# Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Part III

Alexandre Dolgui, Alain Bernard, David Lemoine, Gregor von Cieminski,
David Romero

► To cite this version:

Alexandre Dolgui, Alain Bernard, David Lemoine, Gregor von Cieminski, David Romero. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Part III: IFIP WG 5.7 International Conference, APMS 2021, Nantes, France, September 5-9, 2021, Proceedings, Part III. AICT-632 (Part III), Springer International Publishing, 2021, IFIP Advances in Information and Communication Technology, 978-3-030-85905-3. 10.1007/978-3-030-85906-0. hal-03420609

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Distributed under a Creative Commons Attribution 4.0 International License
Editor-in-Chief

Kai Rannenberg, Goethe University Frankfurt, Germany

Editorial Board Members

TC 1 – Foundations of Computer Science
Luís Soares Barbosa①, University of Minho, Braga, Portugal

TC 2 – Software: Theory and Practice
Michael Goedicke, University of Duisburg-Essen, Germany

TC 3 – Education
Arthur Tatnall①, Victoria University, Melbourne, Australia

TC 5 – Information Technology Applications
Erich J. Neuhold, University of Vienna, Austria

TC 6 – Communication Systems
Burkhard Stiller, University of Zurich, Zürich, Switzerland

TC 7 – System Modeling and Optimization
Fredi Tröltzsch, TU Berlin, Germany

TC 8 – Information Systems
Jan Pries-Heje, Roskilde University, Denmark

TC 9 – ICT and Society
David Kreps①, National University of Ireland, Galway, Ireland

TC 10 – Computer Systems Technology
Ricardo Reis①, Federal University of Rio Grande do Sul, Porto Alegre, Brazil

TC 11 – Security and Privacy Protection in Information Processing Systems
Steven Furnell①, Plymouth University, UK

TC 12 – Artificial Intelligence
Eunika Mercier-Laurent①, University of Reims Champagne-Ardenne, Reims, France

TC 13 – Human-Computer Interaction
Marco Winckler①, University of Nice Sophia Antipolis, France

TC 14 – Entertainment Computing
Rainer Malaka, University of Bremen, Germany
IFIP – The International Federation for Information Processing

IFIP was founded in 1960 under the auspices of UNESCO, following the first World Computer Congress held in Paris the previous year. A federation for societies working in information processing, IFIP's aim is two-fold: to support information processing in the countries of its members and to encourage technology transfer to developing nations. As its mission statement clearly states:

> IFIP is the global non-profit federation of societies of ICT professionals that aims at achieving a worldwide professional and socially responsible development and application of information and communication technologies.

IFIP is a non-profit-making organization, run almost solely by 2500 volunteers. It operates through a number of technical committees and working groups, which organize events and publications. IFIP's events range from large international open conferences to working conferences and local seminars.

The flagship event is the IFIP World Computer Congress, at which both invited and contributed papers are presented. Contributed papers are rigorously refereed and the rejection rate is high.

As with the Congress, participation in the open conferences is open to all and papers may be invited or submitted. Again, submitted papers are stringently refereed.

The working conferences are structured differently. They are usually run by a working group and attendance is generally smaller and occasionally by invitation only. Their purpose is to create an atmosphere conducive to innovation and development. Refereeing is also rigorous and papers are subjected to extensive group discussion.

Publications arising from IFIP events vary. The papers presented at the IFIP World Computer Congress and at open conferences are published as conference proceedings, while the results of the working conferences are often published as collections of selected and edited papers.

IFIP distinguishes three types of institutional membership: Country Representative Members, Members at Large, and Associate Members. The type of organization that can apply for membership is a wide variety and includes national or international societies of individual computer scientists/ICT professionals, associations or federations of such societies, government institutions/government related organizations, national or international research institutes or consortia, universities, academies of sciences, companies, national or international associations or federations of companies.

More information about this series at http://www.springer.com/series/6102
Alexandre Dolgui · Alain Bernard · David Lemoine · Gregor von Cieminski · David Romero (Eds.)

Advances in Production
Management Systems

Artificial Intelligence for Sustainable
and Resilient Production Systems

IFIP WG 5.7 International Conference, APMS 2021
Nantes, France, September 5–9, 2021
Proceedings, Part III

<figure><img src="image_2.png" /></figure>

Springer
Editors

Alexandre Dolgui
IMT Atlantique
Nantes, France

Alain Bernard
Centrale Nantes
Nantes, France

David Lemoine
IMT Atlantique
Nantes, France

Gregor von Cieminski
ZF Friedrichshafen AG
Friedrichshafen, Germany

David Romero
Tecnológico de Monterrey
Mexico City, Mexico

ISSN 1868-4238
ISSN 1868-422X (electronic)
IFIP Advances in Information and Communication Technology
ISBN 978-3-030-85905-3
ISBN 978-3-030-85906-0 (eBook)
https://doi.org/10.1007/978-3-030-85906-0

© IFIP International Federation for Information Processing 2021

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The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.

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This Springer imprint is published by the registered company Springer Nature Switzerland AG
The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
# Preface

The scientific and industrial relevance of the development of sustainable and resilient production systems lies in ensuring future-proof manufacturing and service systems, including their supply chains and logistics networks. “Sustainability” and “Resilience” are essential requirements for competitive manufacturing and service provisioning now and in the future. Industry 4.0 technologies, such as artificial intelligence; decision aid models; additive and hybrid manufacturing; augmented, virtual, and mixed reality; industrial, collaborative, mobile, and software robots; advanced simulations and digital twins; and smart sensors and intelligent industrial networks, are key enablers for building new digital and smart capabilities in emerging cyber-physical production systems in support of more efficient and effective operations planning and control. These allow manufacturers and service providers to explore more sustainable and resilient business and operating models. By making innovative use of the aforementioned technologies and their enabled capabilities, they can pursue the triple bottom line of economic, environmental, and social sustainability. Furthermore, industrial companies will be able to withstand and quickly recover from disruptions that pose threats to their operational continuity. This is in the face of disrupted, complex, turbulent, and uncertain business environments, like the one triggered by the COVID-19 pandemic, or environmental pressures calling for decoupling economic growth from resource use and emissions.

The International Conference on Advances in Production Management Systems 2021 (APMS 2021) in Nantes, France, brought together leading international experts on manufacturing, service, supply, and logistics systems from academia, industry, and government to discuss pressing issues and research opportunities mostly in smart manufacturing and cyber-physical production systems; service systems design, engineering, and management; digital lean operations management; and resilient supply chain management in the Industry 4.0 era, with particular focus on artificial intelligence-enabled solutions.

Under the influence of the COVID-19 pandemic, the event was organised as online conference sessions. A large international panel of experts (497 from 50 countries) reviewed all the submissions (with an average of 3.2 reviews per paper) and selected the best 377 papers (70% of the submitted contributions) to be included in these international conference proceedings. The topics of interest at APMS 2021 included artificial intelligence techniques, decision aid, and new and renewed paradigms for sustainable and resilient production systems at four-wall factory and value chain levels, comprising their associated models, frameworks, methods, tools, and technologies for smart and sustainable manufacturing and service systems, as well as resilient digital supply chains. As usual for the APMS conference, the Program Committee was particularly attentive to the cutting-edge problems in production management and the quality of the papers, especially with regard to the applicability of the contributions to industry and services.
The APMS 2021 conference proceedings are organized into five volumes covering a large spectre of research concerning the global topic of the conference: "Artificial Intelligence for Sustainable and Resilient Production Systems".

