WO1983000753A1 - A method and an apparatus in tuning a pid-regulator - Google Patents

A method and an apparatus in tuning a pid-regulator Download PDF

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Publication number
WO1983000753A1
WO1983000753A1 PCT/SE1982/000268 SE8200268W WO8300753A1 WO 1983000753 A1 WO1983000753 A1 WO 1983000753A1 SE 8200268 W SE8200268 W SE 8200268W WO 8300753 A1 WO8300753 A1 WO 8300753A1
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Prior art keywords
regulator
function
amplitude
oscillation
circuit function
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PCT/SE1982/000268
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French (fr)
Inventor
Aktiebolag Naf
Original Assignee
HÄGGLUND, Tore
ASTRÖM, Karl, Johan
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Application filed by HÄGGLUND, Tore, ASTRÖM, Karl, Johan filed Critical HÄGGLUND, Tore
Priority to AT82902483T priority Critical patent/ATE38103T1/en
Priority to DE8282902483T priority patent/DE3279134D1/en
Publication of WO1983000753A1 publication Critical patent/WO1983000753A1/en
Priority to DK154183A priority patent/DK159343C/en
Priority to NO831435A priority patent/NO160632C/en
Priority to FI833323A priority patent/FI71435C/en

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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring

Definitions

  • the present invention relates to the tuning of a regulator of the PID-type for a process and more exactly defines a method and an apparatus for bringing - as a step in the method of tuning the regulator - the process into a controlled self oscillation for determining quantities which are essential for the tuning of the regulator.
  • the invention includes all variations and combinations (P, PI, PD, PID etc) of the control functions of a PID-regulator.
  • the PID-regulator is very common for the control of industrial processes and provides for proportional, integrating and derivative control. A process of larger scope employs a large number of such regulators. PID-regulators are manufactured in large series as standard products. It is more and more common that the regulators are based on microcomputers; and then more complicated control functions can be used.
  • the purpose of the invention is to facilitate a simple method of tuning a PID-regulator and as a step thereof to provide a method and an apparatus for bringing the system including the PID-regulator into controlled self oscillation.
  • quantities of the process which are essential for the tuning can be measured.
  • the method facilitates simple automation of the tuning of PID- regulators, particularly regulators based on a microcomputer.
  • Fig. 1 is a block diagram of one embodiment illustrating the control members of a PID-regulator as separate units.
  • Fig. 2 is a diagram in the complex plane and illustrates the transfer function of a process as a Nyquist curve, and shows the negative inverse of the so called describing function of a non-linear circuit function having an ideal relay characteristic.
  • Fig. 3 is a block diagram showing the invention realized by means of a regulator based on a microcomputer.
  • Fig. 4 is a diagram of the same kind as Fig. 2 but in addition to the Nyquist curve of a transfer function also shows the describing function of a circuit function having an ideal relay characteristic and a hysteresis.
  • Fig. 5 is a diagram defining the phase margin of a transfer function of a process.
  • Fig. 6 is a diagram showing the bias of a non-linear curcuit function to a predetermined working point. Ilode for carrying out the invention and industrial applicability
  • the following description of the invention includes all variations and combinations of the control functions of a PID-regulator.
  • the derivative control function of a regulator can be omitted and only the P- and I- control functions be used.
  • FIG. 1 a block diagram shows a prior art system based upon analog technique and provided with an apparatus of the invention for bringing the system into self oscillation.
  • a process 1 illustrated by means of its transfer function H(s) is controlled by means of a PID-regulator 2 in respect of a process variable.
  • the actual value y of the variable is obtained on an output from the process 1 and is fed back over a negative feed-back loop 3 to a summing junction 4 and there is combined with a reference value y ref for generating an error signal e which is supplied to the regulator 2.
  • the regulator 2 is shown to include separate control function units P, I and D for analog control but can as shown below, also be built up by means of a microcomputer. Moreover, switches 5 are shown for the connection/disconnection of the P-, I-, and D-control functions as well as by pass. The switches 5 are individually controlled by means of a suitable control unit 6.
  • the transfer function of the regulator 2 combined with the process 1 is designated G(s).
  • G(s) The transfer function of the regulator 2 combined with the process 1 is designated G(s).
  • the system is brought into controlled self oscillation in that, at the same time as the integrating and derivative units (I and D) of the regulator are disconnected the ampli fication of the proportional control function unit P is increased up to self oscillation by manually moving an adjusting means 9p. Maintaining the system in this state, the amplitude and frequency of the self oscillation are determined by measuring by means of a measuring unit 10 the system output signal y.
  • the quantity values resulting from said measuring are used for calculating the parameters k, T I and T D which are adjusted by means of the adjusting means 9 p , 9i and 9d of the control function units P-, I- and D, respectively.
  • the parameters of the PID-regulator 2 are calculated and fixed according to given formulas in the table below:
  • k c is the critical amplification, i.e. the amplification of the system in self oscillation
  • T is the period of time of the self oscillation.
  • the method of Ziegler and.Nichols for the tuning of a PID-regulator is a thumb rule based upon parameters of the Nyquist curve in the complex plane, when this curve passes through the point(-1;0). According to the Nyquist theorem a process is stable if the Nyquist curve does not encircle the point (-1;0).
  • the diagram of Fig. 2 illustrates a Nyquist curve G(i ⁇ ) for positive values of the angular frequency ⁇ .
  • the input signal y ref can be subjected to a small disturbance.
  • Said non-linear circuit function NL has a relay characteristic which means that the output from the circuit 7 has a first low value when the input e of the circuit is below a predetermined value and has a second high value when the input signal exceeds said predetermined value.
  • the output signal oscillates between two values, e.g. the amplitudes +d and -d.
  • Such a circuit can be realized by means of a simple comparator having a large internal amplification.
  • the invention operates also for less well defined relay characteristics having a slope and/or overshoots.
  • a non-linear circuit function can be represented by a describing function N(A), which is defined as the transfer function of the circuit function when the input signal is a sine signal A sin ( ⁇ t), where A is the amplitude, ⁇ the angular frequency and t the time.
  • the two functions G (i ⁇ ) ) and - are drawn in the complex plane.
  • the amplitude and frequency of the self oscillation are obtained from the parameter values in the crossing point p of the depicited curves.
  • the value of the transfer function G (i ⁇ ) of the control system (including the PID-regulator) in the actual crossing point p can be determined and this information can then be used for tuning the regulator.
  • the negative inverse - of the describing function becomes, drawn in the complex plane a straight line which coincides with the negative real axis -Re.
