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CYCLO70: A New Challenging Pericyclic Benchmarking Set for Kinetics and Thermochemistry Evaluation
Javier E Alfonso-Ramos1, Carlo Adamo1, Éric Brémond2
1Ecole Nationale Supérieure de Chimie de Paris, CNRS, i-CLeHS, Université PSL, Paris 75 005, France.
A new benchmark dataset, CYCLO70, challenges computational chemistry methods for cycloaddition reactions. It reveals significant errors across 93 functionals, with ωB97M-V and PBE-QIDH showing the best performance for reaction energies and barrier heights.
Area of Science:
- Computational Chemistry
- Quantum Chemistry
- Theoretical Chemistry
Background:
- Cycloaddition reactions are crucial in organic synthesis and materials science.
- Existing benchmark datasets may not fully represent the complexity of these reactions.
- Accurate computational modeling is essential for predicting reaction outcomes and designing new materials.
Purpose of the Study:
- Introduce CYCLO70, a novel and challenging benchmark dataset for cycloaddition reactions.
- Evaluate the performance of 93 density functional theory (DFT) functionals on Diels-Alder, dipolar cycloadditions, and rearrangement reactions.
- Analyze the correlation of errors and functional clustering based on performance.
Main Methods:
- Generation of the CYCLO70 dataset using an active learning approach.
- Systematic testing of 93 DFT functionals, from density approximation to double-hybrid levels.
- Principal Component Analysis (PCA) of functional errors across the dataset.
- Validation on Diels-Alder reactions relevant to self-healing polymers.
Main Results:
- CYCLO70 exhibits larger errors compared to existing datasets like BH9.
- The range-separated hybrid ωB97M-V excels in modeling barrier heights and reaction energies.
- PBE-QIDH performs best among double-hybrid functionals; M06-2X and r2SCAN0 are balanced fixed-range hybrids.
- PCA shows high error correlation (98% variance in two components) and clustering of functionals by type.
Conclusions:
- CYCLO70 provides a rigorous test for DFT functionals in cycloaddition chemistry.
- Specific functionals like ωB97M-V and PBE-QIDH demonstrate superior performance.
- Functional performance correlates strongly, and similar functionals cluster together, aiding method selection.
- The dataset's relevance is confirmed by its application to self-healing polymer design.
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