ECMS 2022, 36th ECMS International Conference on Modelling and Simulation, Aalesund, Norway, May 30-June 3, 2022

		36^th INTERNATIONAL ECMS Conference on Modelling and Simulation ISSN 2522-2422 (ONLINE) - ISSN 2522-2414 (Print) - ISSN 2522-2430 (CD-ROM) ECMS 2022
		May 30^th-June 3^rd, 2022 Ålesund, Norway

		Conference Committee ECMS papers are listed in DBLP, SCOPUS, ISI, INSPEC and DOI
© Norwegian Maritime Competence Center		Conference Chair Ibrahim A. Hameed NTNU Deputy head of research and innovation Department of ICT and Natural Sciences Faculty of Information Technology and Electrical Engineering Ankeret, B312(A), Ålesund, Larsgårdsvegen 2, 6009 Ålesund ibib[at]ntnu.no Programme Chair Agus Hasan NTNU Department of ICT and Natural Sciences Faculty of Information Technology and Electrical Engineering Ankeret, Ålesund, Larsgårdsvegen 2, 6009 agus.hasan[at]ntnu.no Programme Co-Chair Saleh Abdel-Afou Alaliyat NTNU Department of ICT and Natural Sciences Faculty of Information Technology and Electrical Engineering alaliyat.a.saleh[at]ntnu.no Tracks (to be completed) Business Process Modelling and Simulation for Industrial Operations (BPMI) *Track chair: Romeo Bandinelli* University of Florence Piazza di San Marco 4 - 50121 Firenze, Italy romeo.bandinelli[at]unifi.it Co-chair: Benoit Eynard Technical University of Compiegne Centre Pierre Guillaumat, BP 60319 Rue du docteur Schweitzer F-60203 Compiegne Cedex France Co-chair: Edward J. Williams College of Business, 131-B FCS University of Michigan - Dearborn 19000 Hubbard Drive Dearborn, Michigan 48126 USA williame[at]umich.edu *IPC members:* Sara Antomarioni, Polytechnical University of Marken, Italy Ricardo A. Cassel, The Federal University of Rio Grande do Sul, Brazil Andrea D'Ambrogio, University of Rome Tor Vegata, Italy Virginia Fani, University of Florence, Italy Karl A. Hribernik, University of Bremen, Germany Petia Koprinkova-Hristova, Bulgarian Academy of Sciences, Bulgaria Nicolas Meseth, University of Applied Sciences in Osnabrueck Germany David Romero, Technical University of Monterrey Monica Rossi, Politecnico di Milano, Italy Finance, Economics and Social Science (FES) *Track chair:* *Kata Varadi* Corvinus University of Budapest Budapest, Hungary varadi622[at]gmail.com Co-*chair: Ágnes Vidovics-Dancs* Corvinus University of Budapest Budapest, Hungary agnes.dancs[at]uni-corvinus.hu *IPC members:* Kolos Agoston, Corvinus University of Budapest, Hungary Anna Bagirova, Ural Federal University, Russia Dániel Béres, Metropolitan University of Budapest, Hungary Sandor Bozoki, Corvinus University of Budapest, Hungary Nóra Ágota Felföldi-Szűcs, Corvinus University of Budapest, Hungary Ildikó Gelányi, Corvinus University of Budapest, Hungary Daniel Homolya, Hungary Bogumil Kaminski, Warsaw School of Economics, Poland Andreasz Kosztopulosz , University of Szeged, Hungary Lidija Lovreta, EADA Business School, Spain András Olivér Németh, Corvinus University of Budapest, Hungary Emília Nemeth-Durko, Corvinus University of Budapest, Hungary Mihaly Ormos, Corvinus University of Budapest, Hungary Simone Righi, Hungarian Academy of Sciences, Hungary Veronica Scuotto, University of Turin, Italy Oksana Shubat, Ural Federal University, Russia Grzegorz Szafrański, Institute of Finance, Lodz University, Poland János Száz, Corvinus University of Budapest, Hungary Melinda Szodorai, Corvinus University of Budapest, Hungary Erzsébet Teréz Varga, Corvinus University of Budapest, Hungary Agnes Vaskoevi, Corvinus University of Budapest, Hungary Gerda Žigienė, Kaunas University of Technolog, Lithuania Simulation and Modelling (SIMO) *Track chair: Frank Herrmann* University of Applied Sciences Regensburg Innovation and Competence Centre for Production Logistics and Factory Planning Postfach (PO box) 120327 93025 Regensburg, Germany frank.herrmann[at]hs-regensburg.de Co-chairs: Michael