Advances in Intelligent Systems and Computing 1193 Tawfik Masrour Anass Cherrafi Ibtissam El Hassani   Editors Artificial Intelligence and Industrial Applications Smart Operation Management Advances in Intelligent Systems and Computing Volume 1193 Series Editor Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland Advisory Editors Nikhil R. Pal, Indian Statistical Institute, Kolkata, India Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science and Electronic Engineering, University of Essex, Colchester, UK László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico NadiaNedjah,DepartmentofElectronicsEngineering,UniversityofRiodeJaneiro, Rio de Janeiro, Brazil Ngoc Thanh Nguyen , Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong Theseries“AdvancesinIntelligentSystemsandComputing”containspublications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing.Virtuallyalldisciplinessuchasengineering,naturalsciences,computer and information science, ICT, economics, business, e-commerce, environment, healthcare,lifesciencearecovered.Thelistoftopicsspansalltheareasofmodern intelligentsystemsandcomputingsuchas:computationalintelligence,softcomput- ingincludingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms,machineethics,intelligentdataanalysis,knowledgemanagement,intelligent agents, intelligent decision making and support, intelligent network security, trust management,interactiveentertainment,Webintelligenceandmultimedia. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink ** More information about this series at http://www.springer.com/series/11156 fi fi Taw k Masrour Anass Cherra (cid:129) (cid:129) Ibtissam El Hassani Editors fi Arti cial Intelligence and Industrial Applications Smart Operation Management 123 Editors TawfikMasrour AnassCherrafi Laboratory of Mathematical Modeling, Laboratory of Mathematical Modeling, Simulation andSmart Systems(L2M3S), Simulation andSmart Systems(L2M3S), Department ofMathematics andComputer DepartmentofIndustrialandManufacturing Science, Artificial Intelligence for Engineering, Modeling andOptimization of Engineering SciencesTeam (IASI) Industrial SystemsTeam (MOSI) National Graduate Schoolfor Arts National Graduate Schoolfor Arts andCrafts, My IsmailUniversity andCrafts, My IsmailUniversity Meknes, Morocco Meknes, Morocco Ibtissam El Hassani Laboratory of Mathematical Modeling, Simulation andSmart Systems(L2M3S), DepartmentofIndustrialandManufacturing Engineering, Artificial Intelligence for Engineering SciencesTeam (IASI) National Graduate Schoolfor Arts andCrafts, My IsmailUniversity Meknes, Morocco ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-030-51185-2 ISBN978-3-030-51186-9 (eBook) https://doi.org/10.1007/978-3-030-51186-9 ©SpringerNatureSwitzerlandAG2021 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. 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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Organization General Chair Tawfik Masrour, Department of Mathematics and Computer Science, Artificial Intelligence for Engineering Sciences Team (IASI), Laboratory of Mathematical Modeling,SimulationandSmartSystems(L2M3S),ENSAM,MyIsmailUniversity, 50500Meknes,[email protected]@umi.ac.ma Co-chair Vincenzo Piuri,Department of Computer Science, University of Milan viaCeloria 18, 20133 Milano (MI), Italy Keynotes Speakers Amal El Fallah Seghrouchni, Sorbonne University, Paris, France Mawa Chafii, ENSEA, CY Paris University, Paris, France Abdellatif Benabdellah, University of Le Havre, France Ali Siadat, Arts et Métiers Paris Tech Metz, France Jiju Antony, Heriot-Watt University, Edinburgh, Scotland Andrew Kusiak, University of Iowa, USA v vi Organization TPC Chairs Alexandre Dolgui, France Jose Arturo Garza-Reyes, UK Abby Ghobadian, UK Kannan Govindan, Denmark Janusz Kacprzyk, Poland Vikas Kumar, UK Ali Siadat, France International Scientific Committee Aalaoui Zinab, Morocco Abawajy Jemal H., Australia Aboulaich Rajae, Morocco