Litcius/Paper detail

Computational Organometallic Catalysis: Where We Are, Where We Are Going

Agustı́ Lledós

2021European Journal of Inorganic Chemistry35 citationsDOIOpen Access PDF

Abstract

Abstract This essay gives my personal perspective of the current stage of computational methods applied to modeling organometallic catalysis, as well as the new directions the field is taking. The first part of the essay deals with what I consider the state‐of‐the‐art to build up energy profiles, regarding both chemical and computational models. With a proper choice of the chemical model and computational methods, quantum mechanical calculations are nowadays able to provide accurate energy profiles of organometallic reactions in solution involving closed‐shell species. However, in most cases they are still used to “predict the past”, providing after‐the‐fact explanations and missing out the full potential of contemporary simulation techniques. Simulations are mature enough to be incorporated at the design stage and to guide the experimental exploration. The new directions the field is taking, incorporating automated exploration methods and combined with extensive data analysis and machine learning algorithms, approach the holy grail of catalyst discovering.

Topics & Concepts

Holy GrailChemistryField (mathematics)Organometallic chemistryPerspective (graphical)Group 2 organometallic chemistryCatalysisBiochemical engineeringNanotechnologyComputational chemistryComputer scienceArtificial intelligenceOrganic chemistryMoleculeMathematicsEngineeringWorld Wide WebMaterials sciencePure mathematicsMachine Learning in Materials ScienceCatalysis and Oxidation ReactionsComputational Drug Discovery Methods
Computational Organometallic Catalysis: Where We Are, Where We Are Going | Litcius