feedback speed omega is made described inpFollow the tracks of described speed command ωrComputing formula be:
Preferably, by described motor feedback speed omegapAs the speed command of described reference model, Reference model for control system
Disturbing moment observationWith reference model torque command T'refThe computing formula of output is:
Preferably, by described reference model torque command T'refIt is filtered obtaining HPFT' by high pass filterref's
Computing formula is:
Preferably, by described reference model torque commandIt is filtered obtaining by high pass filterMeter
Calculation formula is:
Preferably, the rotary inertia of system is drawn according to MIT adaptive lawComputing formula be:
Preferably, the rotary inertia of the system that draws is simplified according to MIT adaptive lawComputing formula be:
A kind of identification of rotational inertia system of kinetic control system, including: velocity command, controller, reference
Model, identification unit and motor;Wherein:
Described velocity command is connected with described controller, instructs ω for formation speedr, and by described speed
Instruction ωrOutput is to described controller;
Described controller is according to the described speed command ω receivedrControl torque instruction TrefOutput, makes motor feedback speed
Degree ωpFollow the tracks of described speed command ωr;
Described reference model is connected with described controller, motor and identification unit respectively, by the feedback speed ω of motorpMake
For speed command, the disturbing moment observation of output reference modelWith reference model torque command T'ref, and make described reference
The feedback speed ω ' of modelpTracking motor feedback speed ωp;
Described identification unit is connected with described reference model and controller respectively, the reference mould exported by described reference model
The disturbing moment observation of typeWith reference model torque command T 'ref, the rotation being picked out system by MIT adaptive law is used to
Amount.
From above-mentioned technical scheme it can be seen that the identification of rotational inertia side of a kind of kinetic control system disclosed by the invention
Method, during identification, Negotiation speed instruction signal generating unit formation speed instruction, it is not necessary to input specific speed command, just
Online identification of rotational inertia can be realized in the case of not affecting normal production operation;By building and real system approximation
Reference model, comparison reference model and the output of actual controlled object or state, joined by MIT adaptive law regulation controller
Number, it is possible to make the dynamic characteristic of controll plant consistent with the dynamic characteristic of reference model or deviation is the least;By MIT certainly
Adapt to rule regulation inertia identification gain, it is possible to regulate the speed of inertia identification according to demand.
Accompanying drawing explanation
In order to be illustrated more clearly that the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
In having technology to describe, the required accompanying drawing used is briefly described, it should be apparent that, the accompanying drawing in describing below is only this
Some embodiments of invention, for those of ordinary skill in the art, on the premise of not paying creative work, it is also possible to
Other accompanying drawing is obtained according to these accompanying drawings.
Fig. 1 is the flow chart of the method for identification of rotational inertia of a kind of kinetic control system disclosed by the invention;
Fig. 2 is the flow chart of the method for identification of rotational inertia of another kind of kinetic control system disclosed by the invention;
Fig. 3 is the block diagram of the identification of rotational inertia system of a kind of kinetic control system disclosed by the invention;
Fig. 4 is the control block realizing identification of rotational inertia disclosed by the invention;
Fig. 5 is the simulation result figure of identification of rotational inertia disclosed by the invention.
Detailed description of the invention
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Describe, it is clear that described embodiment is only a part of embodiment of the present invention rather than whole embodiments wholely.Base
Embodiment in the present invention, those of ordinary skill in the art obtained under not making creative work premise all its
His embodiment, broadly falls into the scope of protection of the invention.
The embodiment of the invention discloses method for identification of rotational inertia and the system of a kind of kinetic control system, it is not necessary to specific
Speed command under, only need the most just can pick out to degree of precision the rotary inertia of whole system.
As it is shown in figure 1, the method for identification of rotational inertia of a kind of kinetic control system, including:
The reference model that S101, structure approximate with real system;
S102, Negotiation speed instruction signal generating unit formation speed instruction ωr;
S103, by controller according to speed command ωrControl torque instruction TrefOutput, makes motor feedback speed omegapWith
Track speed command ωr;
S104, by motor feedback speed omegapAs the speed command of reference model, the disturbing moment of Reference model for control system is seen
Measured valueWith reference model torque command T'refOutput, and make the feedback speed ω ' of reference modelpTracking motor feedback speed
ωp;
S105, by the disturbing moment observation of reference modelWith reference model torque command T 'refOutput is to identification list
Unit;
S106, identification unit are according to the disturbing moment observation of reference modelWith reference model torque command T 'ref, logical
Cross MIT adaptive law and pick out the rotary inertia of system.
