Advances in Intelligent Systems and Computing 1106 Mostafa Ezziyyani Editor Advanced Intelligent Systems for Sustainable Development (AI2SD’2019) Volume 5 - Advances Intelligent Systems for Multimedia Processing and Mathematical Modeling Advances in Intelligent Systems and Computing Volume 1106 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 Mostafa Ezziyyani Editor Advanced Intelligent Systems for Sustainable Development ’ (AI2SD 2019) Volume 5 - Advances Intelligent Systems for Multimedia Processing and Mathematical Modeling 123 Editor Mostafa Ezziyyani Faculty of Sciences andTechniques of Tangier Abdelmalek Essaâdi University Tangier, Morocco ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-030-36676-6 ISBN978-3-030-36677-3 (eBook) https://doi.org/10.1007/978-3-030-36677-3 ©SpringerNatureSwitzerlandAG2020 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 Preface After the success of the first edition AI2SD’18, this second International Conference on Advanced Intelligent Systems for Sustainable Development 2019 (AI2SD’2019)heldinthebeautifulMarrakechcity,Morocco,continuestoestablish new scientific and professional bridges in fields of Advanced Intelligent Systems and technology. This event has distributed multidisciplinary technical programme in“DigitalTransformationisleveroftheIndustrialRevolution4.0”thatdraws attention and participation from over 400 researchers in the field of Advanced Intelligent Systems for Sustainable Development. It is also expected a great opportunity amongst students, scientists, researchers and industrial sectors to exchange their idea with others in the knowledge of sustainable development and establish an excellent network with a new colleague. Atthisspecialevent,15internationaldistinguishedkeynotespeakersandalarge numberofinvitedspeakerswilldelivertheiroutstandingresearchworksinvarious fieldsofAdvancedIntelligentSystemsjoiningtogetherwith253oralpresentations and about 62 poster presentations that would be a great opportunity to all partici- pantstosharetheirrecentresearchinformationandknowledgeamongsteachother. In addition to that, a free International Summer School for Big Data and Data Mining Models will take place in our conference, eight courses animated by eight international professors for the benefit of 100 Ph.D. students. All papers in this issue have been subjected to a peer-review process based on their originality and quality. The aim of the conference is to be a platform for researchers to present their latest research works and to exchange their ideas. The topics covered in this conference have following aspects: (cid:129) Advanced Intelligent Systems for Education and Intelligent Learning System (cid:129) AdvancedIntelligentSystemsforSustainableDevelopmentAppliedtoIndustry (cid:129) Advanced Intelligent Systems for Sustainable Development Applied to Economy (cid:129) Advanced Intelligent Systems for Multimedia Processing and Mathematical Modelling (cid:129) Advanced Intelligent Systems for Information and System Security v vi Preface (cid:129) Advanced Intelligent Systems for Supporting Decision and Prediction (cid:129) Advanced Intelligent Systems for Sustainable Development Applied to Agriculture (cid:129) Advanced Intelligent Systems for Sustainable Development Applied to Energy (cid:129) Advanced Intelligent Systems for Sustainable Development Applied to Health (cid:129) Advanced Intelligent Systems for Sustainable Development Applied to Environment (cid:129) Advanced Intelligent Systems for Computational Web and Big Data Analytics (cid:129) Advanced Intelligent Systems for Networking Systems and IoT (cid:129) Advanced Intelligent Systems for GIS and Spatial Data (cid:129) Advanced Intelligent Systems for Electrical Engineering Overview About AI2SD Editions The International Conference on Advanced Intelligent Systems for Sustainable Development, applied to agriculture, energy, health, environment, industry and economy organized each year, is one of the best international amalgamation of eminentresearchers,studentsanddelegatesfrombothacademiaandindustrywhere the collaborator has interactive access to emerging technology and approaches globally. The conference focus is to have International Scientific Panel Discussion on Advanced Technologies and Intelligent Systems for Sustainable Development Applied to Education, Agriculture, Energy, Health, Environment, Industry and Economy. For each edition, AI2SD brings the bright minds to give talks that are idea-focused on a wide range of subjects, to foster learning, inspiration, and pro- vokeconversationswithattractiveopportunitiesleadingtocompetitiveadvantages. AI2SD is your best opportunity to influence the principal participants from the Agricultural Energy, Health and Environment community. Additionally, research- ersworkinginthosefieldswillhaveanaccesstoprecisemethodforpropellingtheir research.Also,AI2SDeditionsadmittosharingofbestworksbymeansofpersonal talks,sharingknowledgeandexperience.AI2SDeditionsofferoral,postersessions, tutorials, training and professional meetings. The programme of the AI2SD con- ference intends to foster interaction so as to open the way to future cooperation between participants. The submitted papers are expected to cover state-of-the-art technologies, theoretical concepts, standards, products’ implementation, ongoing research projects and innovative applications of sustainable development in