  • the Ziegler and Nichols method is will suited for tuning a PID-regulator.
  • the non-linear circuit 7 with the relay characteristic is connected and the PID-regulator is entirely disconnected, i.e. by passed, the system is brought into self oscillation.
  • the proportional unit P of the regulator can be connected for limiting the amplitude of the oscillation.
  • the amplitude A of the self oscillation being a measure of the crossing point p of the transfer function G (i ⁇ ) with the negative real axis -Re, is determined by measuring the signal y after the process by means of the measuring unit 10.
  • the period time T c of the self oscillation is determined by measurement.
  • the amplification, integration time and derivation time are thereafter calculated, and then the regulator is tuned in dependence of said calculated parameters.
  • the P-unit can be connected in the course of the oscillation and measuring.
  • the I- and D-units can be connected individually or in combination - also with the P-unit. This is particular so if another point on the Nyquist curve than the crossing point with the negative real axis is to be identified.
  • the above method can be performed manually or automatically in dependence of how the regulator 2 and the non-linear circuit function NL is implemented.
  • the invention obviates the problem caused by small non-linearities in the system which may obstruct self oscillation, since the introduced non-linear circuit function NL largely eclipse any small nonlinearity.
  • Fig. 3 in a block diagram shows the system of Fig. 1 implemented with a regulator comprising a microcomputer.
  • the microcomputer On its input the microcomputer has an A/D-converter 11 and on its output a D/A-converter 12. Moreover, there is a microprocessor 13, a programable read only memory 14 (PROM)serving as a program storage 14 and a random access memory 15 (RAM) for buffering data.
  • the buffer memory 15 has input and output registers as well as a clock for generating output signals as pulses to the D/A-converter 12.
  • the units 13-15 of the microcomputer are combined to cooperate in a known manner.
  • the control functions for P-, I- and D-regulation are stored in the program memory 14 together with any other soft ware required by the microcomputer for its operation.
  • circuits shown in Fig. 1 as circuits can be illustrated by means of the circuit functions k . e for the proportional unit P, k/T I . edt for the integrating unit I and k . T D for the derivative unit D.
  • these circuit functions are stored in the program storage 14 as algorithms for acting upon the regulator input signal or error signal e or more specifically measured values thereof in order to generate at the output of the regulator a control signal JJ which is supplied to the process.
  • the reference value y ref and the process actual value or measured variable is y.
  • This known PID-regulator is tuned by means of not shown adjusting means in that only the proportional control is involved, whereupon the amplification is manually increased until self oscillation is obtained.
  • the amplification and the period of oscillation of the self oscillation are measured and used for the calculation and adjustment of the regulator parameters according to the formulas of Ziegler and Nichols.
  • circuit function NL having a non-linear characteristic for processing the regulator signal.
  • This circuit function NL is implemented in the microcomputer as a further algorithm and also complies with the previously mentioned requirement for self oscillation.
  • N(A) -1, where G(s) does not include NL which is therefore shown within brackets in Fig. 3.
  • the system for determining the measured quantities of amplitude and frequency of the self oscillation - is brought into self oscillation in that the nonlinear circuit function NL is introduced into the signal path of the regulator signal, i.e. the error signal e, or more exactly measured values of the input signal e to the regulator said values being established by means of the microcomputer.
  • the input signal je to the regulator is processed by means of the non-linear circuit function NL.
  • the amplitude and the frequency of the self oscillation are then determined in a suitable manner by measuring on the output signal y.
  • the measuring of the amplitude and frequency of said oscillation is no part of the invention but any suitable method of measurement can be used.
  • any suitable method of measurement can be used.
  • three methods are mentioned: 1) The amplitude of consecutive oscillations is measured and the amplitude value is accepted when the next amplitude value differs less than a predetermined amount, e.g. 3 % of the amplitude;
  • the frequency can also be determined in several ways, three being mentioned here:
  • Fig. 3 illustrates the operation of the in vention.
  • the error signal e is generated in the regulator itself and so the fed back signal -y can be supplied to the microprocessor 13 over a further A/D-converter.
  • a multiplexer is used on the regulator input before the A/D-converter 11.
  • a PID-regulator By taking advantage of a non-linear circuit function NL, having a relay characteristic, one application for tuning a PID-regulator has been described. According to another application a PID-regulator can be tuned to give a process system a desired phase margin.
  • Fig. 5 the phase margin ⁇ m of a transfer function G(s) is shown.
  • the non-linear circuit function has a relay characteristic, preferably an ideal characteristic with hysteresis.
  • a circuit function having an ideal relay characteristic and hysteresis processes an input signal in such a way that the input signal when it decreases below a first value -H results in a low output signal -d and when it increases beyond a second value H, larger than said first value, results in a high output signal +d.
  • the output signal always is a square wave signal.
  • the value H is a measure on the hysteresis. It is realized that the amplitude A of the input signal must exceed the hysteresis H for correct operation.
  • the describing function N'(A) of a circuit function having an ideal relay characteristic and hysteresis is: where A like before is the amplitude of the input signal of the 'non-linear circuit, d is the amplitude of the output signal from the non-linear circuit, H is a measure on the hysteresis and ⁇ is a measure on the time delay between the input and the output.
  • the negative inverse of the describing function can be shown to be:
  • a program clock can initiate tuning of the PID-regulator at predetermined intervals such as once every twenty-four hours or once a week.
  • the input signal of the describing function should be a sine signal.
  • the output signal of said describing function is a square wave signal.
  • the transfer function of a process is a low pass filter which results in that the process output signal y which is fed back to the input of the regulator is filtered and essentially only includes the fundamental frequency, i.e. harmonics are filtered out.
  • a desired output signal y des corresponds to an input signal u des .
  • the input signal u des can be determined as that input signal for which the output signal from the non-linear circuit function with an ideal relay characteristic is symmetric. In its turn this can be determined by measuring the positive and negative time periods T and T of the output square wave signal resulting from the non-linear circuit function NL. By means of successive measurements with different input signals u des can be estimated by interpolation. It is appreciated that the parameters of the non-linear circuit function can be chosen in different ways. It can be desirable to fix certain parameters while other parameters are free to be chosen.

