principal component analysis

How is PCA Applied in Real-World Catalysis Research?

In real-world catalysis research, PCA is applied in various ways:
- Catalyst Design: Researchers use PCA to analyze high-throughput screening data, identifying the most promising catalyst compositions and reaction conditions.
- Reaction Mechanisms: PCA helps in understanding the underlying reaction mechanisms by highlighting the key variables that influence reaction rates and selectivity.
- Process Optimization: By identifying the critical factors affecting catalytic performance, PCA aids in optimizing industrial catalytic processes for better efficiency and lower costs.

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