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Towards Experimental Handbooks in Catalysis

Authors :
Ezgi Erdem
Gregor Koch
Jutta Kröhnert
Raoul Naumann d'Alnoncourt
Detre Teschner
Thomas Lunkenbein
Gregory S. Huff
Robert Schlögl
Spencer J. Carey
Rania Hanna
Philipp Trunschke
Frederik Rüther
Pierre Kube
Stephen Lohr
Olaf Timpe
Andrey Tarasov
Christoph Pratsch
Maike Hashagen
Matthias Scheffler
Peter Kraus
Wiebke Frandsen
Frank Girgsdies
Maxime Boniface
Liudmyla Masliuk
Sabine Wrabetz
Annette Trunschke
Yuanqing Wang
Axel Knop-Gericke
Toyin Omojola
Luca M. Ghiringhelli
Lucas Foppa
Frank Rosowski
Michael Hävecker
Jinhu Dong
Sven Richter
Giulia Bellini
Christian Rohner
Michael Geske
Source :
Topics in Catalysis
Publication Year :
2020

Abstract

The “Seven Pillars” of oxidation catalysis proposed by Robert K. Grasselli represent an early example of phenomenological descriptors in the field of heterogeneous catalysis. Major advances in the theoretical description of catalytic reactions have been achieved in recent years and new catalysts are predicted today by using computational methods. To tackle the immense complexity of high-performance systems in reactions where selectivity is a major issue, analysis of scientific data by artificial intelligence and data science provides new opportunities for achieving improved understanding. Modern data analytics require data of highest quality and sufficient diversity. Existing data, however, frequently do not comply with these constraints. Therefore, new concepts of data generation and management are needed. Herein we present a basic approach in defining best practice procedures of measuring consistent data sets in heterogeneous catalysis using “handbooks”. Selective oxidation of short-chain alkanes over mixed metal oxide catalysts was selected as an example.

Details

Language :
English
Database :
OpenAIRE
Journal :
Topics in Catalysis
Accession number :
edsair.doi.dedup.....c8169cdc72a1815589ce69e2154ed66c