Abstract

In tuning a regulator (2) of the PID-type of a process (1) in a feed back system where the process and the regulator has a transfer function G(s) in common, a method is proposed for bringing the system into self oscillation for measuring the amplitude and frequency of the oscillation and tuning the regulator in dependence of the measurements obtained. A circuit function (NL) having non-linear characteristic and a describing function N(A) is introduced into the system in series to the process for acting on the regulator signal (e). Self oscillation is obtained if (G(i omega ).N(A) = -1 for at least one value of the angular frequency omega and the amplitude A of the regulator signal (e). An apparatus for performing the method is disclosed.

Description

A method and an apparatus in tuning a PID-regulator
Technical field
The present invention relates to the tuning of a regulator of the PID-type for a process and more exactly defines a method and an apparatus for bringing - as a step in the method of tuning the regulator - the process into a controlled self oscillation for determining quantities which are essential for the tuning of the regulator. The invention includes all variations and combinations (P, PI, PD, PID etc) of the control functions of a PID-regulator.
Background art
The PID-regulator is very common for the control of industrial processes and provides for proportional, integrating and derivative control. A process of larger scope employs a large number of such regulators. PID-regulators are manufactured in large series as standard products. It is more and more common that the regulators are based on microcomputers; and then more complicated control functions can be used.
Even if the regulator is based on a microcomputer the principal structure of a conventional PID-regulator is maintained since persons in the industry skilled in the art have a long and experienced knowledge about and .a feeling for the tuning of such PID- regulators. There are well established methods, e.g. the method of Ziegler and Nichols, for the manual tuning of a PID-regulator in dependence of the parameters of the process. In spite of this many regulators in industrial processes are badly tuned in practise. This is due to on one hand the fact that the manual tuning which comprises manually changing the regulator amplification is tedious, on the other hand the fact that the parameters/properties of the process are changed in course of time.
There is also equipment for automatic tuning of PID-regulators but such equipment is expensive and not quite simple to use. Moreover; there are adaptive regulators but such regulators are much more complicated than a simple PID-regulator and have not yet been used at a large scale.
Thus, there is a need for a simple method of automatic tuning of a PID-regulator which method results in a non-expensive regulator. The method should be that simple that it can be applied on PID-regulators realized by means of a microcomputer only by making a simple change of, or a minor addition to the program of the regulator.
The purpose of the invention is to facilitate a simple method of tuning a PID-regulator and as a step thereof to provide a method and an apparatus for bringing the system including the PID-regulator into controlled self oscillation. When the system oscillates, quantities of the process which are essential for the tuning can be measured.
This purpose is achieved by means of a method where the process and the regulator in common have a transfer function G(s) in a feed-back system and the system is brought into controlled self oscillation for measuring the amplitude and the frequency of said oscillation whereupon the regulator is tuned in dependence of the values measured for the amplitude and the frequency of said oscillation. In accordance with the invention the signal fed to the regulator is subjected to the effect of a circuit function (NL) having a non-linear characteristic and having a describing function N(A). A relation G (i ω ) . N(A) = -1 is valid for at least one value of the angular frequency and the amplitude A of said signal.
The method facilitates simple automation of the tuning of PID- regulators, particularly regulators based on a microcomputer.
Brief description of the drawings
The invention is described in greater details below and with reference to the adjoining drawings.
Fig. 1 is a block diagram of one embodiment illustrating the control members of a PID-regulator as separate units.
Fig. 2 is a diagram in the complex plane and illustrates the transfer function of a process as a Nyquist curve, and shows the negative inverse of the so called describing function of a non-linear circuit function having an ideal relay characteristic.
Fig. 3 is a block diagram showing the invention realized by means of a regulator based on a microcomputer.
Fig. 4 is a diagram of the same kind as Fig. 2 but in addition to the Nyquist curve of a transfer function also shows the describing function of a circuit function having an ideal relay characteristic and a hysteresis.
Fig. 5 is a diagram defining the phase margin of a transfer function of a process.
Fig. 6 is a diagram showing the bias of a non-linear curcuit function to a predetermined working point. Ilode for carrying out the invention and industrial applicability
The following description of the invention includes all variations and combinations of the control functions of a PID-regulator. For instance the derivative control function of a regulator can be omitted and only the P- and I- control functions be used.
First a prior art system is described for facilitating understanding of the invention. In Fig. 1 a block diagram shows a prior art system based upon analog technique and provided with an apparatus of the invention for bringing the system into self oscillation.
A process 1 illustrated by means of its transfer function H(s) is controlled by means of a PID-regulator 2 in respect of a process variable. The actual value y of the variable is obtained on an output from the process 1 and is fed back over a negative feed-back loop 3 to a summing junction 4 and there is combined with a reference value yref for generating an error signal e which is supplied to the regulator 2.
Generally the following relationship holds between the error signal e and the control signal u of the regulator:
Figure imgf000006_0001
where k, TI, and TD are constants.
The regulator 2 is shown to include separate control function units P, I and D for analog control but can as shown below, also be built up by means of a microcomputer. Moreover, switches 5 are shown for the connection/disconnection of the P-, I-, and D-control functions as well as by pass. The switches 5 are individually controlled by means of a suitable control unit 6.
The transfer function of the regulator 2 combined with the process 1 is designated G(s). For tuning the regulator by means of the prior art method of Ziegler and Nichols the system is brought into controlled self oscillation in that, at the same time as the integrating and derivative units (I and D) of the regulator are disconnected the ampli fication of the proportional control function unit P is increased up to self oscillation by manually moving an adjusting means 9p. Maintaining the system in this state, the amplitude and frequency of the self oscillation are determined by measuring by means of a measuring unit 10 the system output signal y. The quantity values resulting from said measuring are used for calculating the parameters k, TI and TD which are adjusted by means of the adjusting means 9p, 9i and 9d of the control function units P-, I- and D, respectively. The parameters of the PID-regulator 2 are calculated and fixed according to given formulas in the table below:
Figure imgf000007_0001
where kc is the critical amplification, i.e. the amplification of the system in self oscillation, and T is the period of time of the self oscillation. The critical amplification obtained from the measured quantity values in a known manner.
The method of Ziegler and.Nichols for the tuning of a PID-regulator is a thumb rule based upon parameters of the Nyquist curve in the complex plane, when this curve passes through the point(-1;0). According to the Nyquist theorem a process is stable if the Nyquist curve does not encircle the point (-1;0). The diagram of Fig. 2 illustrates a Nyquist curve G(i ω ) for positive values of the angular frequency ω .
In order to secure that the self oscillation occurs irrespecitve of small non-linearities, as a dead zone and/or hysteresis, of the system the input signal yref can be subjected to a small disturbance.
So far the feed-back system and the tuning method as described are previously known.
Instead of the above mentioned method for determining the amplitude and the frequency of the self oscillation, there is according to the invention introduced in series to and before the process 1 a nonlinear circuit 7 which has a describing function N(A) defined below. Thus/ a non-linear circuit function NL is introduced into the signal path of the regulator 2 for processing the error signal e before this signal is supplied to the process 1. This is illustrated in Fig. 1 by means of a switch 8 which connects the circuit 7.
Said non-linear circuit function NL has a relay characteristic which means that the output from the circuit 7 has a first low value when the input e of the circuit is below a predetermined value and has a second high value when the input signal exceeds said predetermined value. Thus, the output signal oscillates between two values, e.g. the amplitudes +d and -d. Such a circuit can be realized by means of a simple comparator having a large internal amplification.
Although an ideal relay characteristic, i.e. right angled transitions, is preferred and is easily realized in a PID-regulator based on a microcomputer, the invention operates also for less well defined relay characteristics having a slope and/or overshoots.
A non-linear circuit function can be represented by a describing function N(A), which is defined as the transfer function of the circuit function when the input signal is a sine signal A sin (ω t), where A is the amplitude, ω the angular frequency and t the time.
For bringing the system of Fig. 1 with the non-linear circuit function NL introduced therein into self oscillation the following equation shall be valid for at least one value of the parameters A and ω :
G (i ω) . N(A) = -1
or
G (i ω) = -
Figure imgf000009_0001
In the diagram of Fig. 2 the two functions G (iω) ) and - are
Figure imgf000009_0002
drawn in the complex plane. The amplitude and frequency of the self oscillation are obtained from the parameter values in the crossing point p of the depicited curves. By determining the amplitude and frequency of the self oscillation the value of the transfer function G (iω ) of the control system (including the PID-regulator) in the actual crossing point p can be determined and this information can then be used for tuning the regulator.
A rron-linear curcuit function NL having an ideal relay characteristic has a describing function N(A) = where A is the amplitude of
Figure imgf000009_0003
. the circuit function input signal e and d is the amplitude of the output signal. The negative inverse - of the describing
Figure imgf000009_0004
function becomes, drawn in the complex plane a straight line which coincides with the negative real axis -Re.
In a non-linear circuit having a relay characteristic the Ziegler and Nichols method is will suited for tuning a PID-regulator. When the non-linear circuit 7 with the relay characteristic is connected and the PID-regulator is entirely disconnected, i.e. by passed, the system is brought into self oscillation. Possibly the proportional unit P of the regulator can be connected for limiting the amplitude of the oscillation. The amplitude A of the self oscillation, being a measure of the crossing point p of the transfer function G (iω ) with the negative real axis -Re, is determined by measuring the signal y after the process by means of the measuring unit 10. With a knowledge of this point, i.e. the amplitude A, and the relay characteristics (the value d) of the non-linear circuit, the critical amplification kc of the system can be calculated in accordance with the equation kc = .
Figure imgf000010_0001
Moreover, the period time Tc of the self oscillation is determined by measurement.
According to the formulas of Ziegler and Nichols the amplification, integration time and derivation time are thereafter calculated, and then the regulator is tuned in dependence of said calculated parameters.
In this connection it should be mentioned that not only the P-unit can be connected in the course of the oscillation and measuring. Also the I- and D-units can be connected individually or in combination - also with the P-unit. This is particular so if another point on the Nyquist curve than the crossing point with the negative real axis is to be identified. Reference is made to "Ziegler Nichols Auto-Tuners" by Karl Johan Åström, Department of Automatic, Lund Institute of Technology, May 1982.
The above method can be performed manually or automatically in dependence of how the regulator 2 and the non-linear circuit function NL is implemented.
The invention obviates the problem caused by small non-linearities in the system which may obstruct self oscillation, since the introduced non-linear circuit function NL largely eclipse any small nonlinearity.
The PID-regulators of today are usually built on the basis of a microcomputer and Fig. 3 in a block diagram shows the system of Fig. 1 implemented with a regulator comprising a microcomputer.
On its input the microcomputer has an A/D-converter 11 and on its output a D/A-converter 12. Moreover, there is a microprocessor 13, a programable read only memory 14 (PROM)serving as a program storage 14 and a random access memory 15 (RAM) for buffering data. The buffer memory 15 has input and output registers as well as a clock for generating output signals as pulses to the D/A-converter 12.
The units 13-15 of the microcomputer are combined to cooperate in a known manner. The control functions for P-, I- and D-regulation are stored in the program memory 14 together with any other soft ware required by the microcomputer for its operation.
The analogously operating control function units shown in Fig. 1 as circuits can be illustrated by means of the circuit functions k . e for the proportional unit P, k/TI. edt for the integrating
Figure imgf000011_0002
unit I and k . TD
Figure imgf000011_0001
for the derivative unit D. In the embodiment according to Fig. 3 these circuit functions are stored in the program storage 14 as algorithms for acting upon the regulator input signal or error signal e or more specifically measured values thereof in order to generate at the output of the regulator a control signal JJ which is supplied to the process. Like the embodiment of Fig. 1 the reference value yref and the process actual value or measured variable is y.
This known PID-regulator is tuned by means of not shown adjusting means in that only the proportional control is involved, whereupon the amplification is manually increased until self oscillation is obtained. The amplification and the period of oscillation of the self oscillation are measured and used for the calculation and adjustment of the regulator parameters according to the formulas of Ziegler and Nichols.