The conference was supported by the International Federation of Information Processing (IFIP), which is celebrating its 60th Anniversary, and was co-organized by the IFIP Working Group 5.7 on Advances in Production Management Systems, IMT Atlantique (Campus Nantes) as well as the Centrale Nantes, University of Nantes, Rennes Business School, and Audecia Business School. It was also supported by three leading journals in the discipline: Production Planning & Control (PPC), the International Journal of Production Research (IJPR), and the International Journal of Product Lifecycle Management (IJPLM).

Special attention has been given to the International Journal of Production Research on the occasion of its 60th Anniversary. Since its foundation in 1961, IJPR has become one of the flagship journals of our profession. It was the first international journal to bring together papers on all aspects of production research: product/process engineering, production system design and management, operations management, and logistics. Many exceptional scientific results have been published in the journal.

We would like to thank all contributing authors for their high-quality work and for their willingness to share their research findings with the APMS community. We are also grateful to the members of the IFIP Working Group 5.7, the Program Committee, and the Scientific Committee, along with the Special Sessions organizers for their support in the organization of the conference program. Concerning the number of papers, special thanks must be given to the local colleagues who managed the reviewing process as well as the preparation of the conference program and proceedings, particularly Hicham Haddou Benderbal and Maria-Isabel Estrepo-Ruiz from IMT Atlantique.

September 2021

Alexandre Dolgui

Alain Bernard

David Lemoine

Gregor von Cieminski

David Romero
# Organization

## Conference Chair

Alexandre Dolgui IMT Atlantique, Nantes, France

## Conference Co-chair

Gregor von Cieminski ZF Friedrichshafen, Germany

## Conference Honorary Co-chairs

Dimitris Kiritsis EPFL, Switzerland

Kathryn E. Stecke University of Texas at Dallas, USA

## Program Chair

Alain Bernard Centrale Nantes, France

## Program Co-chair

David Romero Tecnológico de Monterrey, Mexico

## Program Committee

Alain Bernard Centrale Nantes, France

Gregor von Cieminski ZF Friedrichshafen, Germany

Alexandre Dolgui IMT Atlantique, Nantes, France

Dimitris Kiritsis EPFL, Switzerland

David Romero Tecnológico de Monterrey, Mexico

Kathryn E. Stecke University of Texas at Dallas, USA

## International Advisory Committee

Farhad Ameri Texas State University, USA

Ugljesa Marjanovic University of Novi Sad, Serbia

Ilkyeong Moon Seoul National University, South Korea

Bojan Lalic University of Novi Sad, Serbia

Hermann Lödding Hamburg University of Technology, Germany

## Organizing Committee Chair

David Lemoine IMT Atlantique, Nantes, France
## Organizing Committee Co-chair

Hichem Haddou Benderbal IMT Atlantique, Nantes, France

## Doctoral Workshop Chairs

Abdelkrim-Ramzi IMT Atlantique, Nantes, France
Yelles-Chaouche

Seyyed-Ehsan IMT Atlantique, Nantes, France
Hashemi-Petroodi

## Award Committee Chairs

Nadjib Brahimi Rennes School of Business, France

Ramzi Hammami Rennes School of Business, France

## Organizing Committee

Romain Billot IMT Atlantique, Brest, France

Nadjib Brahimi Rennes School of Business, France

Olivier Cardin University of Nantes, France

Catherine Da Cunha Centrale Nantes, France

Alexandre Dolgui IMT Atlantique, Nantes, France

Giannakis Mihalis Audencia, Nantes, France

Evgeny Gurevsky University of Nantes, France

Hichem Haddou Benderbal IMT Atlantique, Nantes, France

Ramzi Hammami Rennes School of Business, France

Oncu Hazir Rennes School of Business, France

Seyyed-Ehsan IMT Atlantique, Nantes, France
Hashemi-Petroodi

David Lemoine IMT Atlantique, Nantes, France

Nasser Mebarki University of Nantes, France

Patrick Meyer IMT Atlantique, Brest, France

Merhdad Mohammadi IMT Atlantique, Brest, France

Dominique Morel IMT Atlantique, Nantes, France

Maroua Nouiri University of Nantes, France

Maria-Isabel Restrepo-Ruiz IMT Atlantique, Nantes, France

Naly Rakoto IMT Atlantique, Nantes, France

Ilhem Slama IMT Atlantique, Nantes, France

Simon Thevenin IMT Atlantique, Nantes, France

Abdelkrim-Ramzi IMT Atlantique, Nantes, France
Yelles-Chaouche
Scientific Committee

