Improved Detection of Action Potentials
Separating a compound action potential from an artefact in a neural recording. A memory stores a set of basis functions comprising at least one compound action potential basis function and at least one artefact basis function. A neural recording of electrical activity in neural tissue is decomposed by determining at least one of a compound action potential and an artefact from the set of basis functions. An estimate is output of at least one of a compound action potential and an artefact.
1 . A system for separating a compound action potential from an artefact in a neural recording, the system comprising:
a memory storing a set of basis functions comprising at least one compound action potential basis function and at least one artefact basis function;
an input for receiving a neural recording of electrical activity in neural tissue; and
a processor configured to decompose the neural recording by determining at least one of a compound action potential and an artefact from the set of basis functions, and further configured to output an estimate of at least one of a compound action potential and an artefact.
2 . The system of claim 1 wherein the electrical activity comprises an evoked compound action potential, evoked by an electrical stimulus applied to the neural tissue.
3 . The system of claim 1 wherein the artefact basis functions are matched to electrical artefact known to be caused by one or more such electrical stimuli.
4 . The system of claim 1 wherein respective estimates of more than one underlying signal are output, the more than one underlying signal including the compound action potential signal component of the neural recording and the artefact component of the neural recording.
5 . The system of claim 4 wherein the more than one underlying signal further includes one or more of: background neuronal activity; and an evoked late response.
6 . The system of claim 1 wherein both an evoked compound action potential (ECAP) and an artefact are simultaneously estimated.
7 . The system of claim 1 wherein an estimate of a noiseless ECAP is output.
8 . The system of claim 1 wherein separating the compound action potential from the artefact in the neural recording computationally efficient, to order O(n).
9 . The system of claim 1 wherein the computational process for separating the compound action potential from the artefact in the neural recording is executed in a deterministic time.
10 . The system of claim 1 wherein a computational process for separating the compound action potential from the artefact in the neural recording is implemented in firmware of an implanted device.
11 . The system of claim 1 wherein each underlying signal is represented as a linear combination of basis functions.
12 . The system of claim 6 wherein the ECAP is modelled in the basis functions by a function matched to an expected noiseless ECAP morphology.
13 . The system of claim 12 wherein the ECAP is modelled in the basis functions by a piecewise function composed of one period of a sine wave followed by an exponential function such that the derivative is continuous at their boundary.
14 . The system of claim 12 wherein the ECAP is modelled in the basis functions by two or more basis functions.
15 . The system of claim 14 wherein the two more basis functions include a first basis function optimised for single ended neural recordings and a second basis function optimised for differential neural recordings.
16 . The system of claim 1 wherein artefact is modelled in the basis functions by three basis functions, comprising a DC basis function, a linear basis function, and an exponential basis function.
17 . The system of claim 1 wherein artefact is modelled in the basis functions by three basis functions, comprising a DC basis function, a linear basis function, and a fractional pole function.
18 . The system of claim 1 , further configured to detect recordings in which only artefact exists, without any ECAP.
19 . A method for separating a compound action potential from an artefact in a neural recording, the method comprising:
accessing a memory containing a set of basis functions comprising at least one compound action potential basis function and at least one artefact basis function;
receiving a neural recording of electrical activity in neural tissue; and
decomposing the neural recording by determining at least one of a compound action potential and an artefact from the set of basis functions, and
outputting an estimate of at least one of a compound action potential and an artefact.
20 . A computer program product comprising computer program code means to make a computer execute a procedure for separating a compound action potential from an artefact in a neural recording, the computer program product comprising computer program code means for carrying out the method of claim 19 .