Adaptive feedforward servo system

by: Georgis, Steven P.;

A system and method of adaptively modifying the control signal of a servo system during a mode of acceleration or deceleration. An error accumulator, mean generator, and feedforward generator are used to generate a feedforward signal which modifies the control signal delivered to the servo motor. The feedforward signal for a given mode of operation is determined by the mean error during the previous operation in the mode and by the feedforward signal used during the previous operation in the same mode. Each subsequent operation in the same mode improves the feedforward signal until the mean error is minimized.


This invention relates to a servo system which utilizes an adaptive feedforward signal to reduce the mean error as the servo motor is being accelerated or decelerated. More particularly, this invention relates to the use of an adaptive feedforward signal in a servo system which allows the servo system to be designed for maximum stability and accuracy using a low gain servo loop, reduces power consumption, eliminates the need for manufacturing or field calibration to reduce the error, and reduces the variation in performance from servo system to servo system.

There are many applications where a servo motor is required to accelerate or decelerate at a constant rate for a brief period of time. Typically, in such applications, it is also required that the angular velocity and angular displacement be at predefined values at the end of the period of acceleration or deceleration.

A capstan servo system, which drives the magnetic tape past the read/write heads on a magnetic tape system, is an example of a servo system that has the above requirements. The period of acceleration, the angular displacement during this period and the angular velocity at the end of this period all determine, among other things, the gap between data records written on the tape. If sufficient variations exist in the capstan acceleration, velocity, or displacement parameters, tapes written on one system may not be readable on another system.

The acceleration of a DC servo motor is proportional to the amount of current through the motor. Thus, a typical servo system, with the requirements described above, consists of a current source which supplies a square wave shaped pulse of current to the motor. The rise and fall times of the square wave are not instantaneous but are short compared to other times of the system. The magnitude, polarity, and width of the current pulse are such as to realize the desired acceleration for the desired length of time.

Because of the physical characteristics of the motor and the mass being rotated, e.g., friction, inertia, viscosity, etc., the motor will not accelerate as desired. Therefore, the servo system uses "feedback", i.e., a measurement is made of a specified parameter such as the angular velocity or angular displacement of the motor, and this measured value is fed back and compared to a reference value. The error between the measured and desired values is then used as a correction signal that controls the motor so that corrective action can be taken to minimize the error. This type of corrective system (wherein a measured value is feedback and compared to a reference signal) is commonly referred to as a "closed loop" system.

The servo system employs circuitry that generates a signal corresponding to the desired angular velocity or angular displacement versus time. Since the current input is a step function, and since velocity is the integral of acceleration, a simple integrating circuit, with the correct values, can integrate a step function to generate a ramp function corresponding to the desired angular velocity. Similarly, displacement is the integral of velocity. Therefore, a two stage integrating circuit can generate a parabolic curve from a step function corresponding to desired angular velocity.

As explained, the measured feedback signal is subtracted from a generated (desired) reference signal to produce an error signal. This subtraction is either done continuously or on a sampling basis. The error signal is used, again either continuously or at the sampling times, to correct the current input to the motor. The correction is done in a manner that attempts to reduce the error signal to zero.

Unfortunately, this type of closed-loop servo system, though common in the prior art, has several inherent disadvantages. A trade-off exists between the accuracy of the system and the stability of the system. To illustrate, in order to achieve good accuracy, fast transient response, and a high rejection of external disturbances, the gain of the loop must be relatively high. As a general rule, as the gain is increased, the accuracy, response time, and rejection capabilities are also improved. However, as the gain is increased, the stability of the system decreases. Thus, as the gain is increased, the system exhibits an increasingly oscillatory response until the point is reached where the system is purely oscillatory and uncontrollable. Unfortunately, it is possible that the accuracy requirements of the system cannot be met while maintaining the stability requirements.

Another disadvantage of this type of system is that it must be manually calibrated or adjusted when manufactured to insure that the acceleration, velocity, and displacement characteristics meet design specifications. If any maintenance is performed, additional calibration may be required. Also, as the equipment ages, characteristics such as friction and viscosity will likely change, thereby requiring periodic calibration of the servo system in order to maintain specified performance levels. In the case of a capstan motor used in a magnetic tape system, all magnetic tape systems must have the same acceleration, velocity, and displacement characteristics, within defined tolerance limits, to guarantee interchangeability of tape spools between systems.