Erry Yulian Triblas Adesta International Islamic University Malaysia, Malaysia

El-Houssaine Aghezzaf Ghent University, Belgium

Erlend Alfnes Norwegian University of Science and Technology, Norway

Hamid Allaoui Université d'Artois, France

Thecle Alix IUT Bordeaux Montesquieu, France

Farhad Ameri Texas State University, USA

Bjørn Andersen Norwegian University of Science and Technology, Norway

Eiji Arai Osaka University, Japan

Jannicke Baalsrud Hauge KTH Royal Institute of Technology, Sweden/BIBA, Germany

Zied Babai Kedge Business School, France

Natalia Bakhtadze Russian Academy of Sciences, Russia

Pierre Baptiste Polytechnique de Montréal, Canada

Olga Battaïa Kedge Business School, France

Farouk Belkadi Centrale Nantes, France

Lyes Benyoucef Aix-Marseille University, France

Bopaya Bidanda University of Pittsburgh, USA

Frédérique Biennier INSA Lyon, France

Jean-Charles Billaut Université de Tours, France

Umit S. Bititci Heriot-Watt University, UK

Magali Bosch-Mauchand Université de Technologie de Compiègne, France

Xavier Boucher Mines St Etienne, France

Abdelaziz Bouras Qatar University, Qatar

Jim Browne University College Dublin, Ireland

Luis Camarinha-Matos Universidade Nova de Lisboa, Portugal

Olivier Cardin University of Nantes, France

Sergio Cavalieri University of Bergamo, Italy

Stephen Childe Plymouth University, UK

Hyunbo Cho Pohang University of Science and Technology, South Korea

Chengbin Chu ESIEE Paris, France

Feng Chu Paris-Saclay University, France

Byung Do Chung Yonsei University, South Korea

Gregor von Cieminski ZF Friedrichshafen, Germany

Catherine Da Cunha Centrale Nantes, France

Yves Dallery CentraleSupélec, France

Xavier Delorme Mines St Etienne, France

Frédéric Demoly Université de Technologie de Belfort-Montbéliard, France

Mélanie Despeisse Chalmers University of Technology, Sweden

Alexandre Dolgui IMT Atlantique, Nantes, France

Slavko Dolinšek University of Ljubljana, Slovenia
<table>
  <tr>
    <td>Sang Do Noh</td>
    <td>Sungkyunkwan University, South Korea</td>
  </tr>
  <tr>
    <td>Heidi Carin Dreyer</td>
    <td>Norwegian University of Science and Technology, Norway</td>
  </tr>
  <tr>
    <td>Eero Eloranta</td>
    <td>Aalto University, Finland</td>
  </tr>
  <tr>
    <td>Soumaya El Kadiri</td>
    <td>Texelia AG, Switzerland</td>
  </tr>
  <tr>
    <td>Christos Emmanouilidis</td>
    <td>University of Groningen, The Netherlands</td>
  </tr>
  <tr>
    <td>Anton Eremeev</td>
    <td>Siberian Branch of Russian Academy of Sciences, Russia</td>
  </tr>
  <tr>
    <td>Åsa Fasth-Berglund</td>
    <td>Chalmers University of Technology, Sweden</td>
  </tr>
  <tr>
    <td>Rosanna Fornasiero</td>
    <td>Consiglio Nazionale delle Ricerche, Italy</td>
  </tr>
  <tr>
    <td>Xuehao Feng</td>
    <td>Zhejiang University, China</td>
  </tr>
  <tr>
    <td>Yannick Frein</td>
    <td>INP Grenoble, France</td>
  </tr>
  <tr>
    <td>Jan Frick</td>
    <td>University of Stavanger, Norway</td>
  </tr>
  <tr>
    <td>Klaas Gadeyne</td>
    <td>Flanders Make, Belgium</td>
  </tr>
  <tr>
    <td>Paolo Gaiardelli</td>
    <td>University of Bergamo, Italy</td>
  </tr>
  <tr>
    <td>Adriana Giret Boggino</td>
    <td>Universidad Politécnica de Valencia, Spain</td>
  </tr>
  <tr>
    <td>Samuel Gomes</td>
    <td>Belfort-Montbéliard University of Technology, France</td>
  </tr>
  <tr>
    <td>Bernard Grabot</td>
    <td>INP-Toulouse, ENIT, France</td>
  </tr>
  <tr>
    <td>Gerhard Gudergan</td>
    <td>RWTH Aachen University, Germany</td>
  </tr>
  <tr>
    <td>Thomas R. Gulledge Jr.</td>
    <td>George Mason University, USA</td>
  </tr>
  <tr>
    <td>Nikolai Guschinsky</td>
    <td>National Academy of Sciences, Belarus</td>
  </tr>
  <tr>
    <td>Slim Hammadi</td>
    <td>Centrale Lille, France</td>
  </tr>
  <tr>
    <td>Ahmedou Haouba</td>
    <td>University of Nouakchott Al-Asriya, Mauritania</td>
  </tr>
  <tr>
    <td>Soumaya Henchoz</td>
    <td>Logitech AG, Switzerland</td>
  </tr>
  <tr>
    <td>Hironori Hibino</td>
    <td>Tokyo University of Science, Japan</td>
  </tr>
  <tr>
    <td>Hans-Henrik Hvolby</td>
    <td>Aalborg University, Denmark</td>
  </tr>
  <tr>
    <td>Jan Holmström</td>
    <td>Aalto University, Finland</td>
  </tr>
  <tr>
    <td>Dmitry Ivanov</td>
    <td>Berlin School of Economics and Law, Germany</td>
  </tr>
  <tr>
    <td>Harinder Jagdev</td>
    <td>National University of Ireland at Galway, Ireland</td>
  </tr>
  <tr>
    <td>Jayanth Jayaram</td>
    <td>University of South Carolina, USA</td>
  </tr>
  <tr>
    <td>Zhibin Jiang</td>
    <td>Shanghai Jiao Tong University, China</td>
  </tr>
  <tr>
    <td>John Johansen</td>
    <td>Aalborg University, Denmark</td>
  </tr>
  <tr>
    <td>Hong-Bae Jun</td>
    <td>Hongk University, South Korea</td>
  </tr>
  <tr>
    <td>Toshiya Kaihara</td>
    <td>Kobe University, Japan</td>
  </tr>
  <tr>
    <td>Duck Young Kim</td>
    <td>Pohang University of Science and Technology, South Korea</td>
  </tr>
  <tr>
    <td>Dimitris Kiritsis</td>
    <td>EPFL, Switzerland</td>
  </tr>
  <tr>
    <td>Tomasz Koch</td>
    <td>Wroclaw University of Science and Technology, Poland</td>
  </tr>
  <tr>
    <td>Pisut Koomsap</td>
    <td>Asian Institute of Technology, Thailand</td>
  </tr>
  <tr>
    <td>Vladimir Kotov</td>
    <td>Belarusian State University, Belarus</td>
  </tr>
  <tr>
    <td>Mikhail Kovalyov</td>
    <td>National Academy of Sciences, Belarus</td>
  </tr>
  <tr>
    <td>Gül Kremer</td>
    <td>Iowa State University, USA</td>
  </tr>
  <tr>
    <td>Boonserm Kulvatunyou</td>
    <td>National Institute of Standards and Technology, USA</td>
  </tr>
  <tr>
    <td>Senthilkumaran</td>
    <td>Indian Institute of Information Technology Design and Manufacturing, India</td>
  </tr>
  <tr>
    <td>Kumaraguru</td>
    <td></td>
  </tr>
</table>
Thomas R. Kurfess

