variability in experimental conditions

What Tools and Techniques Help in Managing Variability?

Several advanced tools and techniques are available to manage variability in catalytic experiments:
In-situ characterization techniques such as X-ray diffraction (XRD), infrared spectroscopy (IR), and nuclear magnetic resonance (NMR) allow real-time monitoring of catalyst changes.
High-throughput experimentation enables rapid screening of various conditions to identify optimal parameters.
Computational modeling can predict the effects of varying conditions and guide experimental design.

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