It is an objective of the present invention to provide a servo system in which the magnitude of the error signal is reduced, thereby reducing the magnitude of the corrections that must be made.

It is a further object of the present invention to provide such a servo system that is designed for maximum stability and accuracy using a low gain loop.

Still another object of the invention is to provide such a servo system that reduces power consumption, eliminates manual adjustment or calibration, and minimizes the effects of parameter variations between different servo systems caused by aging or wear.

The above and other objects of the invention are realized by using a feedforward signal which corrects the magnitude of the current supplied to the motor. As the motor is accelerated or decelerated, the mean error of the error signal during that mode of operation (acceleration, or deceleration is determined and stored. During the next operation in the same mode, the feedforward signal is adapted or modified, dependent upon the mean error previously determined, so as to reduce the error signal used in the closed loop system. Thus, after several operations in a given mode, the adaptive feedforward signal reduces the magnitude of the error signal, and the desired servo accuracy is achieved without affecting servo stability. Further, because the error signal is minimized, a low gain loop can be employed, and power consumption is reduced. Moreover, because the feedforward signal "adapts" depending upon mean errors previously measured, the effects of parameter variations (whether attributable to a different system or to aging or wear) will be included in the adaptive feedforward compensation.


A complete understanding of the present invention and of the objectives, features and advantages described above can be better obtained from the following description of the preferred embodiment, presented in conjunction with the accompanying drawings, wherein:

FIG. 1 shows graphs of current, acceleration, velocity, and displacement versus time for an ideal servo system;

FIG. 2 is a block diagram of a servo system wherein the present invention is used; and

FIG. 3 is a simplified flow chart showing how the feedforward signal of the present invention is generated; and

FIG. 4 is a more detailed flow chart of FIG. 3.


The following is a description of the best presently contemplated mode of carrying out the present invention. The description is given only to illustrate the principles, objectives, features and advantages of the present invention and is not to be taken in a limiting sense. The true scope of the invention can be ascertained by referring to the appended claims.

FIG. 1 depicts the response of an ideal servo motor to a current input, I. Included in FIG. 1 are the acceleration, a, angular velocity, v, and displacement, x, responses of the ideal servo motor in an ideal servo system. All curves are plotted against time.

The current, I, is shown in FIG. 1 as a positive step between times t1 and t2 and a negative step between times t3 and t4. The acceleration, a, being proportional to the current, has a constant acceleration between times t1 and t2 and a constant deceleration between times t3 and t4.

The velocity, v, being the integral of the acceleration, is a ramp with positive slope between t1 and t2, and a ramp with negative slope between t3 and t4.

The displacement, x, being the integral of the velocity, has a parabolic shape between t1 and t2. Betwen t2 and t3, the displacement curve would be a ramp as long as the velocity is constant. Since the displacement is a continually increasing function with velocity, it is not shown in FIG. 1 beyond t2.

Because of the physical characteristics of the motor and mass being rotated, as explained previously, the acceleration, velocity, and displacement curves of a physical servo system will not be the same as those of the ideal system shown in FIG. 1. Rather, all three curves will have irregularities as the servo system attempts to keep the error signal at zero.

FIG. 2 is a block diagram showing a closed loop servo system employing the present invention. The closed loop servo system comprises blocks 20-27 and should be considered part of the prior art. The system shown uses position feedback in the loop. The position signal is provided by the shaft encoder 26 and the position error signal is generated by the summing element 21. The operation and performance of the closed loop servo system 20-27 is well understood and documented by those skilled in the art.

The system shown in FIG. 2 is a digital system controlled by a clock (not shown in the figure). When the system is being used in an acceleration or deceleration mode, the output of the transducer logic 27, (the measured angular position), and the output of the parabolic position reference 20, the desired angular position, are sampled at predetermined clock periods and fed to the summing network 21 to produce an error signal. The discrete time position control system 22 uses this error signal to change the input to the digital to analog converter (DAC) 23. The DAC 23 supplies a different voltage to the power amplifier 24, thereby changing the current supplied to the motor. Thus, at each sampling time a correction is made to the current delivered to the motor in an attempt to make the next sampled position equal to the next sampled desired position, i.e., make the error signal zero.

