Towards integrated data analysis quality: criteria for the application of industrial data science
N West, J Gries, C Brockmeier… - 2021 IEEE 22nd …, 2021 - ieeexplore.ieee.org
The application of Industrial Data Science in context of connected Smart Products requires
modeling and structuring data for its design, development and use. Especially for Smart …
modeling and structuring data for its design, development and use. Especially for Smart …
Towards a process model to enable domain experts to become citizen data scientists for industrial applications
It is often a problem to combine domain knowledge and data science knowledge in
applications of industrial data analytics. Data scientists usually spend a lot of time to …
applications of industrial data analytics. Data scientists usually spend a lot of time to …
Development of a transdisciplinary role concept for the process chain of industrial data science
J Schwenken, C Klupak, M Syberg, N West… - Proceedings of Data …, 2023 - Springer
In recent years, there has been an increasing interest in using industrial data science (IDS)
in manufacturing companies. Structured IDS projects proceed according to process models …
in manufacturing companies. Structured IDS projects proceed according to process models …
Developing a data analytics toolbox for data-driven product planning: a review and survey methodology
The application of data analytics to product usage data has the potential to enhance
engineering and decision-making in product planning. To achieve this effectively for cyber …
engineering and decision-making in product planning. To achieve this effectively for cyber …
On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions
Data science provides organizations with the capability to draw insights from large amounts
of data. Numerous sectors such as banking and marketing leverage this potential already. In …
of data. Numerous sectors such as banking and marketing leverage this potential already. In …
Automatic generation of methods-time measurement analyses for assembly tasks from motion capture data using convolutional neuronal networks-a proof of concept
J Deuse, L Stankiewicz, R Zwinkau… - Advances in Human …, 2020 - Springer
This paper describes the research hypothesis that motion data can be utilized to derive MTM
analyses. As a first step, manual assembly tasks are recorded with motion capture systems …
analyses. As a first step, manual assembly tasks are recorded with motion capture systems …
Data networking for industrial data analysis based on a data backbone system
Industrial Data Analytics needs access to huge amounts of data, which is scattered across
different IT systems. As part of an integrated reference kit for Industrial Data Analytics, there …
different IT systems. As part of an integrated reference kit for Industrial Data Analytics, there …
[PDF][PDF] Industrial Data Science-Interdisciplinary Competence for Machine Learning in Industrial Production
L Schulte, J Schmitt, L Stankiewicz… - Annals of Scientific …, 2020 - library.oapen.org
Within the increasing digitalization, the widespread application of modern information and
communication technologies and the technological ability to systematically and …
communication technologies and the technological ability to systematically and …
[PDF][PDF] Kompetenzentwicklung für Maschinelles Lernen zur Konstituierung der digitalen Souveränität
T Reckelkamm, J Deuse - Digitalisierung souverän gestalten …, 2021 - library.oapen.org
Die stetig fortschreitende Digitalisierung verändert in einem hohen Tempo das
Geschäftsumfeld produzierender Unternehmen. Die weite Verbreitung digitaler …
Geschäftsumfeld produzierender Unternehmen. Die weite Verbreitung digitaler …
[PDF][PDF] Konzept zur zielgerichteten kompetenzentwicklung für initiativen des maschinellen lernens
T Panusch, J Büscher, R Wöstmann… - … souverän gestalten II …, 2022 - library.oapen.org
Durch die fortschreitende Digitalisierung und Automatisierung sind Unternehmen einem
stetigen Transformationsprozess ausgesetzt. Dadurch entfallen alte Berufsbilder und …
stetigen Transformationsprozess ausgesetzt. Dadurch entfallen alte Berufsbilder und …