In order to bring the system into self oscillation for the purpose of determining the amplitude and frequency of the self oscillation there is, in accordance with the invention, introduced a circuit function NL having a non-linear characteristic for processing the regulator signal. This circuit function NL is implemented in the microcomputer as a further algorithm and also complies with the previously mentioned requirement for self oscillation. Thus, for its describing function N(A) it holds that G (iω ). N(A) = -1, where G(s) does not include NL which is therefore shown within brackets in Fig. 3.
When the PID-regulator is to be tuned, the system for determining the measured quantities of amplitude and frequency of the self oscillation - is brought into self oscillation in that the nonlinear circuit function NL is introduced into the signal path of the regulator signal, i.e. the error signal e, or more exactly measured values of the input signal e to the regulator said values being established by means of the microcomputer. Thus, the input signal je to the regulator is processed by means of the non-linear circuit function NL. The amplitude and the frequency of the self oscillation are then determined in a suitable manner by measuring on the output signal y.
The measuring of the amplitude and frequency of said oscillation is no part of the invention but any suitable method of measurement can be used. For measuring the amplitude three methods are mentioned: 1) The amplitude of consecutive oscillations is measured and the amplitude value is accepted when the next amplitude value differs less than a predetermined amount, e.g. 3 % of the amplitude;
2) The method of recursive least squares identification is used; 3) Kalman filter is used.
The frequency can also be determined in several ways, three being mentioned here:
1) The simplest procedure is to measure the time between consecutive zero crossings of the oscillation; 2) The method of recursive least squares can be used; 3) A so called expanded Kalman filter can be used, which facilitates determination of both amplitude and frequency from the same filter.
The block diagram of Fig. 3 illustrates the operation of the in vention. In practise however, the error signal e is generated in the regulator itself and so the fed back signal -y can be supplied to the microprocessor 13 over a further A/D-converter. However, generally a multiplexer is used on the regulator input before the A/D-converter 11. These latter embodiments also facilitate measurements on the output signal y for determining the amplitude and frequency of the self oscillation.
By taking advantage of a non-linear circuit function NL, having a relay characteristic, one application for tuning a PID-regulator has been described. According to another application a PID-regulator can be tuned to give a process system a desired phase margin. In
Fig. 5 the phase margin φ m of a transfer function G(s) is shown. This application is particularly appropriate if the non-linear circuit function has a relay characteristic, preferably an ideal characteristic with hysteresis. A circuit function having an ideal relay characteristic and hysteresis processes an input signal in such a way that the input signal when it decreases below a first value -H results in a low output signal -d and when it increases beyond a second value H, larger than said first value, results in a high output signal +d. The output signal always is a square wave signal. The value H is a measure on the hysteresis. It is realized that the amplitude A of the input signal must exceed the hysteresis H for correct operation.
The describing function N'(A) of a circuit function having an ideal relay characteristic and hysteresis is:
Figure imgf000013_0001
where A like before is the amplitude of the input signal of the 'non-linear circuit, d is the amplitude of the output signal from the non-linear circuit, H is a measure on the hysteresis and ∅ is a measure on the time delay between the input and the output. The negative inverse of the describing function can be shown to be:
Figure imgf000014_0001
Since the imaginary member is independent of the amplitude A the curve of - in the complex plane becomes a straight line
Figure imgf000014_0002
parallell to the negative real axis; cfr. Fig. 4.
In the feed back system of Figs. 1 and 3 self oscillation will occur if the curves of G(iω ) and -1/N'(A) crosses as shown in Fig. 4. Since the amplitude and frequency of the self oscillation are obtained from the parameters of the curves at the crossing point p, the transfer function G(iω ) can be determined at the frequency of the self oscillation.
Thus, when a circuit function having a relay characteristic and hysteresis is introduced into the signal path of the PID-regulator self oscillation is caused to occur. By measuring the amplitude and frequency of the self oscillation a desired phase margin of the control system in question can be set. Reference is made to "A PID Tuner based on Phase Margin Specification" by Tore Hagg lund, Department of Automatic Control, Lund Institute of Technology, Sept 1981.
Two embodiments which entails the introduction of a circuit function of ideal relay characteristic have been disclosed for the determination of parameters and the subsequent tuning of a PID-regulator. The method of the invention is simple and can be incorporated as a few program steps in a microcomputer. The method can also be performed manually or entirely automatic. The method entails interference into the normal control of a process and therefore is performed intermittently. A program clock can initiate tuning of the PID-regulator at predetermined intervals such as once every twenty-four hours or once a week.
According to a requirement mentioned above for the describing function of the non-linear circuit function NL the input signal of the describing function should be a sine signal. On the other hand the output signal of said describing function is a square wave signal. However, in most cases the transfer function of a process is a low pass filter which results in that the process output signal y which is fed back to the input of the regulator is filtered and essentially only includes the fundamental frequency, i.e. harmonics are filtered out.
Experiments have shown that processes having a relatively simple or "good" transfer function which normally are controlled by means of a conventional PID-regulator very well comply with the above concept. Since the purpose of the invention is to provide a simple tuning method for use in simple PID-regulators the approximation made is of a small significance.
In reallity the describing function of the non-linear circuit function holds also for input signals which differ considerably from the sine shape. However, the input signal must be fairly symmetric. In order to secure symmetry the non-linear circuit function is biased to a suitable working point as shown in Fig. 6. A desired output signal ydes corresponds to an input signal udes. The input signal udes can be determined as that input signal for which the output signal from the non-linear circuit function with an ideal relay characteristic is symmetric. In its turn this can be determined by measuring the positive and negative time periods T and T of the output square wave signal resulting from the non-linear circuit function NL. By means of successive measurements with different input signals udes can be estimated by interpolation. It is appreciated that the parameters of the non-linear circuit function can be chosen in different ways. It can be desirable to fix certain parameters while other parameters are free to be chosen.
The invention is not limited to the embodiments described but can be modified within the scope of the pertaining claims.