The adaptive feedforward signal of the present invention is produced in the feedforward path made up of the error accumulator 30, the mean generator 31, and the feed forward generator 32. The error accumulator 30 also reads the error signal at each operation. (A particular mode of operation, such as an acceleration mode, will last for many sampling times.) The mean generator 31 determines the value of the mean, or average, error that occurred during that mode of operation. This mean error value is saved or stored for future reference. The feedforward generator 32 then generates a feedforward signal, also saved for future reference, that is based upon the mean error value determined during the last operation in that mode. Thus, the feedforward signal is "adapted" to conform to the characteristics of the system. The feedforward signal is added to the output of the discrete-time position control 22 by the summing network 33, modifying the current to be sent to the motor.

The operation of the system can be thought of as follows: an error causes a correction and a correction causes an error. The feedforward signal, being based on the mean error of the previous operation in a particular mode of acceleration or deceleration, is added to the correction in an attempt to reduce the mean error during the present mode of operation. The first time the servo is operated in a particular mode, the mean error may be relatively high. On each subsequent operation in that mode, the adaptive feedforward signal will reduce the mean error until it has been reduced to a minimum.

When a low mean error is realized a low gain loop can be used, reducing power consumption. Moreover, the servo system can be designed for maximum stability. Once assembled and tested, the adaptive feedforward signal will automatically calibrate the system by reducing the mean error to a minimum. If all servo systems are manufactured and tested to the same standards, then the adaptive feedforward signal assures that the variation from system to system can be held to a prescribed standard.

The error accumulator 30, mean generator 31 and feed forward generator 32 of the present invention are implemented, in the preferred embodiment, by a microprocessor. FIG. 3 is a flow chart of the steps used by the microprocessor to realize the generation of the feedforward signal. In the preferred embodiment of the invention, a Z80 type of microprocessor, available commercially from Zilog, Mostek and other manufacturers, is used to control a tape subsystem, such as the 2920 Tape Subsystem manufactured by Storage Technology Corporation. Attached hereto as Appendix A and incorporated herein by reference is a "pseudocode" rendition of the method of the invention. This pseudocode includes both actual microcode instructions and documentary notes so as to enable one other than the original programmer to understand the program used to generate the feedforward signal. Those skilled in the art, given the incorporated documentation, would have no difficulty in practicing the present invention.

Referring to the simplified flow chart of FIG. 3, it is seen that in block 40 the mean error value is generated by summing all the sampled errors and dividing the sum by the number of samples. An adaptive term is then generated by multiplying the mean error by a gain factor. The gain factor is less than one for the following reasons: (1) the sampled error is a binary number that has an inherent possible error of plus or minus the least significant bit; (2) the intent of the invention is to reduce the error signal, therefore, the least significant bit can be a significant part of the measured value; and (3) by multiplying by a factor less than one, the effect of the least significant bit on the adaptive term is reduced. In the preferred embodiment, the gain is set at 0.75.

The feedforward signal is determined as shown in block 42 of FIG. 3. The present feedforward signal (k), i.e., the feedforward signal to be used on the next operation in the given mode, is found by adding the adaptive signal previously calculated to the last feedforward signal (k-1), i.e., the feedforward signal used during the last operation in the given mode.

It should be pointed out that the description presented herein of the preferred embodiment has described a servo system using position control. Other embodiments exist which use velocity control. The present description would apply to such embodiments if: in FIG. 2, a velocity transducer is used instead of a position transducer (either a shaft encoder or a tachometer could be used as a velocity transducer), the parabolic position reference 20 is changed to a ramp position reference, and the discrete time position control system 22 is changed to a discrete time velocity control system; in FIG. 3, the term X is changed to V; in the text, the terms position and displacement, when used in regard to the feedback loop and error signal, are changed to velocity.