Manitz University of Duisburg-Essen, Germany michael.manitz(at)uni-due.de Marco Trost TU Dresden, Germany marco.trost[at]mailbox.tu-dresden.de *Christian Reiter* Roche Diagnostics creiter199[at]outlook.de IPC members: Walailak Atthirawong, King Mongkut’s Institute of Technology Ladkrabang (KMITL), Thailand Hans-Peter Barbey, University of Applied Sciences in Bielefeld, Germany Kevin Chalmers, University of Roehampton, United Kingdom Thorsten Claus, TU Dresden, Germany Donald Davendra, Central Washington University, USA Tamas Doka, Budapest University of Technology and Economics, Hungary Julian Englberger, The Boston Consulting Group, München, Germany Thomas Farrenkopf, Technische Hochschule Mittelhessen, Friedberg, Germany Ingo Frank, Ostbayerische Technische Hochschule Regensburg, Germany Enrico Galardo, Krones AG, Germany Mathias Götz, Technical University of Dresden, Germany Michael Guckert, Technische Hochschule Mittelhessen, Friedberg, Germany Stefan Haag, University of Applied Sciences Worms, Germany Marc Hanfeld, University of Applied Sciences Emden-Leer , Germany Peter Horak, Budapest University of Technology and Economics, Hungary Frederick Lange, Maschinenfabrik Reinhausen, Regensburg, Germany Frank Morelli, University of Applied Science Pforzheim, Germany Christian Müller, University of Applied Sciences in Wildau, Germany Michal Przybylski, Institute of Electrical Engineering and Automatics, Polish Naval Academy, Gdynia, Poland Ersostova Rostova, Russian Academy of Sciences, St. Petersburg Institute for Informatics and Automation, Russia Faruk Savasci, Krones AG, Neutraubling, Germany Maximilian Selmair, BMW Group Munich, Germany Carlo Simon, University of Applied Science Worms, Germany Tuanjai Somboonwiwat, King Mongkuts' University of Technology Thonburi, Bangkok, Thailand Enrico Teich, Technical University of Dresden, Germany Hajo Terbrack, Technical University of Dresden, Germany Neil Urquhart, Edinburgh Napier University, United Kingdom Thananya Wasusri, King Mongkuts' University of Technology Thonburi, Bangkok, Thailand Finite – Discrete - Element Simulation (FDEM) **Track chair: Peter T. Zwierczyk Budapest University of Technology and Economics Department of Machine and Product Design H-1111 Budapest z.peter[at]gt3.bme.hu Co-Chair: Kornel Tamas Budapest University of Technology and Economics Department of Machine and Product Design H-1111 Budapest tamas.kornel[at]gt3.bme.hu IPC members: Dénes Bencsik, Robert Bosch Kft., Hungary Márton Gróza, Karman Mechanics, Hungary István Keppler, Szent István University, Hungary György Kerényi, Budapest University of Technology and Economics, Hungary István Oldal, Szent István University, Hungary László Oroszváry, Knorr-Bremse Research and Development Center Budapest, Hungary Ferenc Safranyik, Szent István University, Hungary János Simonovics, Budapest University of Technology and Economics, Hungary Károly Váradi, Budapest University of Technology and Economics, Hungary Modelling and Simulation of Cyber-Physical-Systems (CPS) Track chair: Umit Cali NTNU Department of Electric Power Engineering Faculty of Information Technology and Electrical Engineering Elektro E/F, E427, Gløshaugen, O. S. Bragstads plass 2e umit.cali[at]ntnu.no Co-Chair: Erlend Coates NTNU Department of Engineering Cybernetics Department of ICT and Natural Sciences Ankeret, B314, Ålesund erlend.coates[at]ntnu.no PC members: Robin T. Bye, Norwegian University of Science and Technology, Norway Kristoffer Gryte, Norwegian University of Science and Technology, Norway Lars Ivar Hatledal, Norwegian University of Science and Technology, Norway Ottar L. Osen, Norwegian University of Science and Technology, Norway Bismi Rasheed, Norwegian University of Science and Technology, Norway Peter Solnar, Norwegian University of Science and Technology, Norway Oystein Volden, Norwegian University of Science and