Andrew Kusiak

Bojan Lalić

Samir Lamouri

Lenka Landryova

Alexander Lazarev

Jan-Peter Lechner

Gyu M. Lee

Kangbok Lee

Genrikh Levin

Jingshan Li

Ming K. Lim

Hermann Lödding

Pierre Lopez

Marco Macchi

Ugljesa Marjanovic

Muthu Mathirajan

Gökan May

Khaled Medini

Jörn Mehnen

Vidosav D. Majstorovich

Semyon M. Meerkov

Joao Gilberto Mendes
dos Reis

Hajime Mizuyama

Ilkyeong Moon

Eiji Morinaga

Dimitris Mourtzis

Irenilza de Alencar Naas

Masaru Nakano

Torbjörn Netland

Gilles Neubert

Izabela Nielsen

Tomomi Nonaka

Jinwoo Park

François Pérès

Fredrik Persson

Giuditta Pezzotta

Selwyn Piramuthu

Alberto Portioli Staudacher

Daryl Powell

Vittaldas V. Prabhu

Jean-Marie Proth

Ricardo José Rabelo

Georgia Institute of Technology, USA

University of Iowa, USA

University of Novi Sad, Serbia

ENSAM Paris, France

Technical University of Ostrava, Czech Republic

Russian Academy of Sciences, Moscow, Russia

First Global Liaison, Germany

Pusan National University, South Korea

Pohang University of Science and Technology,
South Korea

National Academy of Sciences, Belarus

University of Wisconsin-Madison, USA

Chongqing University, China

Hamburg University of Technology, Germany

LAAS-CNRS, France

Politecnico di Milano, Italy

University of Novi Sad, Serbia

Indian Institute of Science, India

University of North Florida, USA

Mines St Etienne, France

University of Strathclyde, UK

University of Belgrade, Serbia

University of Michigan, USA

UNIP Paulista University, Brazil

Aoyama Gakuin University, Japan

Seoul National University, South Korea

Osaka Prefecture University, Japan

University of Patras, Greece

UNIP Paulista University, Brazil

Keio University, Japan

ETH Zürich, Switzerland

EMLYON Business School, Saint-Etienne, France

Aalborg University, Denmark

Ritsumeikan University, Japan

Seoul National University, South Korea

INP-Toulouse, ENIT, France

Linköping Institute of Technology, Sweden

University of Bergamo, Italy

University of Florida, USA

Politecnico di Milano, Italy

Norwegian University of Science and Technology,
Norway

Pennsylvania State University, USA

Inria, France

Federal University of Santa Catarina, Brazil
<table>
  <tr>
    <td>Rahul Rai</td>
    <td>University at Buffalo, USA</td>
  </tr>
  <tr>
    <td>Mario Rapaccini</td>
    <td>Florence University, Italy</td>
  </tr>
  <tr>
    <td>Nidhal Rezg</td>
    <td>University of Lorraine, France</td>
  </tr>
  <tr>
    <td>Ralph Riedel</td>
    <td>Westsächsische Hochschule Zwickau, Germany</td>
  </tr>
  <tr>
    <td>Irene Roda</td>
    <td>Politecnico di Milano, Italy</td>
  </tr>
  <tr>
    <td>Asbjörn Rolstadås</td>
    <td>Norwegian University of Science and Technology, Norway</td>
  </tr>
  <tr>
    <td>David Romero</td>
    <td>Tecnológico de Monterrey, Mexico</td>
  </tr>
  <tr>
    <td>Christoph Roser</td>
    <td>Karlsruhe University of Applied Sciences, Germany</td>
  </tr>
  <tr>
    <td>André Rossi</td>
    <td>Université Paris-Dauphine, France</td>
  </tr>
  <tr>
    <td>Martin Rudberg</td>
    <td>Linköping University, Sweden</td>
  </tr>
  <tr>
    <td>Thomas E. Ruppli</td>
    <td>University of Basel, Switzerland</td>
  </tr>
  <tr>
    <td>Krzysztof Santarek</td>
    <td>Warsaw University of Technology, Poland</td>
  </tr>
  <tr>
    <td>Subhash Sarin</td>
    <td>VirginiaTech, USA</td>
  </tr>
  <tr>
    <td>Suresh P. Sethi</td>
    <td>The University of Texas at Dallas, USA</td>
  </tr>
  <tr>
    <td>Fabio Sgarbossa</td>
    <td>Norwegian University of Science and Technology, Norway</td>
  </tr>
  <tr>
    <td>John P. Shewchuk</td>
    <td>Virginia Polytechnic Institute and State University, USA</td>
  </tr>
  <tr>
    <td>Dan L. Shunk</td>
    <td>Arizona State University, USA</td>
  </tr>
  <tr>
    <td>Ali Siadat</td>
    <td>Arts et Métiers ParisTech, France</td>
  </tr>
  <tr>
    <td>Riitta Smeds</td>
    <td>Aalto University, Finland</td>
  </tr>
  <tr>
    <td>Boris Sokolov</td>
    <td>Russian Academy of Sciences, Russia</td>
  </tr>
  <tr>
    <td>Vijay Srinivasan</td>
    <td>National Institute of Standards and Technology, USA</td>
  </tr>
  <tr>
    <td>Johan Stahre</td>
    <td>Chalmers University of Technology, Sweden</td>
  </tr>
  <tr>
    <td>Kathryn E. Stecke</td>
    <td>The University of Texas at Dallas, USA</td>
  </tr>
  <tr>
    <td>Kenn Steger-Jensen</td>
    <td>Aalborg University, Denmark</td>
  </tr>
  <tr>
    <td>Volker Stich</td>
    <td>RWTH Aachen University, Germany</td>
  </tr>
  <tr>
    <td>Richard Lee Storch</td>
    <td>University of Washington, USA</td>
  </tr>
  <tr>
    <td>Jan Ola Strandhagen</td>
    <td>Norwegian University of Science and Technology, Norway</td>
  </tr>
  <tr>
    <td>Stanislaw Strzelczak</td>
    <td>Warsaw University of Technology, Poland</td>
  </tr>
  <tr>
    <td>Nick Szirbik</td>
    <td>University of Groningen, The Netherlands</td>
  </tr>
  <tr>
    <td>Marco Taisch</td>
    <td>Politecnico di Milano, Italy</td>
  </tr>
  <tr>
    <td>Lixin Tang</td>
    <td>Northeastern University, China</td>
  </tr>
  <tr>
    <td>Kari Tanskanen</td>
    <td>Aalto University School of Science, Finland</td>
  </tr>
  <tr>
    <td>Ilias Tatsiopoulos</td>
    <td>National Technical University of Athens, Greece</td>
  </tr>
  <tr>
    <td>Sergio Terzi</td>
    <td>Politecnico di Milano, Italy</td>
  </tr>
  <tr>
    <td>Klaus-Dieter Thoben</td>
    <td>Universität Bremen, Germany</td>
  </tr>
  <tr>
    <td>Manoj Tiwari</td>
    <td>Indian Institute of Technology, India</td>
  </tr>
  <tr>
    <td>Matthias Thüre</td>
    <td>Jinan University, China</td>
  </tr>
  <tr>
    <td>Jacques H. Trienekens</td>
    <td>Wageningen University, The Netherlands</td>
  </tr>
  <tr>
    <td>Mario Tucci</td>
    <td>Università degli Studi di Firenze, Italy</td>
  </tr>
  <tr>
    <td>Shigeki Umeda</td>
    <td>Musashi University, Japan</td>
  </tr>
  <tr>
    <td>Bruno Vallespir</td>
    <td>University of Bordeaux, France</td>
  </tr>
  <tr>
    <td>François Vernadat</td>
    <td>University of Lorraine, France</td>
  </tr>
</table>
<table><tr><td>Agostino Villa</td><td>Politecnico di Torino, Italy</td></tr><tr><td>Lihui Wang</td><td>KTH Royal Institute of Technology, Sweden</td></tr><tr><td>Sabine Waschull</td><td>University of Groningen, The Netherlands</td></tr><tr><td>Hans-Hermann Wiendahl</td><td>University of Stuttgart, Germany</td></tr><tr><td>Frank Werner</td><td>University of Magdeburg, Germany</td></tr><tr><td>Shaun West</td><td>Lucerne University of Applied Sciences and Arts, Switzerland</td></tr><tr><td>Joakim Wikner</td><td>Jönköping University, Sweden</td></tr><tr><td>Hans Wortmann</td><td>University of Groningen, The Netherlands</td></tr><tr><td>Desheng Dash Wu</td><td>University of Chinese Academy of Sciences, China</td></tr><tr><td>Thorsten Wuest</td><td>West Virginia University, USA</td></tr><tr><td>Farouk Yalaoui</td><td>University of Technology of Troyes, France</td></tr><tr><td>Noureddine Zerhouni</td><td>Université Bourgogne Franche-Comte, France</td></tr></table>

