Approach
Descriptors and scaling relations
Volcano plots and screening
ML surrogates and active learning
Example
Example: Ammonia Synthesis Catalyst
Identify descriptors.
Screen and select candidates.
Validate activity/selectivity.
Frequently asked questions
Accuracy?
Benchmark and calibrate DFT/ML.
Supports?
Stability and interfaces.
Poisoning?
Design tolerance and cleanup.
Kinetics?
Microkinetic modeling.
Operando?
Conditions shift surfaces.
Scale-up?
Reactors and mass transfer.
Sustainability?
Abundance and toxicity.
Data?
Datasets and sharing.
Validation?
Iterate with experiments.
Outlook?
Autonomous labs.
Try it live
Everything above runs in your browser — open Reaction-Diffusion and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.
▶ Open Reaction-Diffusion simulation