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Published on: April 12, 2019
Microkinetic Molecular Volcano Plots for Enhanced Catalyst Selectivity and Activity Predictions
Thanapat Worakul1, Rubén Laplaza1,2, Shubhajit Das1
1Laboratory for Computational Molecular Design, Institute of Chemical Sciences and Engineering, Ecole Polytechnique Fedéralé de Lausanne (EPFL), 1015 Lausanne, Switzerland.
Microkinetic molecular volcano plots enhance catalyst design by integrating reaction parameters like temperature and concentration. This computational framework offers deeper insights into catalytic behavior and product selectivity.
Area of Science:
- Computational catalysis
- Chemical kinetics
- Materials science
Background:
- Molecular volcano plots are established tools for predicting catalyst performance.
- Existing methods lack the ability to incorporate dynamic reaction parameters and complex catalytic scenarios.
Purpose of the Study:
- To develop "microkinetic molecular volcano plots" by integrating microkinetic modeling into the volcano plot framework.
- To create a unified computational tool for predicting catalyst activity and selectivity under various conditions.
- To enable the explicit determination of selectivity and product ratios by tracking concentration evolution.
Main Methods:
- Integration of microkinetic modeling with the molecular volcano plot framework.
- Development of a Python program, "mikimo", for automated plot construction.
- Application to case studies: rhodium-catalyzed hydroformylation and metal-catalyzed hydrosilylation.
Main Results:
- Demonstrated the ability to incorporate temperature, reaction time, and concentration into volcano plots.
- Showcased the framework's capacity to handle complex scenarios like resting states and coupled cycles.
- Highlighted the simultaneous screening of catalysts and reaction conditions for optimized performance.
Conclusions:
- Microkinetic molecular volcano plots provide a more comprehensive understanding of catalytic behavior compared to traditional plots.
- The developed framework allows for explicit determination of selectivity and product ratios.
- The "mikimo" program facilitates the construction of these advanced computational tools for catalyst discovery.
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