Advanced Intelligent Systems for Sustainable Development (AI2SD’2019): Volume 2 - Advanced Intelligent Systems for Sustainable Development Applied to Agriculture and Health

This book highlights the latest research in the fields of health care and agriculture, presented at the second installment of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD-2019), held on July 08–11, 2019 in Marrakech, Morocco. Gathering contributions by respected researchers in the field of agriculture, the book is intended to stimulate debate in this field, and proposes new solutions, tools and effective techniques concerning various current topics in the field of agriculture, such as ICT, IoT and big data analytics for agriculture, smart systems for plant productivity, and data analytics of socio-economic dimensions for sustainable agriculture and aquaculture. With regard to the field of health, the book addresses several areas of research, including E-health services in smart environments (smart homes, smart medical institutions, smart cities), E-health and big data analysis, IoT for health, network interoperability in E-health ecosystems, current and emerging web norms and communication technologies for E-health, heterogeneity of E-health environments and platforms (sensors and actuators, heterogeneous access technologies, security), human–computer interaction, RFID and localization techniques, E-health virtual communities, and business intelligence in health care. This book is intended for academic and professional researchers, decision-makers and all stakeholders in the fields of health and agriculture whose work involves the development and improvement of this field with modern I4.0 technologies and approaches. The authors of each chapter report on the state of the art and present the outcomes of their own research, laboratory experiments, and successful applications. The purpose of the book is to combine the idea of advanced intelligent systems with appropriate tools and techniques for modeling, management, and decision support in the fields of health and agriculture. Front Matter ....Pages i-xxi A Controlled and Complete Mapping of Care Processes Towards a Digital Clinic (Kadiri Ahmed, Sefiani Noufal, Azzouzi Hamid)....Pages 1-8 A Hybrid Data Mining Classifier for Breast Cancer Prediction (Hiba Asri, Hajar Mousannif, Hassan Al Moatassim)....Pages 9-16 A LSTM-Based Method with Attention Mechanism for Adverse Drug Reaction Sentences Detection (Ed-drissiya El-allaly, Mourad Sarrouti, Noureddine En-Nahnahi, Said Ouatik El Alaoui)....Pages 17-26 A Novel Low-Cost Conductivity Based Soil Moisture Sensor (Mar Parra, Lorena Parra, Javier Rocher, Jaime Lloret, Pedro Vicente Mauri, Josep V. Llinares)....Pages 27-35 Agroforestry: Smart Practice for Sustainable Agricultural Development (Zayani Inass, Bouhafa Karima, Ammari Mohammed, Ben Allal Laïla)....Pages 36-47 Automatic Localization of Supraorbital and Infraorbital Foramina Region on CBCT Images (Mohammed Ed-dhahraouy, Hicham Riri, Manal Ezzahmouly, Abdelmajid El Moutaouakkil, Farid Bourzgui, Hakima Aghoutan et al.)....Pages 48-56 Big Data Analytics and Artificial Intelligence Serving Agriculture (Hajji Tarik, Ouazzani Jamil Mohammed)....Pages 57-65 Bio-Ceramic Amalgams Based on Hydroxyapatite Doped by Cobalt, Nickel and Their Toxicity Discussion (Mohammed Eddya, Khalil El-Hami)....Pages 66-71 Comparative Study Between Artificial Metaplasticity Learning Algorithm and Other Machine Learning Techniques: Application for Cardiac Arrhythmias Classification (Yasmine Benchaib)....Pages 72-82 Comparative Study of Machine Learning Algorithms Using the Breast Cancer Dataset (Houssam Benbrahim, Hanaâ Hachimi, Aouatif Amine)....Pages 83-91 Comparison Between Fuzzy Kernel C-Means, Fuzzy Kernel Possibilistic C-Means and Support Vector Machines in Soft Tissue Tumor Classification (Zuherman Rustam, Sri Hartini, Titin Siswantining, Dea Aulia Utami, Nadisa Karina Putri)....Pages 92-105 Crop Yield Prediction Using Deep Learning in Mediterranean Region (Maroi Tsouli Fathi, Mostafa Ezziyyani, Mohammed Ezziyyani, Soumaya El Mamoune)....Pages 106-114 Decision System for the Selection of the Best Therapeutic Protocol for Breast Cancer Based on Genetic Algorithm (Sarah Khrouch, Mostafa Ezziyyani, Mohammed Ezziyyani)....Pages 115-120 Design and Performances Evaluation of a Hybrid WBAN for Medical Applications Based on the “Inter-MAC” Layer