List of Reviewers

<table><tr><td>Abbou Rosa</td><td>Batocchio Antonio</td></tr><tr><td>Abdeljaouad Mohamed Amine</td><td>Battaïa Olga</td></tr><tr><td>Absi Nabil</td><td>Battini Daria</td></tr><tr><td>Acerbi Federica</td><td>Behrens Larissa</td></tr><tr><td>Aghelinejad Mohsen</td><td>Ben-Ammar Oussama</td></tr><tr><td>Aghezzaf El-Houssaine</td><td>Benatia Mohamed Amin</td></tr><tr><td>Agrawal Rajeev</td><td>Bentaha M.-Lounes</td></tr><tr><td>Agrawal Tarun Kumar</td><td>Benyoucef Lyes</td></tr><tr><td>Alexopoulos Kosmas</td><td>Beraldi Santos Alexandre</td></tr><tr><td>Alix Thecle</td><td>Bergmann Ulf</td></tr><tr><td>Alkhudary Rami</td><td>Bernus Peter</td></tr><tr><td>Altekin F. Tevhide</td><td>Berrah Lamia-Amel</td></tr><tr><td>Alves Anabela</td><td>Bertnum Aili Biriita</td></tr><tr><td>Ameri Farhad</td><td>Bertoni Marco</td></tr><tr><td>Andersen Ann-Louise</td><td>Bettayeb Belgacem</td></tr><tr><td>Andersen Bjorn</td><td>Bevilacqua Maurizio</td></tr><tr><td>Anderson Marc</td><td>Biennier Frédérique</td></tr><tr><td>Anderson Matthew</td><td>Bititci Umit Sezer</td></tr><tr><td>Anholon Rosley</td><td>Bocanet Vlad</td></tr><tr><td>Antosz Katarzyna</td><td>Bosch-Mauchand Magali</td></tr><tr><td>Apostolou Dimitris</td><td>Boucher Xavier</td></tr><tr><td>Arica Emrah</td><td>Bourguignon Saulo Cabral</td></tr><tr><td>Arlinghaus Julia Christine</td><td>Bousdekis Alexandros</td></tr><tr><td>Aubry Alexis</td><td>Brahimi Nadjib</td></tr><tr><td>Baalsrud Hauge Jannicke</td><td>Bresler Maggie</td></tr><tr><td>Badulescu Yvonne Gabrielle</td><td>Brunoe Thomas Ditlev</td></tr><tr><td>Bakhtadze Natalia</td><td>Brusset Xavier</td></tr><tr><td>Barbosa Christiane Lima</td><td>Burow Kay</td></tr><tr><td>Barni Andrea</td><td>Calado Robisom Damasceno</td></tr></table>
Calarge Felipe
Camarinha-Matos Luis Manuel
Cameron David
Cannas Violetta Giada
Cao Yifan
Castro Eduardo Lorenzo
Cattaruzza Diego
Cerqueus Audrey
Chang Tai-Woo
Chaves Sandra Maria do Amaral
Chavez Zuhara
Chen Jinwei
Cheng Yongxi
Chiacchio Ferdinando
Chiari da Silva Ethel Cristina
Childe Steve
Cho Hyunbo
Choi SangSu
Chou Shuo-Yan
Christensen Flemming Max Møller
Chung Byung Do
Ciarapica Filippo Emanuele
Cimini Chiara
Clivillé Vincent
Cohen Yuval
Converso Giuseppe
Cosenza Harvey
Costa Helder Gomes
Da Cunha Catherine
Daaboul Joanna
Dahane Mohammed
Dakic Dusanka
Das Dyutimoy Nirupam
Das Jyotirmoy Nirupam
Das Sayan
Davari Morteza
De Arruda Ignacio Paulo Sergio de
De Campos Renato
De Oliveira Costa Neto Pedro Luiz
Delorme Xavier
Deroussi Laurent
Despeisse Mélanie
Di Nardo Mario
Di Pasquale Valentina
Dillinger Fabian
Djedidi Oussama

Dolgui Alexandre
Dolinsek Slavko
Dou Runliang
Drei Samuel Martins
Dreyer Heidi
Dreyfus Paul-Arthur
Dubey Rameshwar
Dümmel Johannes
Eloranta Eero
Emmanouilidis Christos
Ermolova Maria
Eslami Yasamin
Fast-Berglund Åsa
Faveto Alberto
Federico Adrodegari
Feng Xuehao
Finco Serena
Flores-García Erik
Fontaine Pirmin
Fosso Wamba Samuel
Franciosi Chiara
Frank Jana
Franke Susanne
Freitag Mike
Frick Jan
Fruggiero Fabio
Fu Wenhan
Fujii Nobutada
Gahan Padmabati
Gaiardelli Paolo
Gallo Mosè
Ganesan Viswanath Kumar
Gaponov Igor
Gayialis Sotiris P.
Gebennini Elisa
Ghadge Abhijeet
Ghrairi Zied
Gianessi Paolo
Giret Boggino Adriana
Gloeckner Robert
Gogineni Sonika
Gola Arkadiusz
Goodarzian Fariba
Gosling Jon
Gouyon David
Grabot Bernard
Grangeon Nathalie
Grassi Andrea
Grenzfurtner Wolfgang
Guerpinar Tan
Guillaume Romain
Guimarães Neto Abelino Reis
Guizzi Guido
Gupta Sumit
Gurevsky Evgeny
Habibi Muhammad Khoirul Khakim
Haddou Benderbal Hichem
Halse Lise Lillebrygfjeld
Hammami Ramzi
Hani Yasmina
Hashemi-Petroodi S. Ehsan
Havzi Sara
Hazir Oncu
Hedayatinia Pooya
Hemmati Ahmad
Henchoz El Kadiri Soumaya
Heuss Lisa
Hibino Hironori
Himmiche Sara
Hnaien Faicel
Hofer Gernot
Holst Lennard Phillip
Hovelaque Vincent
Hrnjica Bahrudin
Huber Walter
Husniah Hennie
Hvolby Hans-Henrik
Hwang Gyusun
Irohara Takashi
Islam Md Hasibul
Iung Benoit
Ivanov Dmitry
Jacomino Mireille
Jagdev Harinder
Jahn Niklas
Jain Geetika
Jain Vipul
Jasiulewicz-Kaczmarek Małgorzata
Jebali Aida
Jelisic Elena
Jeong Yongkuk
Johansen John