agri- culture, energy, health, environment, industry and economy sensing. The funda- mental and specific topics of AI2SD are big data analytics, wireless sensors, IoT, geospatial technology, engineering and mechanization, modelling tools, risk ana- lytics and preventive systems. Foreword ItiswithdeeppleasureandsatisfactionthatIwritethisforewordtotheproceedings of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD’19) held in the wonderful Moroccan city of Marrakech in 08–11 July 2019. This year, AI2SD’19 projected into broader hot research topics Preface vii that strive to stimulate study and research in favour of socio-economic sustainable development. AI2SD’19 consists of technical, invited sessions, keynote and tutorial sessions covering the state-of-the-art and advanced research work on intelligent systems applied to agriculture, environment, health, energy, economy and industry along with themes related to big data, networking, computer vision, natural language processing and other scopes. The papers contributed to the most recent scientific knowledge known in the aforementioned. The Technical Programme Committee (TPC)willincludemorethan300oftheminthesevolumeproceedings,giventheir originality and relevance to the conference scopes. The TPC will also include 12–14keynotespeechesaddressinghottopicsrelatedtotheconferencethemes.The papers accepted and presented in AI2SD’19 will be published in proceedings as special issue of Springer proceedings books within the Advances in Intelligent Systems and Computing Series/Lecture Notes in Networks and Systems/Lecture Notes in Electrical Engineering (into seven volumes). Moreover, a number of selectedhigh-impact full-textpapers will also beconsidered for thespecialjournal issues as extended version. All our thanks and greetings are addressed to the committee chairs for their great work, in either the organization or the review process. Acknowledgements to AI2SD’2019 Participants We would like to express our heartfelt thanks to each of you who participated at AI2SD’2019 conference in Marrakech. We have had four very rewarding days, filled with interesting keynote lectures, sessions, poster and demo presentations, summer school as well as a wide selection of assistive technology. We have had manyinterestingdiscussionswithpeopleallovertheworld,andwehopeyouhave as well. We hope that all participants appreciated both the scientific part and the opportunitiestoextendtheirexistingnetworks.Iamsurethatthecooperationwith mostofyouwillcontinueinthenearfuture.Wewouldliketogivespecialthanksto the speakers of the conference and all partner institutes supporting us during the event, and furthermore to effective teams who did outstanding work in organizing the event. Mostafa Ezziyyani AI2SD’2019 General Chair Organization General Chair Mostafa Ezziyyani FacultyofSciencesandTechnologiesofTangier, Computer Sciences Department [email protected] Co-chairs Hajar Moussanif Faculty of Sciences Semlalia of Marrakech, UCA, Morocco Loubna Cherrat Faculty of Sciences and Techniques of Tangier, UAE, Morocco Keynotes Speakers Ikken Badr IRESEN, Rabat, Morocco Khalil Ismail Institute of Telecooperation, Johannes Kepler University Linz, Austria Lloret Mauri Jaime Polytechnic University of Valencia, Spain Kacprzyk Janusz Polish Academy of Sciences, Poland Mohammed Seaid Durham University, UK Lorenz Pascal University of Nancy, France Alexander Gelbukh Instituto PolitÈcnico Nacional, Mexico Kamal Labbassi Chouaib Doukkali University, Morocco Mohammed Ezziyyani Faculté Polydisciplinaire de Larache, Morocco A. Samed Bernoussi FacultyofSciencesandTechnologiesofTangier, Morocco M. F. Abdel Wahab BU, Egypt Kettani Nasser KDC, Casablanca, Morocco Khalid Zine-Dine ChDU, FS El Jadida, Morocco Ouazar Driss M.VI.P U, Marrakech, Morocco ix x Organization Hammari Jalal Engagement Manager, Industry 4.0 Specialist at Siemens, Germany Khadija Sabiri JCI Casablanca, Morocco TPC Chairs Pascal Lorenz, France Khalid Zine-Dine, Morocco Puerto Molina, Spain Ahmed Azouaoui, Morocco Jaime Lloret Mauri, Spain Philippe Roose, France Joel Rodrigues, Portugal El Metoui Mustapha, Morocco Mohammed Bahaj, Morocco Jbilou Mohammed, Morocco Mohammed Ezziyyani, Morocco Issam Qaffou, Morocco Abdel Ghani Laamyem, Morocco Mustapha Zbakh, Morocco Ph.D. Organizing Committee Maroi Tsouli Fathi Soumaya El Mamoune Marwa Zaryouli Mohammed Rida Ech-Charrat Sara Khrouch Mohammed Redouane Taghouti Yassine Doukali Fenni Local Organizing Committee Jihad Zahir, FSSM El Adnani Mohamed, FSSM Issam Qaffou, FSSM Hakim El Boustani, FSSM El Bachari Essaid, FSSM Agouti Tarik, FSSM Scientific Committee Pedro Mauri, Spain Abdelwahed Al Hassan, Morocco Sandra Sendra, Spain Mohammed Boulmalf, Morocco Lorena Parra, Spain Abdellah Azmani, Morocco Oscar Romero, Spain Kamal Labbassi, Morocco Kayhan Ghafoor, China Jamal EL Kafi, Morocco Jaime Lloret Mauri, Spain El Hassan Abdelwahed, Morocco Yue Gao, UK Mohamed Chabbi, Morocco Faiez Gargouri, Tunis Mohamed_Riduan Abid, Morocco Mohamed Turki, Tunis Jbilou Mohammed, Morocco Abdelkader Adla, Algeria Salima Bourougaa-Tria, Algeria Souad Taleb Zouggar, Algeria Ahlem Hamdache, Morocco Bakhta Nachet, Algeria Mohammed Reda Britel, Morocco Danda B. Rawat, USA Youness Tabii, Morocco Tayeb Lemlouma, France Mohamed El Brak, Morocco Mohcine Bennani Mechita, Morocco Hamid Harroud, Morocco Tayeb Sadiki, Morocco Joel Rodrigues, Portugal Mhamed EL Merzguioui, Morocco Ridda Laaouar, Algeria