Artificial Intelligence-based Module Type Package-compatible Smart Sensors in the Process Industry

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

Abstract

Image analysis presents a set of powerful methods to receive additional information about multiphase processes. It enables the development of advanced applications for process monitoring and optimization or, so-called, soft sensors. However, the integration of advanced smart sensor systems based on image analysis into the process control system presents a complex task. To address this challenge, a modular automation concept offers a standardized interface to integrate modules. This paper presents an integration profile as a service specification that allows a plug-and-measure integration of smart visual sensors into modular plants. To verify the concept, we applied it to three different use cases. At the end, we discuss open challenges in the integration of complex analysis systems with multidimensional data streams into modular plants.

Details

Original languageEnglish
Pages (from-to)1546-1554
Number of pages9
JournalChemie Ingenieur Technik
Volume95
Issue number10
Publication statusPublished - 2023
Peer-reviewedYes

External IDs

Scopus 85167339193
ORCID /0000-0001-5165-4459/work/151437765

Keywords

Keywords

  • Artificial intelligence, Complex data streams, Computer vision, Image processing, Modular automation, Module type package