Jones Al
Jun Chi-Hyuck
Jun Hong-Bae
Jun Sungbum
Juned Mohd
Jünge Gabriele
Kaasinen Eija
Kaihara Toshiya
Kalaboukas Kostas
Kang Yong-Shin
Karampatzakis Dimitris
Kayikci Yasanur
Kedad-Sidhoum Safia
Keepers Makenzie
Keivanpour Samira
Keshari Anupam
Kim Byung-In
Kim Duck Young
Kim Hwa-Joong
Kim Hyun-Jung
Kinra Aseem
Kiritsis Dimitris
Kitjacharoenchai Patchara
Kjeldgaard Stefan
Kjersem Kristina
Klimchik Alexandr
Klymenko Olena
Kollberg Thomassen Maria
Kolyubin Sergey
Koomsap Pisut
Kramer Kathrin
Kulvatunyou Boonserm (Serm)
Kumar Ramesh
Kurata Takeshi
Kvadsheim Nina Pereira
Lahaye Sébastien
Lalic Danijela
Lamouri Samir
Lamy Damien
Landryova Lenka
Lechner Jan-Peter
Lee Dong-Ho
Lee Eunji
Lee Kangbok
Lee Kyungsik
Lee Minchul
Lee Seokcheon
Lee Seokgi
Lee Young Hoon
Lehuédé Fabien
Leiber Daria
Lemoine David
Li Haijiao
Li Yuanfu
Lim Dae-Eun
Lim Ming
Lima Adalberto da
Lima Nilsa
Lin Chen-ju
Linares Jean-marc
Linnartz Maria
Listl Franz Georg
Liu Ming
Liu Xin
Liu Zhongzheng
Lödding Hermann
Lodgaard Eirin
Loger Benoit
Lorenz Rafael
Lu Jinzhi
Lu Xingwei
Lu Xuefei
Lucas Flavien
Lüftenegger Egon
Luo Dan
Ma Junhai
Macchi Marco
Machado Brunno Abner
Maier Janine Tatjana
Maihami Reza
Makboul Salma
Makris Sotiris
Malaguti Roney Camargo
Mandal Jasashwi
Mandel Alexander
Manier Hervé
Manier Marie-Ange
Marangé Pascale
Marchesano Maria Grazia
Marek Svenja
Marjanovic Ugljesa
Marmolejo Jose Antonio

Marques Melissa
Marrazzini Leonardo
Masone Adriano
Massonnet Guillaume
Matsuda Michiko
Maxwell Duncan William
Mazzuto Giovanni
Medić Nenad
Medini Khaled
Mehnen Jorn
Mendes dos Reis João Gilberto
Mentzas Gregoris
Metaxa Ifigeneia
Min Li Li
Minner Stefan
Mishra Ashutosh
Mitra Rony
Mizuyama Hajime
Mogale Dnyaneshwar
Mohammadi Mehrdad
Mollo Neto Mario
Montini Elias
Montoya-Torres Jairo R.
Moon Ilkyeong
Moraes Thais De Castro
Morinaga Eiji
Moser Benedikt
Moshref-Javadi Mohammad
Mourtzis Dimitris
Mundt Christopher
Muši Denis
Nääs Irenilza De Alencar
Naim Mohamed
Nakade Koichi
Nakano Masaru
Napoleone Alessia
Nayak Ashutosh
Neroni Mattia
Netland Torbjørn
Neubert Gilles
Nguyen Du Huu
Nguyen Duc-Canh
Nguyen Thi Hien
Nielsen Izabela
Nielsen Kjeld
Nishi Tatsushi
Nogueira Sara
Noh Sang Do
Nonaka Tomomi
Noran Ovidiu
Norre Sylvie
Ortmeier Frank
Ouazene Yassine
Ouzrout Yacine
Özcan Uğur
Paes Graciele Oroski
Pagnoncelli Bernardo
Panigrahi Sibarama
Panigrahi Swayam Sampurna
Papakostas Nikolaos
Papcun Peter
Pashkevich Anatol
Pattnaik Monalisha
Pels Henk Jan
Pérès François
Persson Fredrik
Pezzotta Giuditta
Phan Dinh Anh
Piétrac Laurent
Pinto Sergio Crespo Coelho da
Pirola Fabiana
Pissardini Paulo Eduardo
Polenghi Adalberto
Popolo Valentina
Portioli Staudacher Alberto
Powell Daryl
Prabhu Vittaldas
Psarommatis Foivos
Rabelo Ricardo
Rakic Slavko
Rapaccini Mario
Reis Milena Estanislau Diniz Dos
Resanovic Daniel
Rey David
Riedel Ralph
Rikalović Aleksandar
Rinaldi Marta
Roda Irene
Rodriguez Aguilar Roman
Romagnoli Giovanni
Romeo Bandinelli
Romero David

Roser Christoph
Rossit Daniel Alejandro
Rudberg Martin
Sabitov Rustem
Sachs Anna-Lena
Sahoo Rosalin
Sala Roberto
Santarek Kszysztof
Satolo Eduardo Guilherme
Satyro Walter
Savin Sergei
Schneider Daniel
Semolić Brane
Shafiq Muhammad
Sharma Rohit
Shin Jong-Ho
Shukla Mayank
Shunk Dan
Siadat Ali
Silva Cristovao
Singgih Ivan Kristianto
Singh Sube
Slama Ilhem
Smaglichenko Alexander
Smeds Riitta Johanna
Soares Paula Metzker
Softic Selver
Sokolov Boris V.
Soleilhac Gauthier
Song Byung Duk
Song Xiaoxiao
Souier Mehdi
Sørensen Daniel Grud Hellerup
Spagnol Gabriela
Srinivasan Vijay
Stavrou Vasileios P.
Steger-Jensen Kenn
Stich Volker
Stipp Marluci Andrade Conceição
Stoll Oliver
Strandhagen Jan Ola
Suh Eun Suk
Suleykin Alexander
Suzanne Elodie
Szirbik Nick B.
Taghvaeipour Afshin
Taisch Marco
Tanimizu Yoshitaka
Tanizaki Takashi
Tasić Nemanja
Tebaldi Letizia
Telles Renato
Thevenin Simon
Thoben Klaus-Dieter
Thurer Matthias
Tiedemann Fredrik
Tisi Massimo
Torres Luis Fernando
Tortorella Guilherme Luz
Troyanovsky Vladimir
Turcin Ioan
Turki Sadok
Ulrich Marco
Unip Solimar
Valdiviezo Viera Luis Enrique
Vallespir Bruno
Vasic Stana
Vaz Paulo
Vespoli Silvestro
Vicente da Silva Ivonaldo
Villeneuve Eric
Viviani Jean-Laurent
Vještica Marko
Vo Thi Le Hoa
Voisin Alexandre
von Cieminski Gregor
Von Stietencron Moritz
Wagner Sarah
Wang Congke
Wang Hongfeng
Wang Yin

Wang Yingli
Wang Yuling
Wang Zhaojie
Wang Zhixin
Wellsandt Stefan
West Shaun
Wiendahl Hans-Hermann
Wiesner Stefan Alexander
Wikner Joakim
Wiktorsson Magnus
Wimmer Manuel
Woo Young-Bin
Wortmann Andreas
Wortmann Johan Casper
Wuest Thorsten
Xu Tiantong
Yadegari Ehsan
Yalaoui Alice
Yang Danqin
Yang Guoqing
Yang Jie
Yang Zhaorui
Yelles Chaouche Abdelkrim Ramzi
Zaeh Michael Friedrich
Zaikin Oleg
Zambetti Michela
Zeba Gordana
Zhang Guoqing
Zhang Ruiyou
Zheng Feifeng
Zheng Xiaochen
Zoitl Alois
Zolotová Iveta
Zouggar Anne
# Contents – Part III