Claims

Claims
1. In tuning a regulator (2) of the PID-type of a process (1) in a feed back system where the process and the regulator have a transfer function G(s) in common, a method of bringing the system into self oscillation and whereupon the amplitude and the frequency of said oscillation are determined and the regulator is tuned in dependence of the values determined for the amplitude and the frequency of the oscillation, c h a r a c t e r i z e d i n that for achieving the self oscillation a signal (e) fed to the regulator is subjected to the effect of a circuit function (NL) having a non-linear characteristic and having a describing function of N(A) such that G(iω ).N(A)=-1 for at least one value of the angular frequency uj and the amplitude A of said signal and that the amplitude and the frequency of said oscillation are determined when the signal is subjected to the circuit function, whereupon the circuit function is removed.
2. A method as claimed in claim 1, c h a r a c t e r i z e d i n that said signal (e) fed to the regulator is subjected to the effect of a circuit function (NL) having a relay characteristic.
3. A method as claimed in claim 1, c h a r a c t e r i z e d i n that said signal (e) fed to the regulator is subjected to the effect of a circuit function (NL) having a relay characteristic and hysteresis.
4. In tuning a regulator (2) of the PID-type of a process (1) in a feed back system where the process and the regulator have a transfer function G(s) in common, a method of bringing the system into self oscillation and whereupon the amplitude and the frequency of said oscillation are determined and the regulator is tuned in dependence of the values determined for the amplitude and the frequency of the oscillation, c h a r a c t e r i z e d i n that for achieving the self oscillation a circuit function (NL) having a non-linear characteristic is introduced in series to the process (1), and that said circuit function (NL) has a describing function N(A) such that G(iω ) . N(A) = -1 for at least one value of the angular fre quency ω and the amplitude of an input signal and that the amplitude and the frequency of said oscillation are determined when the signal is subjected to the circuit function, whereupon the circuit function is removed.
5. Means for bringing, in tuning a regulator (2) of the PID-type of a process (1) in a feed back system with a transfer function
G(s) in common for the regulator and the process, the system into self oscillation for the purpose of measuring the amplitude and the frequency of said oscillation, c h a r a c t e r i z e d b y a circuit function (NL) with a non-linear characteristic and introduceable in series to the process (1), and in that the circuit function (NL) has a describing function N(A) such that G(iω ) . N(A) - -1 for at least one value of the angular frequency ω and the amplitude A of an input signal.
6. Means as claimed in claim 5, c h a r a c t e r i z e d i n that the circuit function (NL) has a relay characteristic.
7. Means as claimed in claim 5, c h a r a c t e r i z e d i n that the circuit function (NL) has a relay characteristic and hysteresis.
8. Means as claimed in anyone of claims 5 to 7, c h a r a c t e r i z e d i n that the circuit function (NL) is realized by an electrical circuit (7) and that a switch (8) is provided for connecting the electrical circuit to the regulator (2).
9. Means as claimed in anyone of claims 5 to 7, wherein the regulator (2) comprises a microcomputer in which the control func tions of the regulator are realized by means of algorithms, c h a r a c t e r i ze d i n that the circuit function (NL) is realized by an algorithm in the microcomputer.
10. Means as claimed in anyone of claims 5 to 8, c h a r a c t e r i z e d i n that the circuit function (NL) is biased to a predetermined working point of the process.
PCT/SE1982/000268 1981-08-24 1982-08-23 A method and an apparatus in tuning a pid-regulator WO1983000753A1 (en)

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AT82902483T ATE38103T1 (en) 1981-08-24 1982-08-23 METHOD AND DEVICE FOR TUNING A PID CONTROLLER.
DE8282902483T DE3279134D1 (en) 1981-08-24 1982-08-23 A method and an apparatus in tuning a pid-regulator
DK154183A DK159343C (en) 1981-08-24 1983-04-07 PROCEDURE FOR ADOPTING A PID REGULATOR AND APPARATUS FOR USE TO EXERCISE THE PROCEDURE
NO831435A NO160632C (en) 1981-08-24 1983-04-22 PROCEDURE AND APPARATUS FOR VOTING A PID REGULATOR.
FI833323A FI71435C (en) 1981-08-24 1983-09-19 FRAMEWORK FOR ORDERING FOR THE PURPOSE OF PID-REGULATORS

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SE8104989A SE427508B (en) 1981-08-24 1981-08-24 PROCEDURE FOR SETTING A PID REGULATOR FOR A PROCESS

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Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1986005896A1 (en) * 1985-04-03 1986-10-09 Hightech Network Ab A method and an apparatus for automatically tuning a process regulator
DE19612884A1 (en) * 1996-03-25 1997-10-09 Univ Konstanz Adjusting PID controller control parameters
DE102004052418A1 (en) * 2004-10-28 2006-05-04 Infineon Technologies Ag Weighting circuit for adjusting a control loop
WO2013128214A1 (en) 2012-02-28 2013-09-06 Aristole University Of Thessaloniki-Research Committee A method for auto-tuning of pid controllers and apparatus therefor
EP3073334A1 (en) * 2015-03-23 2016-09-28 Siemens Aktiengesellschaft Method and arrangement for automatic tuning of a controller
US9568897B2 (en) 2014-01-02 2017-02-14 General Electric Company Controller system for variable parameter and related program product