Aghezzaf El-Houssaine, Belgium Ahmadi Abdeslam, Morocco Ait Moussa Abdelaziz, Morocco Akhrif Iatimad, Morocco Aksasse Brahim, Morocco Al-Mubaid Hisham, USA Alali Abdelhakim, Morocco Alami Hassani Aicha, Morocco Ali Ahad, USA Ali Siadat, France Allahverdi Ali, Kuwait Aly Ayman A., Saudi Arabia Arbaoui abdelaziz, Morocco Azizi Abdelmalek, Morocco Azzeddine MAZROUI, Morocco Babai Mohamed Zied, France Badie Kambiz, Iran Balas Valentina Emilia, Romania Bansal Jagdish Chand, India Batouche Mohamed Chawki, Saudi Arabia Behja hicham, Morocco Belhadi Amine, Morocco Ben Abdllah Mohammed, Morocco Benabbou Rajaa, Morocco Benaissa Mounir, Tunisia Benghabrit Asmaa, Morocco Benoussa Rachid, Morocco Organization vii Berrada Mohamed, Morocco Bouhaddou Imane, Morocco Brouri Adil, Morocco Buccafurri Francesco, Italy Carrabs Francesco, Italy Castillo Oscar, Mexico Cerulli Raffaele, Italy Chaouni Benabdellah Abla, Morocco Chaouni Benabdellah Naoual, Morocco Charkaoui Abdelkabir, Morocco Chbihi Louhdi Mohammed Reda, Morocco Cherrafi Anass, Morocco Ciaramella Angelo, Italy Ciasullo Maria Vincenza, Italy D’Ambrosio Ciriaco, Italy Daoudi El-Mostafa, Morocco De Mello Rodrigo Fernandes, Brazil Deep Kusum, India Dolgui Alexandre, France Ducange Pietro, Italy El Akili Charaf, Morocco El Haddadi Anass, Morocco El Hammoumi Mohammed, Morocco Ibtissam El Hassani, Morocco El Jai Mustapha, Morocco El Jasouli Sidi Yasser, Belgium El Mazzroui Abb Elaziz, Morocco El Mghouchi Youness, Morocco El Ossmani Mustapha, Morocco Elbaz Jamal, Morocco Elfezazi Said, Morocco Elmazroui Azz Addin, Morocco ES-SBAI Najia, Morocco Ettifouri El Hassane, Morocco Ezziyyani Mostafa, Morocco Faquir Sanaa, Morocco Fassi Fihri Abdelkader Fiore Ugo, Italy Fouad Mohammed Amine, Morocco Gabli mohamed, Morocco Gaga Ahmed, Morocco Gao Xiao-Zhi, Finland Garza-Reyes Jose Arturo, UK Ghobadian Abby, UK Giuseppe Stecca, Italy viii Organization Govindan Kannan, Denmark Grabot Bernard, France Hajji Tarik, Morocco Hamzane Ibrahim, Morocco Harchli Fidaa, Morocco Hasnaoui Moulay Lahcen, Morocco Herrera-Viedma Enrique, Spain Itahriouan Zakaria, Morocco Jaara El Miloud, Morocco Jaouad Kharbach, Morocco Jawab Fouad, Morocco Kacprzyk Janusz, Poland Kaya Sid Ali Kamel, Morocco Khadija Bouzaachane, Morocco Khireddine Mohamed Salah, Morocco Khrbach Jawad, Morocco Kodad Mohssin, Morocco Krause Paul, UK Kumar Vikas, UK Laaroussi Ahmed, Morocco Lagrioui Ahmed, Morocco Lasri Larbi, Morocco Lazraq Aziz, Morocco Lebbar Maria, Morocco Leung Henry, Canada Manssouri Imad, Morocco Marcelloni Francesco, Italy Massoud Hassania, Morocco Medarhri Ibtissam, Morocco Mkhida Abdelhak, Morocco Mohiuddin Muhammad, Canada Moumen Aniss, Morocco Moussi Mohamed, Morocco Najib khalid, Morocco Nee Andrew Y. C., Morocco Nfaoui Elhabib, Morocco Nguyen Ngoc Thanh, Poland Nouari Mohammed, France Noureddine Boutammachte, Morocco Novák Vilém, Czech Ouazzani Jamil, Morocco Ouerdi Noura, Morocco Oztemel Ercan, Turkey Palmieri Francesco, Italy Pesch Erwin, Germany Organization ix Pincemin Sandrine, France Rachidi Youssef, Morocco Rahmani Amir Masoud, Iran Raiconi Andrea, Italy Rocha-Lona Luis, Mexico Saadi Adil, Morocco Sabor Jalal, Morocco Sachenko Anatoliy, Ukraine Sael Nawal, Morocco Saidou Noureddine, Morocco Sekkat Souhail, Morocco Senhaji Salwa, Morocco Serrhini Simohammed, Morocco Sheta Alaa, USA Siarry Patrick, France Soulhi Aziz, Morocco Staiano Antonino, Italy Tahiri Ahmed, Morocco Tarnowska Katarzyna, USA Tyshchenko Oleksii K., Czech Tzung-Pei Hong, Taiwan Zemmouri Elmoukhtar, Morocco Zéraï Mourad, Tunisia Local Organizing Committee Abou El Majd Badr, Med V University Ahmadi Abdessalam, ENSAM Benabbou Rajaa, ENSEM Benghabrit Asmaa, ENSMR Benghabrit Youssef, ENSAM Bouayad Aboubakr, ENSAM Bouhaddou Imane, ENSAM Chaira Abdellatif, Fac Sci, Meknes Cherrafi Anass, ENSAM Ibtissam El Hassani, ENSAM Hajji Tarij, ENSAM Masrour Tawfik, ENSAM Najib Khalid, ENSMR Saadi Adil, ENSAM Sekkat Souhail, ENSAM Zemmouri El Moukhtar, ENSAM