journal article·2024-05Open access

The Impact of Digitalized Data Management on Materials Systems Workflows

Frank Tristram, Nicole Jung, Patrick Hodapp, Rasmus R. Schröder, Christof Wöll, Stefan Bräse

Advanced Functional Materials· Volume 34· Issue 20

Abstract

Abstract The basic modules for materials research are systems for the design, synthesis, preparation, analysis, and application of materials and materials systems. To be efficient and produce findable, accessible, interoperable, and reusable (FAIR) data, state‐of‐the‐art materials research needs to consider the integration of research data management (RDM) workflows and, in the end, the implementation of process automation concepts for all parts of the main modules. Here, the state‐of‐the‐art methods of RDM in academia are described and a perspective on the future of digitalized molecular material systems workflows is given. The different elements of an integrated research data management strategy are described, and examples of automated processes are depicted. As such, the use of electronic lab notebooks for comprehensive documentation, the use of data‐integration and data‐conversion strategies, and the establishment of two platforms that enable the automated synthesis of chemical components for materials and the analysis of materials by electron microscopy, are highlighted. Two examples of beneficial effects of successful RDM strategies are presented, showing a sophisticated tool for data prediction based on machine learning and options for creating community‐driven databases by extracting and re‐using data from different scientific projects.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Machine Learning in Materials Science · Electron and X-Ray Spectroscopy Techniques · Scientific Computing and Data Management

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

3DMM2O Cluster of Excellence (EXC‐2082/1–390761711) Karlsruhe Institute of Technology (KIT) Schlossplatz 19 76131 Karlsruhe Germany

Karlsruhe Nano Micro Facility (KNMFi) Karlsruhe Institute of Technology (KIT) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

Institute of Biological and Chemical Systems–Functional Molecular Systems (IBCS‐FMS) Karlsruhe Institute of Technology (KIT) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

Institute for Biological Interfaces 3 – Soft Matter Laboratory (IBG 3 – SML) Karlsruhe Institute of Technology (KIT) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

BioQuant Universität Heidelberg Im Neuenheimer Feld 267 69120 Heidelberg Germany

Institute of Functional Interfaces (IFG) Karlsruhe Institute of Technology (KIT) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

Funding

Deutsche Forschungsgemeinschaft

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