The operation principle of the method for identification of rotational inertia of above-mentioned kinetic control system and process be: the present invention rotates for online
Inertia identification, it is necessary first to build and the reference model of real system approximation, then Negotiation speed instruction signal generating unit generates speed
Degree instruction ωr, system controller is according to speed command ωrControl torque instruction TrefOutput, makes motor feedback speed omegapFollow the tracks of institute
State speed command ωr, then by motor feedback speed omegapAs the speed command of reference model, the perturbed force of Reference model for control system
Square observationWith reference model torque command T'refOutput, and make the feedback speed ω ' of reference modelpTracking motor feeds back
Speed omegap;Then by the disturbing moment observation of reference modelWith reference model torque command T'refOutput is to identification unit;
Last identification unit is according to the disturbing moment observation of reference modelWith reference model torque command T'ref, adaptive by MIT
The rotary inertia of the system of picking out should be restrained.
Above-described embodiment is during identification, and Negotiation speed instruction signal generating unit formation speed instructs, it is not necessary to input spy
Fixed speed command, it is possible to realize online identification of rotational inertia in the case of not affecting normal production operation;By building
With the reference model of real system approximation, comparison reference model and the output of actual controlled object or state, by MIT self adaptation
Rule regulation controller parameter, it is possible to make the dynamic characteristic of controll plant consistent with the dynamic characteristic of reference model or deviation to the greatest extent may be used
Can be little;Inertia identification gain is regulated, it is possible to regulate the speed of inertia identification according to demand by MIT adaptive law.The present invention with
Ideal model is with reference to control unit, comparison reference model and the output of actual controlled object or state, and passes through MIT self adaptation
Rule goes to regulate controller parameter, makes every effort to that the dynamic characteristic making controll plant is consistent with the dynamic characteristic of reference model or deviation to the greatest extent may be used
Can be little, it is characterised in that act in system although having load torque in identification process, due to by the disturbance of reference model
Moment has passed through high pass filter, and the time constant one with speed controlling part arranged by the coefficient of high pass filter
Cause, thus effectively eliminate fixing interference or the impact of load torque, improve the accuracy of inertia identification.
As in figure 2 it is shown, be the method for identification of rotational inertia of another kind of kinetic control system disclosed by the invention, including:
The reference model that S201, structure approximate with real system;
S202, Negotiation speed instruction signal generating unit formation speed instruction ωr;
S203, by controller according to speed command ωrControl torque instruction TrefOutput, makes motor feedback speed omegapWith
Track speed command ωr;
S204, by motor feedback speed omegapAs the speed command of reference model, the disturbing moment of Reference model for control system is seen
Measured valueWith reference model torque command T'refOutput, and make the feedback speed ω ' of reference modelpTracking motor feedback speed
ωp;
S205, by the disturbing moment observation of reference modelWith reference model torque command T'refOutput is to identification list
Unit;
S206, by reference model torque command T'refIt is filtered obtaining HPFT ' by high pass filterref;
S207, by the disturbing moment observation of reference modelIt is filtered obtaining by high pass filter
S208, according to MIT Automatic adjusument rate willAfter being multiplied with inertia identification gain alpha again with HPFT'refPhase
Take advantage of, then product is integrated drawing the rotary inertia of system
Below in conjunction with Fig. 3 and Fig. 4 work to the method for identification of rotational inertia of kinetic control system disclosed in the present embodiment
Principle and process are described in detail.
With reference to Fig. 3, inertia identification embodiment of the present invention includes velocity command, controller, motor, ginseng
Examine model and identification unit.
Wherein, velocity command formation speed instruction ωr, and by speed command ωrExport to controller, used
In amount identification process, this speed command ωrNeed acceleration and deceleration process.
Controller is according to the speed command ω receivedrControl torque instruction TrefOutput, makes motor feedback speed omegapFollow the tracks of
Command speed ωr, wherein motor feedback speed omegapIt is calculated according to encoder position feedback signal.
When controller adoption rate integral controller (PI controller), controller is according to speed command ωrControl torque to refer to
Make TrefThe computing formula of output is as follows:
Wherein: KpFor the proportional gain of controller, KiFor the storage gain of controller, s is Laplace operator, and J is system
True rotary inertia,For needing the rotary inertia of the system of identification.
Motor feedback speed omegapTracking velocity instruction ωrComputing formula as follows:
Above-mentioned reference model is the state observer model of actual controlled device, for monitor state variable, this enforcement
Using electric current loop and servomotor as the control object of broad sense in example, owing to electric current loop bandwidth is much larger than speed ring bandwidth, therefore
Electric current loop response process and delay can not be considered, electric current loop is approximately the model that gain is 1, ignores friction simultaneously.
