TY  - JOUR
A1  - Guldner, Achim
A1  - Hoffmann, Maximilian
A1  - Lohr, Christian
A1  - Machhamer, Rüdiger
A1  - Malburg, Lukas
A1  - Morgen, Marlies
A1  - Rodermund, Stephanie C.
A1  - Schäfer, Florian
A1  - Schaupeter, Lars
A1  - Schneider, Jens
A1  - Theusch, Felix
A1  - Bergmann, Ralph
A1  - Dartmann, Guido
A1  - Kuhn, Norbert
A1  - Naumann, Stefan
A1  - Timm, Ingo J.
A1  - Vette-Steinkamp, Matthias
A1  - Weyers, Benjamin
T1  - A framework for AI-based self-adaptive cyber-physical process systems
T2  - it - Information Technology
N2  - Digital transformation is both an opportunity and a challenge. To take advantage of this opportunity for humans and the environment, the transformation process must be understood as a design process that affects almost all areas of life. In this paper, we investigate AI-Based Self-Adaptive Cyber-Physical Process Systems (AI-CPPS) as an extension of the traditional CPS view. As contribution, we present a framework that addresses challenges that arise from recent literature. The aim of the AI-CPPS framework is to enable an adaptive integration of IoT environments with higher-level process-oriented systems. In addition, the framework integrates humans as actors into the system, which is often neglected by recent related approaches. The framework consists of three layers, i.e., processes, semantic modeling, and systems and actors, and we describe for each layer challenges and solution outlines for application. We also address the requirement to enable the integration of new networked devices under the premise of a targeted process that is optimally designed for humans, while profitably integrating AI and IoT. It is expected that AI-CPPS can contribute significantly to increasing sustainability and quality of life and offer solutions to pressing problems such as environmental protection, mobility, or demographic change. Thus, it is all the more important that the systems themselves do not become a driver of resource consumption.
KW  - artificial intelligence
KW  - business process management
KW  - cyber-physical-systems
KW  - framework
KW  - Green AI
KW  - process-aware information system
KW  - Künstliche Intelligenz
KW  - Prozessmanagement
KW  - Cyber-physisches System
KW  - Green-IT
Y1  - 2023
UR  - https://hst.opus.hbz-nrw.de/frontdoor/index/index/docId/990
UR  - https://nbn-resolving.org/urn:nbn:de:hbz:tr5-9907
VL  - 65
IS  - 3
SP  - 113
EP  - 128
ER  -