Table 1.
Media composition of bioprocesses and inoculum sizes. Batch bioprocess runs 1–5 were used as training datasets while run 6 was used as a testing dataset. Fed-batch bioprocess runs 7–9 were used as training datasets while run 10 was used as a testing dataset.
| Media component (g/L) | Batch bioprocess run number |
Fed-batch bioprocess run number |
||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
| Lactose | 20 | – | – | 15.23 | – | – | – | – | – | – |
| Whey permeate | – | 20.60 | – | – | – | – | – | – | – | – |
| Demineralised whey | – | – | – | 20.79 | – | – | – | – | – | |
| Skim milk powder | – | – | 28.67 | – | – | 37 | 37 | 37 | 37 | 37 |
| Yeast extract | 4 | 4.15 | 4.15 | 4.15 | 4.15 | 14 | 14 | 14 | 14 | 14 |
| Peptone | 10 | 2.44 | 4.15 | 4.15 | 3.34 | – | – | – | – | – |
| Tween 80 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| Sodium acetate | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
| Ammonium citrate | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| KH2PO4 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| MgSO4 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 |
| MnSO4 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
0.04 |
| Inoculum size | 0.2 | 0.08 | 0.04 | 0.06 | 0.11 | 0.4 | 0.39 | 0.45 | 0.48 | 0.4 |