Specifically, as shown in Figure 4 by motor feedback speed omegapAs the speed command of reference model, control with reference to mould
The disturbing moment observation of typeWith reference model torque command T'refThe computing formula of output is as follows:
From above formula, during acceleration and deceleration, the error of inertia can show with the form of disturbance.Meanwhile, above-mentioned
To put it more simply, do not represent external loading moment in reference model, however the conversion rate of generally load relative to identification time
For between relatively slow, therefore to eliminate the load torque disturbing moment observation to reference modelImpact, by reference
The disturbing moment observation of modelWith reference model torque command T'refBy the high pass filter in identification unit, wherein
High pass filter function is:
By the disturbing moment observation of reference modelBe can get by high pass filter:
Again by reference model torque command T' of reference modelrefBe can get by high pass filter:
Knowable to above formula, in acceleration and deceleration region, the rotary inertia of system can be picked out, and gone by MIT adaptive law
Regulation controller parameter.If desired the rotary inertia of the system of identificationEqual, then with the true rotary inertia J of systemI.e.Producing reason or error Producing reason is inaccurate owing to inertia is arranged causes.
In the present invention, the parameter needing identification isI.e. need the rotary inertia of the system of identification, simultaneously real system
With the error of reference model it isAccording to MIT adaptive law, willGain-α with inertia identification
Being multiplied, the size of α need to adjust according to the change of gain, to ensure the stability of whole system, then by the product both this
It is multiplied byI.e. obtaining inertia sensitivity is:
Wherein, α is the gain of inertia identification, determines the speed of identification.
Finally to inertia sensitivityIt is integrated i.e. obtaining the rotary inertia of systemFor:
In order to simplify calculating, above-mentioned expression formula is reduced to:
Use MIT adaptive law, the fast of inertia identification can be regulated by regulation inertia gain coefficient α easily
Slowly, the inventive method is used compared with prior art, it is possible to obtain inertia result quickly, the most continuous according to the conversion of inertia
The PI parameter of correction actual control system, make torque output more steady, the speed responsive of real system is closer to ideal curve.
Fig. 5 is the identification of rotational inertia simulation result figure using the present invention.Actual whole load inertia is arranged by figure
For 5 times of motor inertia, mechanical system single order inertia link is modeled, fixing interference is set as 0.005Nm, by identification
The rotary inertia of initial system during beginningIt is set to 0.5 times of motor inertia (i.e. the true rotary inertia of system).From
It can be seen that in the first two acceleration and deceleration cycle after identification starts in figure, the rotary inertia of systemConverge to whole soon
Near the true inertia of individual system, then according to the rotary inertia of systemRevise PI parameter in real time, it is possible to achieve speed is referred to
Order the most smoothly tracking response.
In sum, the present invention is with ideal model for reference to control unit, comparison reference model and actual controlled object
Output or state, and go to regulate controller parameter by MIT adaptive law, make every effort to the dynamic characteristic making controll plant and reference mould
The dynamic characteristic of type is consistent or deviation is the least, it is characterised in that although having load torque in identification process and acting on be
On system, owing to the disturbing moment of reference model to have been passed through high pass filter, and the sum that the coefficient of high pass filter is arranged
The time constant of speed controlling part is consistent, thus effectively eliminates fixing interference or the impact of load torque, improves inertia
The accuracy of identification.
Additionally use MIT adaptive law, inertia identification can be regulated by regulation inertia gain coefficient α easily
Speed, uses the inventive method compared with prior art, it is possible to obtain inertia result quickly, not according to the conversion of inertia simultaneously
The PI parameter of disconnected correction actual control system, makes torque output more steady, and the speed responsive of real system is closer to preferable bent
Line.
Additionally use the inertia identification method of the present invention, it is not necessary to input specific speed command, can not affect normally
Realize online inertia identification in the case of production operation, and the identification time be short, it is only necessary to the acceleration and deceleration process that the persistent period is little,
From simulation result shown in Fig. 5 it can be seen that can pick out result within two acceleration and deceleration stages, and identification precision is high, for
Load inertia change situation greatly, has good adaptability.
In this specification, each embodiment uses the mode gone forward one by one to describe, and what each embodiment stressed is and other
The difference of embodiment, between each embodiment, identical similar portion sees mutually.
Described above to the disclosed embodiments, makes professional and technical personnel in the field be capable of or uses the present invention.
