Controller and method of controlling an apparatus using predictive filters
View Patent ↗In the field of electronic or computerized control apparatuses, known methods of compensating for disturbance signals rely on less than ideal analytical or empirical models. There is provided a controller ( 200 ) or method of controlling which observes and learns the correlation between various measured signals and automatically learns how to control the apparatus. It has a primary input (x R ) for the measured state of the apparatus, and signal processing means ( 604, 606 ) responsive to the input signal for generating a control signal (V) to maintain the apparatus in a desired state, the controller ( 200 ) having further input(s) (X 1 , X a ) for additional measurements of the apparatus or its environment the signal processing means using a weighted average ( 606 ) of results of different fixed impulse responses ( 611 - 615 ) to each input to modify the control signal, and means ( 630, 800, 802 ) for conditioning the response automatically in response to temporal cross-correlation observed between the measurement signal(s) and the control signal. The controller can be pre-taught with an appropriate response, or it can learn it during initial operation.
1. A controller, comprising:
circuitry to receive a first input signal representative of a measured state of an apparatus;
circuitry to generate a control signal to alter the measured state of the apparatus to maintain a desired state;
circuitry to receive a second input signal representing at least one additional measurement of the state of the apparatus;
circuitry to correct said generated control signal in response to said second signal; and
circuitry to condition said corrected control signal based at least in part on temporal cross-correlation between said second input signal and said generated control signal.
2. The controller of claim 1 , wherein said circuitry to generate a control signal comprises signal processing circuitry.
3. The controller of claim 1 , wherein the circuitry to condition comprises signal conditioning circuitry.
4. The controller of claim 3 , wherein the signal conditioning circuitry comprises circuitry to adjust a gain of an output of said circuitry to correct said generated control signal.
5. The controller of claim 3 , wherein the signal conditioning circuitry comprises circuitry to adjust a frequency response of an output of said circuitry to correct said generated control signal.
6. The controller of claim 1 , wherein said circuitry to correct said generated control signal further comprises:
circuitry to filter said second input signal via a plurality of filters having different fixed impulse responses; and
circuitry to form a weighted sum of the filtered signal to determine a correction to the control signal.
7. The controller of claim 6 , wherein said circuitry to correct said generated control signal further comprises one or more filter components.
8. The controller of claim 1 , wherein said first input signal comprises a measurement signal.
9. The controller of claim 8 , wherein said measurement signal comprises a derivative of a control signal.
10. The controller of claim 1 , wherein said response of said circuitry to correct comprises a fixed response.
11. The controller of claim 1 , wherein said response of said circuitry to correct comprises a non-zero response.
12. An apparatus, comprising:
means for receiving a primary input signal representing a measured state of the apparatus;
means for generating a control signal to alter the state of the apparatus in response to said primary input signal;
means for receiving at least one further input signal representing one or more additional measurements of the apparatus;
means for including corrections in said control signal in response to said additional measurement signal; and
means for conditioning the corrected control signal of said means for including corrections based at least in part on temporal cross-correlation between said additional measurement signal and said control signal.
13. The apparatus of claim 12 , further comprising:
means for filtering the at least one further input signal by employing fixed impulse responses.
14. The apparatus of claim 12 , wherein the means for conditioning begins from a zero condition.
15. The apparatus of claim 12 , wherein the means for conditioning begins with a non-zero set of conditions.
16. The apparatus of claim 12 , wherein said at least one further input signal comprises a disturbance signal.
17. A controller, comprising:
means for receiving an input signal;
means for generating a control signal based at least in part on said input signal;
means for receiving a disturbance signal; and
means for conditioning the control signal based at least in part on temporal cross-correlation between said control signal and said disturbance signal.
18. The controller of claim 17 , further comprising means for filtering at least a portion of said input signal and said disturbance signal.
19. The controller of claim 17 , wherein the means for conditioning begins from a zero condition.
20. The controller of claim 17 , wherein the means for conditioning begins with a non-zero set of conditions.
21. The controller of claim 17 , further comprising:
means for receiving a plurality of disturbance signals;
means for filtering at least a portion of the disturbance signals; and
means for generating a summed disturbance signal based at least in part on said filtering.
22. A controller, comprising:
an input to receive at least an input signal and a disturbance signal;
circuitry to generate a control signal in accordance with said input signal; and
circuitry to condition the control signal based at least in part on temporal cross-correlation between said control signal and said disturbance signal.
23. The controller of claim 22 , wherein said controller is further adapted to filter at least a portion of said input signal and said disturbance signal via a plurality of filter functions.
24. The controller of claim 23 , wherein at least a portion of said filter functions comprise predictive filter based functions.
25. The controller of claim 23 , wherein at least a portion of said filter functions comprise cross-modal predictive filter based functions.
26. The controller of claim 22 , wherein the conditioning is based at least in part on a zero condition.
27. The controller of claim 22 , wherein the conditioning is based at least in part on a non-zero set of conditions.
28. A system, comprising:
a controlled apparatus;
circuitry to receive a first and second signal representative of a set value of the apparatus and a measured value of the apparatus respectively;
circuitry to compare the first and second signal to generate an error signal;
circuitry to generate a control signal for the controlled apparatus in response to said error signal;
circuitry to receive at least one disturbance signal; and
circuitry to condition the control signal based at least in part on temporal cross-correlation between said control signal and said at least one disturbance signal.
29. The system of claim 28 , wherein said circuitry to generate a control signal comprises signal processing circuitry.
30. The system of claim 28 , wherein said circuitry to condition the control signal comprises signal conditioning circuitry.
31. The system of claim 30 , wherein the signal conditioning circuitry further comprises circuitry to adjust a gain of said disturbance signal.
32. The system of claim 30 , wherein the signal conditioning circuitry further comprises circuitry to adjust a frequency response of said disturbance signal.
33. The system of claim 30 , wherein the signal conditioning circuitry further comprises filter based circuitry including one or more filter components.
34. The system of claim 33 , wherein at least a portion of said filter components comprise predictive filters.
35. The system of claim 33 , wherein at least a portion of said filter components comprise cross-modal predictive filters.
36. The system of claim 28 , wherein said controlled apparatus comprises a physical plant.
37. The system of claim 28 , wherein said controlled apparatus comprises a robot.
38. The system of claim 28 , wherein said controlled apparatus comprises an economic system.
39. A robot comprising:
one or more sensors adapted to generate one or more measurement signals; and
a controller, said controller being adapted to:
receive a state signal representative of a state of said robot;
generate an error signal based, at least in part, on at least one of said measurement signals and said state signal;
generate a control signal based, at least in part, on said error signal; and
condition the control signal based at least in part on temporal cross-correlation between said control signal and said at least one of said measurement signals,
wherein said robot is adapted to change said state in response to said control signal.
40. The robot of claim 39 , wherein said one or more sensors comprise at least one bump sensor.
41. The robot of claim 39 , wherein said one or more sensors comprise at least one forward-looking sensor.