Families Citing this family (60)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4646226A (en) * 1983-01-28 1987-02-24 Measurex Corporation System and process for identifying and updating tuning constants
DE3330233A1 (en) * 1983-08-22 1985-03-21 Deutsche Forschungs- und Versuchsanstalt für Luft- und Raumfahrt e.V., 5000 Köln METHOD AND DEVICE FOR ADJUSTING THE PID BEHAVIOR OF REGULATOR COMPENSATION NETWORKS, ESPECIALLY IN HYDROPULSE MACHINES
JPH07104715B2 (en) * 1984-01-18 1995-11-13 株式会社日立製作所 How to identify parameters
US4669040A (en) * 1984-09-19 1987-05-26 Eurotherm Corporation Self-tuning controller
JPS61243505A (en) * 1985-04-19 1986-10-29 Omron Tateisi Electronics Co Discrete time controller
US4630187A (en) * 1985-09-09 1986-12-16 Sperry Corporation Power converter with duty ratio quantization
JPS6266301A (en) * 1985-09-18 1987-03-25 Yamatake Honeywell Co Ltd Auto tuning controller
DE3719581A1 (en) * 1987-06-12 1988-12-29 Broadcast Television Syst Digital sampled-data controller
JPH0673081B2 (en) * 1987-11-25 1994-09-14 株式会社日立製作所 Automatic control device
JPH01186182A (en) * 1988-01-19 1989-07-25 Fanuc Ltd Servo motor controlling system
EP0401383A4 (en) * 1988-12-23 1992-04-01 Fanuc Ltd Methods of detecting oscillation in the servo system and automatically adjusting the speed loop gain
FR2651339B1 (en) * 1989-08-30 1991-10-04 Alsthom Gec DEVICE FOR CONTROLLING A FEEDBACK SYSTEM AND APPLICATION TO AMPLIFIERS AND SERVOMECHANISMS.
US5025381A (en) * 1990-01-02 1991-06-18 General Electric Company Attitude control compensator for flexible spacecraft
US5159547A (en) * 1990-10-16 1992-10-27 Rockwell International Corporation Self-monitoring tuner for feedback controller
US5124626A (en) * 1990-12-20 1992-06-23 Mts Systems Corporation Sinusoidal signal amplitude and phase control for an adaptive feedback control system
US5283729A (en) * 1991-08-30 1994-02-01 Fisher-Rosemount Systems, Inc. Tuning arrangement for turning the control parameters of a controller
US5229699A (en) * 1991-10-15 1993-07-20 Industrial Technology Research Institute Method and an apparatus for PID controller tuning
US5371670A (en) * 1993-02-01 1994-12-06 The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration Three-parameter tunable tilt-integral-derivative (TID) controller
US5453925A (en) * 1993-05-28 1995-09-26 Fisher Controls International, Inc. System and method for automatically tuning a process controller
US6330484B1 (en) 1993-08-11 2001-12-11 Fisher-Rosemount Systems, Inc. Method and apparatus for fuzzy logic control with automatic tuning
US5504672A (en) * 1993-09-10 1996-04-02 Hardiman; Ted L. Industrial process controller and method of process control
US5587899A (en) * 1994-06-10 1996-12-24 Fisher-Rosemount Systems, Inc. Method and apparatus for determining the ultimate gain and ultimate period of a controlled process
US5748467A (en) * 1995-02-21 1998-05-05 Fisher-Rosemont Systems, Inc. Method of adapting and applying control parameters in non-linear process controllers
US5742503A (en) * 1996-03-25 1998-04-21 National Science Council Use of saturation relay feedback in PID controller tuning
US7149590B2 (en) 1996-05-06 2006-12-12 Pavilion Technologies, Inc. Kiln control and upset recovery using a model predictive control in series with forward chaining
US6493596B1 (en) * 1996-05-06 2002-12-10 Pavilion Technologies, Inc. Method and apparatus for controlling a non-linear mill
US8311673B2 (en) * 1996-05-06 2012-11-13 Rockwell Automation Technologies, Inc. Method and apparatus for minimizing error in dynamic and steady-state processes for prediction, control, and optimization
US7610108B2 (en) * 1996-05-06 2009-10-27 Rockwell Automation Technologies, Inc. Method and apparatus for attenuating error in dynamic and steady-state processes for prediction, control, and optimization
US6438430B1 (en) * 1996-05-06 2002-08-20 Pavilion Technologies, Inc. Kiln thermal and combustion control
US7418301B2 (en) * 1996-05-06 2008-08-26 Pavilion Technologies, Inc. Method and apparatus for approximating gains in dynamic and steady-state processes for prediction, control, and optimization
AUPO241996A0 (en) * 1996-09-19 1996-10-10 University Of Newcastle Research Associates Limited, The Method & apparatus for automated tuning of pid-controllers
DE19734208A1 (en) * 1997-08-07 1999-02-11 Heidenhain Gmbh Dr Johannes Method and circuit arrangement for determining optimal controller parameters for speed control
SG96542A1 (en) 1997-08-30 2003-06-16 Univ Singapore Apparatus for relay based multiple point process frequency response estimation and control tuning
US6128541A (en) * 1997-10-15 2000-10-03 Fisher Controls International, Inc. Optimal auto-tuner for use in a process control network
US6081751A (en) * 1997-12-19 2000-06-27 National Instruments Corporation System and method for closed loop autotuning of PID controllers
DE19854750A1 (en) * 1998-11-27 2000-05-31 Heidenhain Gmbh Dr Johannes Method and circuit arrangement for determining an optimal gain of the integrator of a speed controller
US6445962B1 (en) 1999-03-15 2002-09-03 Fisher Rosemount Systems, Inc. Auto-tuning in a distributed process control environment
DE50006354D1 (en) * 1999-09-24 2004-06-09 Heidenhain Gmbh Dr Johannes METHOD FOR DETERMINING TIME CONSTANTS OF A REFERENCE MODEL IN A CASCADED CONTROL ARRANGEMENT
US6510353B1 (en) * 1999-11-04 2003-01-21 Fisher-Rosemount Systems, Inc. Determining tuning parameters for a process controller from a robustness map
US6823133B1 (en) * 1999-11-15 2004-11-23 Lexmark International, Inc. Apparatus and method for electronic control of DC motor using an all-digital phase-locked loop
JP2001175303A (en) * 1999-12-16 2001-06-29 Toshiba Mach Co Ltd Method for automatically adjusting speed loop gain of speed feedback control system
US7024253B2 (en) * 2000-08-21 2006-04-04 Honeywell International Inc. Auto-tuning controller using loop-shaping
US6980869B1 (en) * 2000-11-20 2005-12-27 National Instruments Corporation System and method for user controllable PID autotuning and associated graphical user interface
US6847851B1 (en) 2002-07-12 2005-01-25 John R. Koza Apparatus for improved general-purpose PID and non-PID controllers
WO2004019144A2 (en) * 2002-08-20 2004-03-04 Delaval Holding Ab Auto-tuning pid control for vacuum system
US7496041B2 (en) * 2003-02-28 2009-02-24 Fisher-Rosemount Systems, Inc. High speed auto-tuning loop
DE102004010083B4 (en) * 2003-03-22 2006-11-23 Hexagon Metrology Gmbh Probe of the measuring type for a coordinate measuring machine
TWI231481B (en) * 2004-03-11 2005-04-21 Quanta Comp Inc Electronic apparatus
US7496414B2 (en) * 2006-09-13 2009-02-24 Rockwell Automation Technologies, Inc. Dynamic controller utilizing a hybrid model
CN101925866B (en) * 2008-01-31 2016-06-01 费希尔-罗斯蒙特系统公司 There is the adaptive model predictive controller of the robust of adjustment for compensation model mismatch
US8705597B2 (en) 2008-07-11 2014-04-22 Commissariat A L'energie Atomique Et Aux Energies Alternatives Estimation of the impulse response of a system on the basis of binary observations
EP2187276B1 (en) 2008-11-10 2011-11-09 Siemens Aktiengesellschaft Method to determine the parameter values to control a system's status
WO2010088693A1 (en) 2009-02-02 2010-08-05 Fisher-Rosemount Systems, Inc. Model predictive controller with tunable integral component to compensate for model mismatch
US8243696B2 (en) * 2009-02-02 2012-08-14 Texas Instruments Incorporated Joint processing downlink coordinated multi-point reference signal support
DE102009020744B4 (en) 2009-05-11 2021-09-30 Lauda Dr. R. Wobser Gmbh & Co. Kg Method for setting the controller parameters of a continuous controller in a control circuit of a thermostat
US8800697B2 (en) 2009-09-01 2014-08-12 Ryno Motors, Inc. Electric-powered self-balancing unicycle with steering linkage between handlebars and wheel forks
EP2888155A4 (en) 2012-08-22 2016-08-03 Ryno Motors Inc Electric-powered self-balancing unicycle
TWI564683B (en) * 2015-10-21 2017-01-01 財團法人工業技術研究院 Parameter tuning method of unknown pid controller
US10386808B2 (en) 2017-02-24 2019-08-20 Danfoss Power Electronics A/S System parameter identificatino method based on rate-limited relay with hysteresis and sinusoidal injection
CN114397074B (en) * 2022-01-20 2024-02-13 中山大学·深圳 Sinusoidal vibration table control method, system and device

