Method and architecture for providing integrated design of cyber-physical system with watermarking
Embodiments described herein provide a design architecture for co-designing a controller and a watermarking signal for a cyber-physical system. During operation, the architecture can determine, in conjunction with each other, respective values of a first set of parameters indicating operations of the controller and a second set of parameters representing the watermarking signal. Here, the watermarking signal is combinable with a control signal from the controller for monitoring an output signal of the cyber-physical system for detecting malicious data at different time instances. Subsequently, the architecture can determine a state manager for determining the states of the cyber-physical system from the monitored output signal based on the first and second sets of parameters. The architecture can also determine a detector capable of identifying presence of an attack from the states of the cyber-physical system at a plurality of time instances using the watermarking signal.
1. A computer-executable method for co-designing a controller and a watermarking signal for a cyber-physical system, the method comprising:
determining a first set of values of a first set of parameters indicating operations of the controller based on an initial set of values of a second set of parameters representing the watermarking signal, wherein the watermarking signal is a type of signal combinable with a control signal from the controller for monitoring an output signal of the cyber-physical system for detecting malicious data at a plurality of time instances;
determining a second set of values of the second set of parameters based on the first set of values;
determining a state manager based on the first and second sets of values, wherein the state manager determines states of the cyber-physical system from the monitored output signal; and
determining a detector capable of identifying presence of an attack from the states of the cyber-physical system at the plurality of time instances using the watermarking signal.
2. The method of claim 1 , wherein the attack comprises replaying a previously recorded output of the cyber-physical system.
3. The method of claim 1 , wherein determining the first and second sets of values further comprises:
enhancing a set of predetermined values of the first set of parameters based on the initial set of values of the second set of parameters to generate the first set of values; and
enhancing the initial set of values of the second set of parameters based on the first set of values to generate the second set of values.
4. The method of claim 3 , wherein enhancing a respective set of values further comprises iterating the enhancement until a convergence is reached.
5. The method of claim 3 , wherein the generation of the first set of values corresponds to a performance metric for the cyber-physical system; and
wherein the generation of the second set of values corresponds to a detection rate for the attack.
6. The method of claim 1 , wherein determining the first and second sets of values further comprises:
identifying the first set of values of the first set of parameters based on the initial set of values of the second set of parameters, wherein the first set of values is associated with the controller is existing in the cyber-physical system; and
enhancing the initial set of values of the second set of parameters based on the identified first set of values to generate the second set of values.
7. The method of claim 1 , wherein the state manager includes a Kalman filter for determining the states of the cyber-physical system.
8. The method of claim 1 , wherein the detector includes a chi-square detector for detecting the attack.
9. The method of claim 1 , further comprising bounding the first set of values of the first set of parameters to a norm indicating that the controller is a stable dynamic feedback controller.
10. A non-transitory computer-readable storage medium storing instructions that when executed by a computer cause the computer to perform a method for co-designing a controller and a watermarking signal for a cyber-physical system, the method comprising:
determining a first set of values of a first set of parameters indicating operations of the controller based on an initial set of values of a second set of parameters representing the watermarking signal, wherein the watermarking signal is a type of signal combinable with a control signal from the controller for monitoring an output signal of the cyber-physical system for detecting malicious data at a plurality of time instances;
determining a second set of values of the second set of parameters based on the first set of values;
determining a state manager based on the first and second sets of values, wherein the state manager determines states of the cyber-physical system from the monitored output signal; and
determining a detector capable of identifying presence of an attack from the states of the cyber-physical system at the plurality of time instances using the watermarking signal.
11. The non-transitory computer-readable storage medium of claim 10 , wherein the attack comprises replaying a previously recorded output of the cyber-physical system.
12. The non-transitory computer-readable storage medium of claim 10 , wherein determining the first and second sets of values further comprises:
enhancing a set of predetermined values of the first set of parameters based on the initial set of values of the second set of parameters to generate the first set of values; and
enhancing the initial set of values of the second set of parameters based on the first set of values to generate the second set of values.
13. The non-transitory computer-readable storage medium of claim 12 , wherein enhancing a respective set of values further comprises iterating the enhancement until a convergence is reached.
14. The non-transitory computer-readable storage medium of claim 12 , wherein the generation of the first set of values corresponds to a performance metric for the cyber-physical system; and
wherein the generation of the second set of values corresponds to a detection rate for the attack.
15. The non-transitory computer-readable storage medium of claim 10 , wherein determining the first and second sets of values further comprises:
identifying the first set of values of the first set of parameters based on the initial set of values of the second set of parameters, wherein the first set of values is associated with the controller existing in the cyber-physical system; and
enhancing the initial set of values of the second set of parameters based on the identified first set of values to generate the second set of values.
16. The non-transitory computer-readable storage medium of claim 10 , wherein the state manager includes a Kalman filter for determining the states of the cyber-physical system.
17. The non-transitory computer-readable storage medium of claim 10 , wherein the detector includes a chi-square detector for detecting the attack.
18. The non-transitory computer-readable storage medium of claim 10 , further comprising bounding the first set of values of the first set of parameters to a norm indicating that the controller is a stable dynamic feedback controller.
19. A computer system, comprising:
a storage device;
a processor;
a non-transitory computer-readable storage medium storing instructions, which when executed by the processor causes the processor to perform a method for co-designing a controller and a watermarking signal for a cyber-physical system, the method comprising:
determining a first set of values of a first set of parameters indicating operations of the controller based on an initial set of values of a second set of parameters representing the watermarking signal, wherein the watermarking signal is a type of signal combinable with a control signal from the controller for monitoring an output signal of the cyber-physical system for detecting malicious data at a plurality of time instances;
determining a second set of values of the second set of parameters based on the first set of values;
determining a state manager based on the first and second sets of values, wherein the state manager determines states of the cyber-physical system from the monitored output signal; and
determining a detector capable of identifying presence of an attack from the states of the cyber-physical system at the plurality of time instances using the watermarking signal.
20. The computer system of claim 19 , wherein determining the first and second sets of values further comprises:
enhancing a set of predetermined values of the first set of parameters based on the initial set of values of the second set of parameters to generate the first set of values; and
enhancing the initial set of values of the second set of parameters based on the first set of values to generate the second set of values.