Approach | Type | Cyclic complexity | Parameterization complexity | Estimation complexity | Accuracy | Comments |
---|---|---|---|---|---|---|
Constantinides et al. [6] | LTI | YES |
| -dot product | High | Steady state |
López et al. [11] | LTI | YES | + -dot product | High | Affine arithmetic steady state | |
Menard [16] | LTI | YES |
| -dot product | High | Graph analysis steady state |
Constantinides [12] | NL | YES |
| -dot product | Variance overestimated | Differentiable operations 1st order approx. |
NL | NO |
| -dot product + matrix-vector mult. | High | Differentiable operations 1st order approx. | |
Shi and Brodersen [14] | NL | YES | -coeff. curve-fitting | -dot product + matrix-vector mult. | High | Differentiable operations 1st order approx. |
This work (Section 4.3) | LTI | YES |
| -dot product | High | Affine arithmetic Steady state |
This work (Section 4.2) | NL | YES | Acycilic: | dot product + matrix-vector mult. | High | Affine arithmetic Differentiable op. 1-order approx. |
cycilic: It depends on of loops and stimuli size |