Concept (C. E. Ait Zaouiat, A. Latif)....Pages 121-129 Detecting Unhealthy Wheat Plants Using Transfer Learning Method (Meriem El Ouardi, Souad Lahrache, Saïd Amiri, Abdelbaki El Belrhiti El Alaoui, Rajae El Ouazzani)....Pages 130-139 Dietary Factors Associated with Obesity Indicators (Body Mass Index and Waist Circumference) in Obese and Overweight Adults of Tangier (Northern Morocco): A Cross-sectional Study (Nadia Hamjane, Fatiha Benyahya, Mohcine Bennani Mechita, Naima Ghailani Nourouti, Amina Barakat)....Pages 140-149 Effect of Endomycorrhizal Fungi on Growth and Development of Thuya Plants in a Forest Nursery, Morocco (Amal El Khaddari, Jalila Aoujdad, Mohamed Ouajdi, Salwa El Antry, Jamila Dahmani)....Pages 150-156 Employing Weather-Based Disease and Machine Learning Techniques for Optimal Control of Septoria Leaf Blotch and Stripe Rust in Wheat (Moussa El Jarroudi, Rachid Lahlali, Haifa El Jarroudi, Bernard Tychon, Alexandre Belleflamme, Jürgen Junk et al.)....Pages 157-165 Epidemic Models for Plants Infection Under Mixed Effects of Temperature and Wetness (Adil Soufi, Mustapha Ait Rami, Mustapha El Jarroudi, Moussa El Jarroudi)....Pages 166-174 Evaluation of Strawberry Seed Treatments with Biological Control Agents Bacillus amyloliquefaciens (Ahlem Hamdache, Mohammed Ezziyyani, Ahmed Lamarti)....Pages 175-182 Fast Hyperelastic Deformation with Mooney-Rivilin Model for Surgical Simulation of Liver Deformation (Farah Saidi, Abed Malti)....Pages 183-192 Influence of Temperature in Properties of Clay for Two Zones in Morocco BeniYakhlef and Ben Slimane (Zakaria Kbiri, Bouazza Tbib, Khalil El-Hami)....Pages 193-198 Healthcare Data Storage Based on HBase (Khaoula Addakiri, Hajar Khallouki, Mohamed Bahaj)....Pages 199-205 Image Processing of X-Ray Images of Empty and Filled Bone Cavity by Calcium Phosphate Granules Using ImageJ (S. Hakim, M. Ezzahmouly, A. El Ouahli, S. El Haddaoui, A. Siwan, A. El Moutaouakkil et al.)....Pages 206-212 Integrating Domain Ontologies in an MDA-Based Development Process of e-Health Management Systems at the CIM Level (Naziha Laaz, Karzan Wakil, Zineb Gotti, Sara Gotti, Samir Mbarki)....Pages 213-223 Intelligent Management of Using Natural Resources in Agriculture (Sara Belattar, Otman Abdoun, El Khatir Haimoudi)....Pages 224-238 Lean Methods from Manufacturing to Health Care Amelioration (Soukayna Belkadi, Ilias Cherti, Mohamed Bahaj)....Pages 239-246 Machine Learning Techniques for Breast Cancer Diagnosis: Literature Review (Djihane Houfani, Sihem Slatnia, Okba Kazar, Noureddine Zerhouni, Abdelhak Merizig, Hamza Saouli)....Pages 247-254 Management Alternatives for Strawberries Diseases (Ezziyyani Mohammed, Hamdache Ahlem, Asraoui Meryem, Krikech Imad, Requena Maria Emilia, Egea-Gilabert Catalina et al.)....Pages 255-262 Measures of Random Forest Pruning: Comparative Study and Experiment on Diabetic Monitoring (Souad Taleb Zouggar, Abdelkader Adla)....Pages 263-272 Medical Use of Deep Learning: Malaria Testing Using Pre-trained ResNet (Chouaib El Hachimi, Abdessadek Aaroud)....Pages 273-280 Molecular Docking Studies of Human COX-2 with Selective Terpenoids Inhibitors (Amal Maurady, Loubna Taidi, Soukaina Ettoury, Mohammed Reda Britel)....Pages 281-291 Nutrient Quality and Yield Potential of Some Moroccan Lentil Genotypes (Lens Culinaris Medik) (Asmae Baggar, Amal Safi, Youness Rakhila, Fatima Gaboun, Nadia Benbrahim)....Pages 292-298 Processing and Analyzing Health Data in a Big Data Context: Aspects and Implementations (Khaoula Slime, Abderrahim Maizate, Larbi Hassouni)....Pages 299-307 Quantification of Soil Erosion Rates Using the Model SWAT in El-Hachef Watershed (North-Western Morocco) (Ouafae Ben Hardouz, Brahim Damnati)....Pages 308-320 Sensors and Biosorption for Better Reuse of Wastewater (Javier Rocher, Daniel A. Basterrechea, Manal Fawzy, Jaime Lloret, Mohamed Y. Omar)....Pages 321-330 Skills Evaluation of Specific Surgical Tasks Using Long Short Term Memory Networks (Malik Benmansour, Abed Malti)....Pages 331-339 Smart Sustainable Farming Management Using Integrated Approach of IoT, Blockchain & Geospatial Technologies (Lyna Miloudi, Khaled Rezeg, Okba Kazar, Mohamed Kotoub Miloudi)....Pages 340-347 Spitzoid Lesions Diagnosis Based on SMOTE-GA and Stacking Methods (Abir Belaala, Labib Sadek Terrissa, Noureddine Zerhouni, Christine Devalland)....Pages 348-356 Study of Growth and Yield