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
NL214582A (en) * 1956-02-20
US2936611A (en) * 1959-01-16 1960-05-17 Mat Lee E Le Leak testing system
FR1474553A (en) * 1966-04-04 1967-03-24 Capacitance testing device in synthetic material or others
JPS4889757A (en) * 1972-02-24 1973-11-22
JPS5338933B2 (en) * 1973-05-25 1978-10-18
US3938017A (en) * 1974-03-05 1976-02-10 Johnson Service Company Anti-reset windup proportional and integral controller
JPS5332031A (en) * 1976-09-06 1978-03-25 Shinano Kikaku Co Ltd Film winder for slide projector
FI59494C (en) * 1979-05-31 1981-08-10 Antti Niemi FOERFARANDE OCH ANORDNING FOER PROCESSREGLERING
NL178539C (en) * 1979-10-19 1986-04-01 Ihc Holland Nv REGULATION SYSTEM.
CH642467A5 (en) * 1980-03-19 1984-04-13 Sulzer Ag CONTROL PROCESS AND CIRCUIT TO EXECUTE THE PROCESS.
DE3100126C2 (en) * 1980-12-05 1985-04-04 Gebrüder Sulzer AG, Winterthur Controller with a setpoint / actual value comparator
JPS57199004A (en) * 1981-06-01 1982-12-06 Toshiba Corp Sample value adaptive process controller

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Grabbe, Ramo, Wooldridge, "Handbook of Automation, Computation and Control", Volume 3, published 1961 by John Wiley & Sons Inc., Adjustment of the controller actions pages 10/20-10/27, especially page 10/21. *
J H Ziegler, N B Nichols, Optimun settings for automatic controllers, 1942, Transactions of the American society of mechanical engineers, New York, pages 759-768. *

Cited By (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1986005896A1 (en) * 1985-04-03 1986-10-09 Hightech Network Ab A method and an apparatus for automatically tuning a process regulator
DE19612884A1 (en) * 1996-03-25 1997-10-09 Univ Konstanz Adjusting PID controller control parameters
DE19612884C2 (en) * 1996-03-25 2003-03-20 Univ Konstanz Method and device for setting a PID controller
DE102004052418A1 (en) * 2004-10-28 2006-05-04 Infineon Technologies Ag Weighting circuit for adjusting a control loop
US7496336B2 (en) 2004-10-28 2009-02-24 Infineon Technologies Ag Weighting circuit for adjusting a control loop
DE102004052418B4 (en) * 2004-10-28 2012-05-10 Infineon Technologies Ag Weighting circuit and method for adjusting a control loop
WO2013128214A1 (en) 2012-02-28 2013-09-06 Aristole University Of Thessaloniki-Research Committee A method for auto-tuning of pid controllers and apparatus therefor
US9568897B2 (en) 2014-01-02 2017-02-14 General Electric Company Controller system for variable parameter and related program product
EP3073334A1 (en) * 2015-03-23 2016-09-28 Siemens Aktiengesellschaft Method and arrangement for automatic tuning of a controller
WO2016150761A2 (en) 2015-03-23 2016-09-29 Siemens Aktiengesellschaft Method and arrangement for automatic tuning of a controller
WO2016150761A3 (en) * 2015-03-23 2016-11-17 Siemens Aktiengesellschaft Method and arrangement for automatic tuning of a controller
US10481562B2 (en) 2015-03-23 2019-11-19 Siemens Aktiengesellschaft Method and arrangement for automatic tuning of a controller

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