Table 1. Summary of different simulation settings.
Illustrating error in | Time scheme* | Replicates** | Noise*** | Initial condition | Algorihtms |
a. Initial conditions | t3 | 30 | N(0,0.01) | Vary | DE [43] |
b. Measurement error | t3 | 30 | Vary | Fixed | DE [43] |
c. Effect of time scheme | Vary | 10 | N(0,0.25) | Fixed | L-BFGS-B [44] |
d. Effect of number of replicates | t24 | Vary | N(0,0.25) | Fixed | L-BFGS-B [44] |
e. Algorithms | tn1 | 5 | N(0,0.25) | Fixed | Vary |
f. Robust estimation | t24 | 10 | N(0,0.25) | Fixed | Vary |
g. Polynomial estimate of V0 | Vary | Vary | N(0,0.25) | Not used | GAM [38] |
Parameters | Reference | Lower bound+ | Upper bound+ | ||
β | 10−5 | 10−7 | 10−3 | ||
δ | 1.6 | 10−2 | 102 | ||
p | 5 | 100 | 102 | ||
c | 3.7 | 10−1 | 102 | ||
Initial condition | U0 = 106 | V0 = 10 | I0 = 0 |
*t3 to t24 indicate regular sampling time in every 3 to 24 hours; tn1 indicates sampling time similar to that of [11], i.e., at day 1, 2, 3, 5, 7, 9, tn2 is t24 without measurement at the peak day (3rd) and the endpoint (8th);
**per time point;
***on log 10 scale;
+for Differential Evolution (DE) algorithm and L-BFGS-B [44].