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njit-etd2003-081 - New Jersey Institute of Technology

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220<br />

deviations are interpreted as A(q) =1 — 0.9960q -1 — 0.0019e 0 and the standard deviation<br />

<strong>of</strong> "1" is zero (naturally enough, since it is not estimated). The standard deviation <strong>of</strong> al is<br />

0.0041, a 2 through a9 is 0.0058 and a10 is 0.0041.<br />

Note that leading zeros in the B(q) polynomial indicate the delay. In this case,<br />

Figure 5.56 shows the actual iibi output (derived HRV signal) (blue) and the<br />

estimated model simulated output (green). From this figure, it is cleared that the simple<br />

ARX model does not estimate the amplitude <strong>of</strong> the HRV output well. However, the<br />

period <strong>of</strong> the simulated output mimics the heart rate variability period very closely. The<br />

period <strong>of</strong> the iibi signal is the desired information needed to be obtained from the model<br />

and the amplitude needs not be matched exactly since the iibi <strong>of</strong> the ECG gives twice the<br />

HRV information. The estimated model provides the period variation information and<br />

this is all one can ask for out <strong>of</strong> the simple ARX model provided by the System<br />

Identification.

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