Parameters of Two Cultivars of Blueberry in Loukkos Region (Ahlam Hamim, Aya Lamrini, Souhaila Bouriah, Ezziyyani Mohammed)....Pages 357-363 Thermal and Electrical Conductivities of Bio-Ceramic Amalgams Based on Hydroxyapatite Doped by Low Metal (Co, Ni, Cu, Mn) Concentration for Dental and Orthopedic Engineering (Mohammed Eddya, Khalil El-Hami)....Pages 364-374 Towards a Smart Irrigation Scheduling System Through Massive Data and Predictive Models (Asmae El Mezouari, Mehdi Najib, Abdelaziz El Fazziki)....Pages 375-384 Towards Multi-approaches Bioinformatics Pipeline Based on Big Data and Cloud Computing for Next Generation Sequencing Data Analysis (Razika Driouche)....Pages 385-394 VRAnat: A Complete Virtual Reality Platform for Academic Training in Anatomy (Zakaria Kaddour, Soumia D. Derrar, Abed Malti)....Pages 395-403 Back Matter ....Pages 405-407 This volume set contains the latest researches on advanced intelligent systems applied in the field of education presented during the second edition of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD2019) held on July 08-11, 2019, in Marrakech, Morocco. The set proposes new approaches and innovative strategies for the manipulation of data and big data collected from the educational environment, exploiting the analysis tools, algorithms of artificial intelligence, and machine learning techniques, in order to extract results, which allow improving the performance and effectiveness of the education field, which is a strategic lever for sustainable development. The book deals with concepts, strategies, and approaches developed on various current axes of scientific research in the field of education, such as smart e-learning, smart education (smart classroom, smart assessment and smart teaching and learning technologies), massive open online courses (MOOC), courseware design, and development for smart learning, cloud learning, and mobile learning. The book is intended for all actors in the educational sector, namely students, professors, academic researchers, and stakeholders. It constitutes a large-scale forum for the exchange of ideas, approaches, and innovative techniques between these actors on the development and innovation of the field of education with the revolution 4.0. The authors of each chapter report the state of the art of the various topics addressed and present results of their own research, laboratory experiments, and successful applications. The purpose of this session is to share the idea of advanced intelligent systems with appropriate tools and techniques for modeling, management, and decision support in the field of education This book contains the latest researches on advanced intelligent systems applied in the field of education presented during the second edition of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD2019) held on July 08-11, 2019, in Marrakech, Morocco. The book proposes new approaches and innovative strategies for the manipulation of data and big data collected from the educational environment, exploiting the analysis tools, algorithms of artificial intelligence, and machine learning techniques, in order to extract results, which allow improving the performance and effectiveness of the education field, which is a strategic lever for sustainable development. The book deals with concepts, strategies, and approaches developed on various current axes of scientific research in the field of education, such as smart e-learning, smart education (smart classroom, smart assessment and smart teaching and learning technologies), massive open online courses (MOOC), courseware design, and development for smart learning, cloud learning, and mobile learning. The book is intended for all actors in the educational sector, namely students, professors, academic researchers, and stakeholders. It constitutes a large-scale forum for the exchange of ideas, approaches, and innovative techniques between these actors on the development and innovation of the field of education with the revolution 4.0. The authors of each chapter report the state of the art of the various topics addressed and present results of their own research, laboratory experiments, and successful applications. The purpose of this session is to share the idea of advanced intelligent systems with appropriate tools and techniques for modeling, management, and decision support in the field of education