Carrier frequency estimation for radio frequency fingerprinting
A system comprising: at least one hardware processor; and a non-transitory computer-readable storage medium having program code embodied therewith, the program code executable by the at least one hardware processor for: receiving, by a radio frequency (RF) receiver, an RF transmission from an RF transmitter, wherein the RF transmission (a) is modulated in accordance with a specified modulation scheme, and (b) comprises a digital data packet; demodulating the RF transmission to produce a time series of bits that form the digital data packet; and processing the time series of bits to estimate at least one of (i) CFO of the RF transmitter, and (ii) modulation index of the RF transmitter.
1. A system comprising:
at least one hardware processor; and
a non-transitory computer-readable storage medium having program code embodied therewith, the program code executable by said at least one hardware processor for:
receiving, by a radio frequency (RF) receiver, an RF transmission from an RF transmitter, wherein the RF transmission (a) is modulated in accordance with a specified modulation scheme, and (b) comprises a digital data packet;
demodulating the RF transmission to produce a time series of bits that form the digital data packet;
processing said time series of bits to estimate at least one of (i) Carrier Frequency Offset (CFO) of the RF transmitter, and (ii) modulation index of the RF transmitter; and
determining whether a runtime RF transmission originates from said RF transmitter by comparing at least one of (i) a CFO of said runtime RF transmission with said estimated CFO, and (ii) a modulation index of said runtime RF transmission with said estimated modulation index.
2. The system of claim 1 , wherein:
(i) said processing comprises modulating a theoretical RF transmission from said time series of bits, wherein said modulating is in accordance with the specified modulation scheme; and
(ii) said estimating is based, at least in part, on comparing the RF transmission and the theoretical RF transmission.
3. The system of claim 2 , wherein said modulating is based on one of a frequency-shift keying (FSK) modulation and a Gaussian frequency-shift keying (GFSK) protocol.
4. The system of claim 3 , wherein said estimating further comprises solving a set of linear equations using a least squares method.
5. The system of claim 4 , further comprising calculating a derivative of said set of linear equations based on subtracting equation pairs.
6. The system of claim 1 , wherein:
(i) said processing comprises identifying, in said time series of bits, a plurality of bit sequences having a specified minimum number of identical bits;
(ii) said estimating of said CFO of said RF transmitter is based, at least in part, on calculating a weighted average of CFO values of all said bit sequences; and
(iii) said estimating of said modulation index of said RF transmitter is based, at least in part, on calculating a weighted average of modulation index values of all said bit sequences.
7. A method comprising:
receiving, by a radio frequency (RF) receiver, an RF transmission from an RF transmitter, wherein the RF transmission (a) is modulated in accordance with a specified modulation scheme, and (b) comprises a digital data packet;
demodulating the RF transmission to produce a time series of bits that form the digital data packet;
processing said time series of bits to estimate at least one of (i) Carrier Frequency Offset (CFO) of the RF transmitter, and (ii) modulation index of the RF transmitter, and
determining whether a runtime RF transmission originates from said RF transmitter by comparing at least one of (i) a CFO of said runtime RF transmission with said estimated CFO, and (ii) a modulation index of said runtime RF transmission with said estimated modulation index.
8. The method of claim 7 , wherein:
(i) said processing comprises modulating a theoretical RF transmission from said time series of bits, wherein said modulating is in accordance with the specified modulation scheme; and
(ii) said estimating is based, at least in part, on comparing the RF transmission and the theoretical RF transmission.
9. The method of claim 8 , wherein said modulating is based on one of a frequency-shift keying (FSK) modulation and a Gaussian frequency-shift keying (GFSK) protocol.
10. The method of claim 9 , wherein said estimating further comprises solving a set of linear equations using a least squares method.
11. The method of claim 10 , further comprising calculating a derivative of said set of linear equations based on subtracting equation pairs.
12. The method of claim 7 , wherein:
(i) said processing comprises identifying, in said time series of bits, a plurality of bit sequences having a specified minimum number of identical bits;
(ii) said estimating of said CFO of said RF transmitter is based, at least in part, on calculating a weighted average of CFO values of all said bit sequences; and
(iii) said estimating of said modulation index of said RF transmitter is based, at least in part, on calculating a weighted average of modulation index values of all said bit sequences.
13. A computer program product comprising a non-transitory computer-readable storage medium having program instructions embodied therewith, the program instructions executable by at least one hardware processor for to:
receiving, by a radio frequency (RF) receiver, an RF transmission from an RF transmitter, wherein the RF transmission (a) is modulated in accordance with a specified modulation scheme, and (b) comprises a digital data packet;
demodulating the RF transmission to produce a time series of bits that form the digital data packet;
processing said time series of bits to estimate at least one of (i) Carrier Frequency Offset (CFO) of the RF transmitter, and (ii) modulation index of the RF transmitter, and
determining whether a runtime RF transmission originates from said RF transmitter by comparing at least one of (i) a CFO of said runtime RF transmission with said estimated CFO, and (ii) a modulation index of said runtime RF transmission with said estimated modulation index.
14. The computer program product of claim 13 , wherein:
(i) said processing comprises modulating a theoretical RF transmission from said time series of bits, wherein said modulating is in accordance with the specified modulation scheme; and
(ii) said estimating is based, at least in part, on comparing the RF transmission and the theoretical RF transmission.
15. The computer program product of claim 14 , wherein said estimating further comprises solving a set of linear equations using a least squares method.
16. The computer program product of claim 15 , further comprising calculating a derivative of said set of linear equations based on subtracting equation pairs.
17. The computer program product of claim 13 , wherein:
(i) said processing comprises identifying, in said time series of bits, a plurality of bit sequences having a specified minimum number of identical bits;
(ii) said estimating of said CFO of said RF transmitter is based, at least in part, on calculating a weighted average of CFO values of all said bit sequences; and
(iii) said estimating of said modulation index of said RF transmitter is based, at least in part, on calculating a weighted average of modulation index values of all said bit sequences.