Multiple amendment to these embodiments will be apparent from for those skilled in the art, as defined herein
General Principle can realize without departing from the spirit or scope of the present invention in other embodiments.Therefore, the present invention
It is not intended to be limited to the embodiments shown herein, and is to fit to and principles disclosed herein and features of novelty phase one
The widest scope caused.
Claims (10)
1. the method for identification of rotational inertia of a kinetic control system, it is characterised in that including:
Build and the reference model of real system approximation;
Negotiation speed instruction signal generating unit formation speed instruction ωr;
By controller according to described speed command ωrControl torque instruction TrefOutput, makes motor feedback speed omegapFollow the tracks of described
Speed command ωr;
By described motor feedback speed omegapAs the speed command of described reference model, the disturbing moment observation of Reference model for control system
ValueWith reference model torque command T 'refOutput, and make the feedback speed ω ' of described reference modelpTracking motor feedback speed
ωp;
By the disturbing moment observation of described reference modelWith reference model torque command T 'refOutput is to identification unit;
Described identification unit is according to the disturbing moment observation of described reference modelWith reference model torque command T 'ref, pass through
MIT adaptive law picks out the rotary inertia of system.
Method the most according to claim 1, it is characterised in that described identification unit is according to the perturbed force of described reference model
Square observationWith reference model torque command T 'ref, by MIT adaptive law pick out system rotary inertia particularly as follows:
By described reference model torque command T 'refIt is filtered obtaining HPFT ' by high pass filterref;
By the disturbing moment observation of described reference modelIt is filtered obtaining by high pass filter
Will according to MIT adaptive lawAfter being multiplied with inertia identification gain alpha again with HPFT 'refIt is multiplied, then product is carried out
Integration draws the rotary inertia of system
Method the most according to claim 2, it is characterised in that described by controller according to described speed command ωrControl
Torque instruction TrefThe computing formula of output is:
Wherein: KpFor the proportional gain of controller, KiFor the storage gain of controller, s is Laplace operator, and J is the true of system
Real rotary inertia,For needing the rotary inertia of the system of identification.
Method the most according to claim 3, it is characterised in that described in make motor feedback speed omegapFollow the tracks of described speed command
ωrComputing formula be:
Method the most according to claim 4, it is characterised in that by described motor feedback speed omegapAs described reference model
Speed command, the disturbing moment observation of Reference model for control systemWith reference model torque command T 'refThe computing formula of output
For:
Method the most according to claim 5, it is characterised in that by described reference model torque command T 'refFiltered by high pass
Ripple device is filtered obtaining HPFT 'refComputing formula be:
Method the most according to claim 6, it is characterised in that by described reference model torque commandPass through high-pass filtering
Device is filtered obtainingComputing formula be:
Method the most according to claim 7, it is characterised in that draw the rotary inertia of system according to MIT adaptive law's
Computing formula is:
Method the most according to claim 8, it is characterised in that the rotation simplifying the system that draws according to MIT adaptive law is used to
AmountComputing formula be:
10. the identification of rotational inertia system of a kinetic control system, it is characterised in that including: velocity command, control
Device processed, reference model, identification unit and motor;Wherein:
Described velocity command is connected with described controller, instructs ω for formation speedr, and by described speed command
ωrOutput is to described controller;
Described controller is according to the described speed command ω receivedrControl torque instruction TrefOutput, makes motor feedback speed omegap
Follow the tracks of described speed command ωr;
Described reference model is connected with described controller, motor and identification unit respectively, by the feedback speed ω of motorpAs speed
Degree instruction, the disturbing moment observation of output reference modelWith reference model torque command T 'ref, and make described reference model
Feedback speed ω 'pTracking motor feedback speed ωp;
Described identification unit is connected with described reference model and controller respectively, the reference model exported by described reference model
Disturbing moment observationWith reference model torque command T 'ref, the rotary inertia of system is picked out by MIT adaptive law.
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CN106788061B (en) * | 2017-01-24 | 2019-04-30 | 东南大学 | A kind of permanent magnet synchronous motor rotary inertia recognition methods based on depression of order electric current loop |
CN107171609A (en) * | 2017-02-15 | 2017-09-15 | 广东工业大学 | The discrimination method and system of a kind of permagnetic synchronous motor rotary inertia |
CN112511053B (en) * | 2020-10-27 | 2023-03-10 | 威科达(东莞)智能控制有限公司 | Load inertia identification method based on motion model |
CN114619440B (en) * | 2020-12-10 | 2024-02-09 | 北京配天技术有限公司 | Method for correcting friction model, robot and computer readable storage medium |
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