## Autonomous Robots in Delivery Logistics

Sustainable Facility Location-Routing Problem for Blood Package Delivery by Drones with a Charging Station
Shirin Ghasemi, Reza Tavakkoli-Moghaddam, Mahdi Hamid, and Meysam Hosseinzadeh
3

A MILP Formulation for an Automated Guided Vehicle Scheduling Problem with Battery Constraints
Adriano Masone, Teresa Murino, Claudio Sterle, and Monica Strazzullo
15

Planning Autonomous Material Transportation in Hospitals
Giuseppe Fragapane, Debjit Roy, Fabio Sgarbossa, and Jan Ola Strandhagen
24

Collaborative Hybrid Delivery System: Drone Routing Problem Assisted by Truck
Ho Young Jeong and Seokcheon Lee
33

Drone Delivery Vehicle Routing Problem with Multi-flight Level
Yonggab Kim, Hoyoung Jung, and Seokcheon Lee
43

## Digital Transformation Approaches in Production Management

Multi-perspective View on Sustainable Production: A Literature Review
Marko Samardzic and Ugljesa Marjanovic
55

Determining Minimal Cost of Action for Task Allocation Within Mobile Robot Swarm in Production Environments
Elmir Babović, Denis Mušić, Bahrudin Hrnjica, and Adil Joldić
64

A Hybrid Architecture for the Deployment of a Data Quality Management (DQM) System for Zero-Defect Manufacturing in Industry 4.0
Chiara Caccamo, Ragnhild Eleftheriadis, Maria Chiara Magnanini, Daryl Powell, and Odd Myklebust
71

The Survival Analysis for a Predictive Maintenance in Manufacturing
Bahrudin Hrnjica and Selver Softic
78

Detection of Fluid Level in Bores for Batch Size One Assembly Automation Using Convolutional Neural Network
Alexej Simeth, Jessica Plaßmann, and Peter Plapper
86
<table><tbody><tr><td>Barriers Hindering an Efficient Implementation Process of Digital Technologies; a Case Study at Norwegian Manufacturing Companies</td><td>94</td></tr><tr><td>Eirin Lodgaard, Hans Torvatn, Johanne Sørumsbrenden, and Gaute Andreas Knutstad</td><td></td></tr><tr><td>Consistent Maintenance Order Processing with Digital Assistance Systems</td><td>102</td></tr><tr><td>Robert Rost and Axel Friedewald</td><td></td></tr><tr><td>Supporting Manufacturing Processes Design Using Stakeholder Opinions and Sentiment Analysis</td><td>112</td></tr><tr><td>Egon Lüftenegger and Selver Softic</td><td></td></tr><tr><td>Digitalization in Manufacturing: Trends, Drivers, Challenges, and Research Areas in Norway</td><td>118</td></tr><tr><td>Emrah Arica and Daryl Powell</td><td></td></tr><tr><td>Exploring Accidental Digital Servitization in an Industrial Context</td><td>126</td></tr><tr><td>Matthew Anderson, Shaun West, and David Harrison</td><td></td></tr><tr><td colspan="2"><strong>Finance-Driven Supply Chain</strong></td></tr><tr><td>Financing and Cost Sharing for a Supply Chain Under CSR - Sensitive Demand</td><td>139</td></tr><tr><td>Franck Moraux, Dinh Anh Phan, and Thi Le Hoa Vo</td><td></td></tr><tr><td>Integrated Business Planning Process: Link Between Supply Chain Planning and Financial Planning</td><td>149</td></tr><tr><td>Mohamed Haythem Selmi, Zied Jemai, Laurent Gregoire, and Yves Dallier</td><td></td></tr><tr><td>An EOQ-Based Lot Sizing Model with Working Capital Requirements Financing Cost</td><td>159</td></tr><tr><td>Yuan Bian, David Lemoine, Thomas G. Yeung, Nathalie Bostel, Vincent Hovelaque, and Jean-Laurent Viviani</td><td></td></tr><tr><td>Put Option Contracts in Newsvendor Model with Bankruptcy Risk</td><td>167</td></tr><tr><td>Pooya Hedayatinia, David Lemoine, Guillaume Massonnet, and Jean-Laurent Viviani</td><td></td></tr><tr><td>Pricing Decisions for an Omnichannel Retailing Under Service Level Considerations</td><td>175</td></tr><tr><td>Minh Tam Tran, Yacine Rekik, and Khaled Hadj-Hamou</td><td></td></tr></tbody></table>
## Gastronomic Service System Design

Forecasting the Number of Customers Visiting Restaurants Using Machine Learning and Statistical Method
*Takashi Tanizaki, Shunsuke Kozuma, and Takeshi Shimmura* 189

Digital Ordering Improves Labor Productivity in Multiproduct Restaurants...
*Takeshi Shimmura and Syuichi Oura* 198

Geospatial Intelligence for Health and Productivity Management in Japanese Restaurants and Other Industries
*Takeshi Kurata* 206

Engineering Large Event Catering Services
*Kai-Wen Tien and Vittaldas V. Prabhu* 215

A Study on Menu Planning Method Considering the Variation in Menu Orders - Application to Daily Foods in a Company Cafeteria
*Ruriko Watanabe, Nobutada Fujii, Daisuke Kokuryo, Toshiya Kaihara, Kyohei Irie, Kenji Yanagita, and Kenichi Harada* 224

Systems Engineering Analysis for Cooking Recipes from the Perspective of Work Instructions
*Tomomi Nonaka, Kaoru Kamatani, and Nobutada Fujii* 232

## Modern Scheduling and Applications in Industry 4.0

Electric Bus Charging Scheduling Strategy with Stochastic Arrival Time and State of Charge.
*Ming Liu, Yueyu Ding, Feng Chu, Feifeng Zheng, and Chengbin Chu* 241

Group Scheduling and Due Date Assignment Without Restriction on a Single Machine
*Ying Chen and Yongxi Cheng* 250

Parallel Machine Scheduling with Stochastic Workforce Skill Requirements.
*Xin Liu and Ming Liu* 258

Multitasking Scheduling Problem with Uncertain Credit Risk
*Feifeng Zheng, Zhaojie Wang, Yinfeng Xu, and Ming Liu* 266

A Mathematical Model for Bus Scheduling with Conditional Signal Priority
*Ming Liu, Yecheng Zhao, Feng Chu, Feifeng Zheng, and Chengbin Chu* 274

