process mining; prescriptive process monitoring; energy flexibility
Abstract :
[en] The transition from fossil fuels to renewable energy sources poses major challenges for balancing increasingly weather-dependent energy supply and demand. Demand-side energy flexibility, offered particularly by companies, is seen as a promising and necessary approach to address these challenges. Process mining provides significant potential to prevent a deterioration of product quality or process flows due to flexibilization and allows for exploiting monetary benefits associated with flexible process operation. Hence, we follow the design science research paradigm to develop PM4Flex, a prescriptive process monitoring approach, that generates recommendations for pending process flows optimized under fluctuating power prices by implementing established energy flexibility measures. Thereby, we consider company-and process-specific constraints as well as historic event logs. We demonstrate and evaluate PM4Flex by implementing it as a software prototype and applying it to exemplary data from a heating and air conditioning company, observing considerable cost savings of 1.56ct per kWh or 34.35%.
Research center :
Interdisciplinary Centre for Security, Reliability and Trust (SnT) > FINATRAX - Digital Financial Services and Cross-organizational Digital Transformations
Disciplines :
Computer science Management information systems
Author, co-author :
Hermann, Julia; Technical University of Munich, Munich, Germany ; Branch Business & Information Systems Engineering of Fraunhofer FIT, Bayreuth, Germany
Rusche, Simon; Technical University of Munich, Munich, Germany ; FIM Research Center, Technical University of Applied Science Augsburg, Augsburg, Germany
Moder, Linda; Branch Business & Information Systems Engineering of Fraunhofer FIT, Bayreuth, Germany ; FIM Research Center, University of Bayreuth, Bayreuth, Germany
WEIBELZAHL, Martin ; University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > FINATRAX ; Branch Business & Information Systems Engineering of Fraunhofer FIT, Bayreuth, Germany ; FIM Research Center, Technical University of Applied Science Augsburg, Augsburg, Germany ; FIM Research Center, University of Bayreuth, Bayreuth, Germany
External co-authors :
yes
Language :
English
Title :
STAY FLEXIBLE: A PRESCRIPTIVE PROCESS MONITORING APPROACH FOR ENERGY FLEXIBILITY-ORIENTED PROCESS SCHEDULES Research Paper
Publication date :
2023
Event name :
Thirty-first European Conference on Information Systems (ECIS 2023)