FIG. 4 is a more detailed flow chart of the process used by the present invention to carry out the steps summarized in FIG. 3. It is noted that the steps used in the pseudocode listed in Appendix A correspond to the steps shown in FIG. 4. In FIG. 4, N is a sample index. The signal XERR(N) is the position error at sample time N. The term ESUM is the error summation term; the term ADAPT is the adaptive term; and the term FDFWD is the feedforward term. The gain term is set as 12/16=0.75. (That is, a sum is accumulated for N=12 samples, and a divide-by-16 operation is performed.) The divide-by-16 operation is split into two components: a divide-by-two operation performed on each sample, and a divide-by-eight operation performed on the accumulated sum. Advantageously, the divide-by-two loop reduces the numerical sensitivity to quantization noise in the least-significant bit for each position error sample. The divide-by-eight operation then reduces the overall gain to the desired value of 0.75.

                  APPENDIX A
    **  ********* ********* ********* ********* ********* *******
    *                                  *
    *   FEEDFORWARD                    *
    *                                  *
    *                                  *
    **  ********* ********* ********* ********* ********* *******
    *                                  *
             SUB A         CLEAR ACCUMULATOR
             LD (ESUM),A   ZERO ESUM (ERROR SUM-
                           MATION TERM)
             INC A         SET A=1
             LD (N),A      STORE 1 IN N (SAMPLE
             RET           RETURN FROM THIS SUB-
    ADAPT    EQU $
             LD A,(XERR)   LOAD CURRENT POSI-
                           TION ERROR TERM
             SRA A         DIVIDE BY 2 (TO FILTER
                           LSB QUANTIZATION
             LD (ESUM),A   SAVE AS NEW ERROR
             LD A,(N)      LOAD SAMPLE INDEX
             CP 12         12 SAMPLES YET?
             JP Z,ADAPT2   IF YES, JUMP; IF NO,
             INC A         INCREMENT SAMPLE IN-
                           DEX COUNT
             LD (N),A      SAVE SAMPLE INDEX
             RET           RETURN FROM THIS SUB-
             SRA A         DIVIDE BY 2
             SRA A         DIVIDE BY 2
             SRA A         DIVIDE BY 2
    *                      A NOW CONTAINS 0.75 *
                           MEAN ERROR
                           ERROR TO PRESENT
             LD (FDFWD),A  SAVE NEW VALUE OF
             RET           RETURN FROM SUB-

Hollow fiber separatory device

Flexible chain conveyor

Shot gun shell tracer wad

Lime sludge press unit

Compartmentalized basket truck

Gravity particle separator

Flash jet coolant circulation system

Selective hydrogenation of olefins

Focused image tremble correcting device

Door clip

Motor vehicle gearbox

Imidazodiazepine derivative

Plain bearing

Method of treating melanoma

Outdoor enclosure with heated desiccant

Reversible code compander

Expandable tire building former

Sod cutter

Elongated flexible detonating device

Wheelchair motorizing apparatus

Actuator and actuator system

Asymmetric wire rope isolator

Polysaccharides and preparation thereof

Environmentally stable monolithic Mach-Zehnder device

Method of preparing ferroelectric ceramics

Lock for sliding doors

Catalyst patterning for nanowire devices


Motor vehicle wiper

Magnetic domain propagation register

Article transferring apparatus

Fast circuit switching system

Fermentation process

Electronic voting machine

Oxide-superconduction grain boundary tunneling device

Fuel system

Golf club stand device

Master cylinder apparatus

Compact and robust spectrograph

Security and deployment assembly

1-(2-Aryl-4,5-disubstituted-1,3-dioxolan-2-ylmethyl)-1H-imidazoles and 1H-1,2,4-triazoles

Aerobic exercise device

Automatic reversal mechanism

Powder dividing device for camera

Clothes hanger

Optical fiber strain relief device

Printer control system

Thin layer ablation apparatus

Paint toning machine

Glass compositions

Developer powder supply cartridge

Brake pressure control valve

Solar thermal propulsion unit

Fluid flow reversing apparatus

Collapsible wheelbarrow

Catalyzed fluorination of chlorocarbons

Stacker bundler shuttle system

Cover connecting mechanism

Facsimile compression for transmission

Developing unit for electro-photographic apparatus

Electromechanical toy

Insulating insert for magnetic valves

Non-aqueous electrochemical cell

Support for a torch

Device in clearing saws

Vertical storage toolbox

Modular station platform construction kit

Power converter device

Antimicrobial cationic peptides

Arrangement for moving an object

Lithography process

Simultaneous production of higher chloromethanes

Variable delay memory system

Metering apparatus