Charging Scheduling Optimization of Battery Electric Bus with Controllable Task Completion.
*Feifeng Zheng, Zhixin Wang, Yinfeng Xu, and Ming Liu* 282
<table><tbody><tr><td>Industry 4.0 Driven Quantitative Methods for Circular Supply Chains: A Bibliometric Analysis</td><td>394</td></tr><tr><td>Biman Darshana Hettiarachchi, Stefan Seuring, and Marcus Brandenburg</td><td></td></tr><tr><td>Rethinking Circular Business Models: The Role of the Learning Factory</td><td>402</td></tr><tr><td>Maria Flavia Mogos, Sigurd Sagen Vildåsen, Johanne Sørumsbrenden, and Daryl Powell</td><td></td></tr><tr><td>Crop Selection and Scheduling for Green Production with Intercropping and Rotation</td><td>411</td></tr><tr><td>Canan Pehlivan, Thomas G. Yeung, and Aline Suzette Alvarado Munguia</td><td></td></tr><tr><td colspan="2"><strong>Improvement Models and Methods for Green and Innovative Systems</strong></td></tr><tr><td>Generation Y – Modularity Enabling Radical Innovation</td><td>423</td></tr><tr><td>Bjørnar Henriksen and Carl Christian Røstad</td><td></td></tr><tr><td>Disassembly Line Balancing Using Recursive Optimization in Presence of Task-Failure</td><td>430</td></tr><tr><td>Rakshit Kumar Singh, Amit Raj Singh, and Ravindra Kumar Yadav</td><td></td></tr><tr><td>Quantity-Flexibility Contract Models for the Supply Chain with Green-Sensitive Demand in the Automotive Manufacturing Industry</td><td>441</td></tr><tr><td>Zhe Yuan, Yeming Gong, and Mingyang Chen</td><td></td></tr><tr><td>How Much Green Investments Are Efficient for a Smart Production System?</td><td>450</td></tr><tr><td>Rekha Guchhait, Mitali Sarkar, and Biswajit Sarkar</td><td></td></tr><tr><td>Demand Driven Material Requirements Planning Buffer Positioning Considering Carbon Emissions</td><td>460</td></tr><tr><td>Achergui Abdelhalim, Allaoui Hamid, and Hsu Tiente</td><td></td></tr><tr><td colspan="2"><strong>Supply Chain and Routing Management</strong></td></tr><tr><td>Reinforcement Learning for Layout Planning – Modelling the Layout Problem as MDP</td><td>471</td></tr><tr><td>Hendrik Unger and Frank Börner</td><td></td></tr><tr><td>Supply Chain Management by Blockchain</td><td>480</td></tr><tr><td>Gianfranco Genta, Agostino Villa, and Gianni Piero Perrone</td><td></td></tr></tbody></table>
Optimization of Hierarchical Production Planning with Setup Time Feasibility for Effective Supply Chain Management. 489
Guisen Xue and O. Felix Offodile

Integrated Planning of IoT-Based Smart Bin Allocation and Vehicle Routing in Solid Waste Management. 499
Arindam Roy, Apurba Manna, Jungmin Kim, and Ilkyeong Moon

Smart Contracts Implementation in the Allocation of Covid-19 Vaccines. 510
Mohammad Amin Yazdani, Daniel Roy, and Sophie Hennequin

## Robotics and Human Aspects

Methods of Forecasting Environmental Stress and Strain on Working Humans in the Digital Factory. 523
Gert Zülch

Paraconsistent Annotated Evidential Logic E Applied to Autonomous Robots in Logistic Center. 533
Flávio Amadeu Bernardini, Marcia Terra da Silva, Jair Minoro Abe, and Luiz Antonio de Lima

Human Aspects in Collaborative Order Picking – What if Robots Learned How to Give Humans a Break? 541
Yaxu Niu and Frederik Schulte

Assembly System 4.0: Human-Robot Collaboration in Assembly Operations. 551
Gursel A. Suer, Najat Almasarwah, Jesus Pagan, and Yuqiu You

An Integrated QFD Approach for Industrial Robot Selection. 561
Gülçin Büyüközkan, Öykü Ilıcak, and Orhan Feyzioğlu

## Classification and Data Management Methods

Dissimilarity to Class Medoids as Features for 3D Point Cloud Classification. 573
Sylvain Chabanet, Valentin Chazelle, Philippe Thomas, and Hind Bril El-Haouzi

A Comparative Study of Classification Methods on the States of the USA Based on COVID-19 Indicators. 582
İbrahim Miraç Eligüzel and Eren Özceylan

Maintenance Data Management for Condition-Based Maintenance Implementation. 591
Humberto Teixeira, Catarina Teixeira, and Isabel Lopes
A Machine Learning Based Health Indicator Construction in Implementing Predictive Maintenance: A Real World Industrial Application from Manufacturing. 599
Harshad Kurrewar, Ebru Turanouglu Bekar, Anders Skoogh, and Per Nyqvist

Development of Convolutional Neural Network Architecture for Detecting Dangerous Goods for X-ray Aviation Security in Artificial Intelligence. 609
Woong Kim and Chulung Lee

## Smart Supply Chain and Production in Society 5.0 Era

Coalition Analysis on Two Manufactures and Two Retailers Supply Chain via Cooperative Game Theory. 619
Taiki Saso and Tatsushi Nishi

Supply Chain Optimization Through Cooperative Negotiation by Using Backward Scheduling. 629
Yoshitaka Tanimizu and Rika Kanbara

A Proposal of Scheduling Method Based on Decision Criteria Considering Electric Power Costs and Productivity. 637
Masayuki Yabuuchi, Toshiya Kaihara, Nobutada Fujii, Daisuke Kokuryo, Mio Nonaka, and Kotone Senju

A New Representation and Adaptive Feature Selection for Evolving Compact Dispatching Rules for Dynamic Job Shop Scheduling with Genetic Programming. 646
Salama Shady, Toshiya Kaihara, Nobutada Fujii, and Daisuke Kokuryo

A Study on Sharing Logistics Network Design Considering Demand Uncertainty. 655
Asumi Ito, Toshiya Kaihara, Daisuke Kokuryo, and Nobutada Fujii

Reshaping the Supply Chain for Society 5.0. 663
Rosanna Fornasiero and Andrea Zangiacomi

## Supply Chain Risk Management Under Coronavirus

A Tabu Search Heuristic for the Robust Dynamic Bayesian Network Optimisation Problem Under the Supply Chain Ripple Effect. 673
Ming Liu, Hao Tang, Feng Chu, Feifeng Zheng, and Chengbin Chu

A New Robust Dynamic Bayesian Network Model with Bounded Deviation Budget for Disruption Risk Evaluation. 681
Ming Liu, Tao Lin, Feng Chu, Feifeng Zheng, and Chengbin Chu
<table><tbody><tr><td>Stochastic Integrated Supplier Selection and Disruption Risk Assessment Under Ripple Effect</td><td>689</td></tr><tr><td>Ming Liu, Zhongzheng Liu, Feng Chu, Feifeng Zheng, and Chengbin Chu</td><td></td></tr><tr><td>Pharmaceutical Supply Chain Risk Assessment in the Time of COVID 19/Case Study.</td><td>697</td></tr><tr><td>Jihene Jlassi, Nesrin Halouani, and Abderrahman El Mhamedi</td><td></td></tr><tr><td>Author Index</td><td>705</td></tr></tbody></table>