Figure 4. Extension ideas of ML-based fermentation design and process optimization. (IMAGE)
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In recent years, new strategies such as automatic control, data mining, transfer learning, hybrid model building and soft sensor construction have enhanced the adaptability of ML in designing and optimizing the complex fermentation system, which represent the future direction of this field.
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