What Are the Challenges in Automated Parameter Tuning?
Despite its advantages, automated parameter tuning in catalysis faces several challenges:
Data Quality: Poor-quality data can lead to inaccurate models and suboptimal parameter predictions. Computational Resources: High computational power is often required to run complex algorithms and simulations. Algorithm Selection: Choosing the right algorithm is crucial for effective optimization. Scalability: Scaling up from laboratory conditions to industrial scales can be problematic.