Technology, Norway Anete Vagale, Norwegian University of Science and Technology, Norway Special Student Track on AI, machine learning, simulation and visualization (SST) Track chair: Di Wu Department of Computer Science Department of ICT and Natural Sciences Ankeret, Ålesund di.wu@ntnu.no Co-Chair: Anniken Susanne T. Karlsen Department of ICT and Natural Sciences Faculty of Information Technology and Electrical Engineering Ankeret, B212, Ålesund anniken.t.karlsen@ntnu.no IPC members: tba Modeling and Simulation for Performance Evaluation of Computer-based Systems MaSPECS Track-chair: Mauro Iacono Università degli Studi della Campania "Luigi Vanvitelli" Italy mauro.iacono[at]unicampania.it DIS - Modelling and Simulation of Data Intensive Systems DIS Co-chairs: Agnieszka Jakóbik Cracow University of Technology Poland akrok[at]pk.edu.pl Lelio Campanile Università degli Studi della Campania "Luigi Vanvitelli" Italy lelio.Campanile[at]unicampania.it ProbStat - Probability and Statistical Methods for Modelling and Simulation ProbStat chair: Rostislav V. Razumchik Institute of Informatics Problems FRC CSC RAS, Russia rrazumchik[at]gmail.com IPC members: DIS** Enrico Barbierato, Politecnico di Milano, Milano, Italy Simona Bernardi, Universidad de Zaragoza, Spain Aleksander Byrski, AGH University of Science and Technology, Cracow, Poland Davide Cerotti, Università del Piemonte Orientale, Alessandria, Italy Adriana E. Chis, National College of Ireland, Dublin, Ireland Antinisca Di Marco, Università degli Studi dell'Aquila, L'Aquila, Italy Ciprian Dobre, University Politehnica of Bucharest, Bucharest, Romania Damián Fernández Cerero, Universidad de Sevilla, Sevilla, Spain Massimo Ficco, Università degli Studi di Salerno, Italy Maria Ganzha Warsaw University of Technology, Poland Horacio Gonzalez-Velez, National College of Ireland, Dublin, Ireland Marco Gribaudo, Politecnico di Milano, Milano, Italy Daniel Grzonka, Cracow University of Technology, Cracow, Poland Magdalena Hańderek, Cracow University of Technology, Cracow, Poland Joanna Kołodziej, Cracow University of Technology, Cracow, Poland and NASK, Warsaw, Poland Mateusz Krzysztoń, Warsaw University of Technology and NASK, Warsaw, Poland Catalina Lladó, Universitat de les Illes Balears, Palma de Mallorca, Spain Alexander H. Levis, George Mason University, Washington, USA Andrea Marin, Università "Ca' Foscari" di Venezia, Venezia, Italy Michal Marks, Research and Academic Computer Network (NASK), Warsaw, Poland Stefano Marrone, Università degli Studi della Campania "Luigi Vanvitelli", Caserta, Italy Agnieszka Mars, Jagiellonian University, Cracow, Poland Fiammetta Marulli, Università degli Studi della Campania "Luigi Vanvitelli", Caserta, Italy Michele Mastroianni, Università degli Studi di Salerno, Italy Francesco Mercaldo Università degli Studi del Molise, Italy Catalin Negru, University Politehnica of Bucharest, Bucharest, Romania Marco S. Nobile Università Ca' Foscari Venezia, Italy Francesco Palmieri, Università degli Studi di Salerno, Salerno, Italy Marcin Paprzycki Polish Academy of Sciences, Poland Florin Pop, University Politehnica of Bucharest, Bucharest, Romania Djamel Eddine Saidouni, MISC Laboratory, University Constantine 2, Constantine, Algeria Markus Siegle, University of the German Armed Forces, Munich, Germany Stelios Sotiriadis, University of Toronto, Canada, Toronto, Canada Grażyna Suchacka, Opole University, Opole, Poland Piotr Szuster, Cracow University of Technology, Cracow, Poland Armando Tacchella, Università degli Studi di Genova, Genova, Italy Jacek Tchórzewski, Cracow University of Technology, Cracow, Poland Enrico Vicario, Università degli Studi di Firenze, Firenze, Italy Andrzej Wilczyński, Cracow University of Technology, Cracow, Poland
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Ibrahim A. Hameed

Agus Hasan

Saleh Abdel-Afou Alaliyat