Artificial Intelligence and Industrial Applications: Smart Operation Management

✍ Scribed by Tawfik Masrour, Anass Cherrafi, Ibtissam El Hassani

• Publisher: Springer International Publishing;Springer
• Year: 2021
• Tongue: English
• Leaves: 445
• Series: Advances in Intelligent Systems and Computing 1193
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book gathers the refereed proceedings of the Artificial Intelligence and Industrial Applications (A2IA’2020), the first installment of an annual international conference organized by the ENSAM-Meknes at Moulay Ismail University, Morocco.

The 30 papers presented here were carefully reviewed and selected from 141 submissions by an international scientific committee. They address various aspects of artificial intelligence such as smart manufacturing, smart maintenance, smart supply chain management, supervised learning, unsupervised learning, reinforcement learning, graph-based and semi-supervised learning, neural networks, deep learning, planning and optimization, and other AI applications.

The book is intended for AI experts, offering them a valuable overview of the status quo and a global outlook for the future, with many new and innovative ideas and recent important developments in AI applications, both of a foundational and practical nature. It will also appeal to non-experts who are curious about this timely and important subject.

✦ Table of Contents

Front Matter ....Pages i-xx
A Fuzzy Ontology Based Approach to Support Product Eco-Design (Chaimae Abadi, Imad Manssour, Asmae Abadi)....Pages 1-13
A Genetic-Based SVM Approach for Quality Data Classification (Wahb Zouhri, Hamideh Rostami, Lazhar Homri, Jean-Yves Dantan)....Pages 15-31
Towards a Platform to Implement an Intelligent and Predictive Maintenance in the Context of Industry 4.0 (El Mehdi Bourezza, Ahmed Mousrij)....Pages 33-44
Towards a Prediction Analysis in an Industrial Context (Ilham Battas, Ridouane Oulhiq, Hicham Behja, Laurent Deshayes)....Pages 45-57
Methodology for Implementation of Industry 4.0 Technologies in Supply Chain for SMEs (Hafsa El-kaime, Saad Lissane Elhaq)....Pages 59-76
A Deep Reinforcement Learning (DRL) Decision Model for Heating Process Parameters Identification in Automotive Glass Manufacturing (Choumicha El Mazgualdi, Tawfik Masrour, Ibtissam El Hassani, Abdelmoula Khdoudi)....Pages 77-87
Analytic Hierarchy Process (AHP) for Supply Chain 4.0 Risks Management (Kamar Zekhnini, Anass Cherrafi, Imane Bouhaddou, Youssef Benghabrit)....Pages 89-102
SmartDFRelevance: A Holonic Agent Based System for Engineering Industrial Projects in Concurrent Engineering Context (Abla Chaouni Benabdellah, Imane Bouhaddou, Asmaa Benghabrit)....Pages 103-123
A Cyber-Physical Warehouse Management System Architecture in an Industry 4.0 Context (Mariam Moufaddal, Asmaa Benghabrit, Imane Bouhaddou)....Pages 125-148
PLM and Smart Technologies for Product and Supply Chain Design (Oulfa Labbi, Abdeslam Ahmadi)....Pages 149-160
Production Systems Simulation Considering Non-productive Times and Human Factors (Ismail Taleb, Alain Etienne, Ali Siadat)....Pages 161-172
Distributed and Embedded System to Control Traffic Collision Based on Artificial Intelligence (Tarik Hajji, Tawfik Masrour, Mohammed Ouazzani Jamil, Zakaria Iathriouan, Sanaa Faquir, Elmiloud Jaara)....Pages 173-183
The Emergence and Decision Support in Complex System with Fuzzy Logic Control (Mohammed Chennoufi, Fatima Bendella)....Pages 185-198
Markov Decision Processes with Discounted Costs over a Finite Horizon: Action Elimination (Abdellatif Semmouri, Mostafa Jourhmane)....Pages 199-213
Robust Adaptive Fuzzy Path Tracking Control of Differential Wheeled Mobile Robot (Brahim Moudoud, Hicham Aissaoui, Mohammed Diany)....Pages 215-226
Deep Learning Approach for Automated Guided Vehicle System (Mohamed Rhazzaf, Tawfik Masrour)....Pages 227-237
Path Planning Using Particle Swarm Optimization and Fuzzy Logic (Ahmed Oultiligh, Hassan Ayad, Abdeljalil Elkari, Mostafa Mjahed)....Pages 239-251
Prediction of Robot Localization States Using Hidden Markov Models (Jaouad Boudnaya, Amine Haytoumi, Omar Eddayer, Abdelhak Mkhida)....Pages 253-262
A New Approach for Multi-agent Reinforcement Learning (Elmehdi Amhraoui, Tawfik Masrour)....Pages 263-275
Recommender System for Most Relevant K Pick-Up Points (Ayoub Berdeddouch, Ali Yahyaouy, Younès Bennani, Rosanna Verde)....Pages 277-289
Feature Detection and Tracking for Visual Effects: Augmented Reality and Video Stabilization (Houssam Halmaoui, Abdelkrim Haqiq)....Pages 291-311
Spectral Image Recognition Using Artificial Dynamic Neural Network in Information Resonance Mode (Ivan Peleshchak, Roman Peleshchak, Vasyl Lytvyn, Jan Kopka, Mariusz Wrzesien, Janusz Korniak et al.)....Pages 313-322
U-Net Based Model for Obfuscated Human Faces Reconstruction (Elmoukhtar Zemmouri, Youssef Yakoubi, Mohammed Douimi, Adil Saadi)....Pages 323-337
A Machine Learning Assistant for Choosing Operators and Tuning Their Parameters in Image Processing Tasks (Issam Qaffou)....Pages 339-350
Convergence and Parameters Setting of Continuous Hopfield Neural Networks Applied to Image Restoration Problem (Joudar Nour-eddine, Ramchoun Hassan, Zakariae En-Naimani, Ettaouil Mohamed)....Pages 351-369
The IBN BATTOUTA Air Traffic Control Corpus with Real Life ADS-B and METAR Data (Kasttet Mohammed Saïd, Lyhyaoui Abdelouahid)....Pages 371-384
Weed Recognition System for Low-Land Rice Precision Farming Using Deep Learning Approach (Olayemi Mikail Olaniyi, Emmanuel Daniya, Ibrahim Mohammed Abdullahi, Jibril Abdullahi Bala, Esther Ayobami Olanrewaju)....Pages 385-402
A Comparative Study Between Mixture and Stepwise Regression to Model the Parameters of the Composting Process (Echarrafi Khadija, Ben Abbou Mohamed, Taleb Mustapha, Rais Zakia, Ibtissam El Hassani, El Haji Mounia)....Pages 403-413
Deep Learning Based Sponge Gourd Diseases Recognition for Commercial Cultivation in Bangladesh (Tahmina Tashrif Mim, Md. Helal Sheikh, Sadia Chowdhury, Roksana Akter, Md. Abbas Ali Khan, Md. Tarek Habib)....Pages 415-427
Exploitation of Vegetation Indices and Random Forest for Cartography of Rosemary Cover: Application to Gourrama Region, Morocco (Hassan Chafik, Mohamed Berrada)....Pages 429-440
Back Matter ....Pages 441-442

✦ Subjects

Engineering; Computational Intelligence; Industrial and Production Engineering