LEADER 01660nam a2200373 i 4500001 99125540874306421 005 20220929221343.0 006 m o d | 007 cr cnu|||||||| 008 220929s2022 sz o 000 0 eng d 020 3-030-90639-6 035 (MiAaPQ)EBC6887010 035 (Au-PeEL)EBL6887010 035 (CKB)21167561000041 035 (PPN)260827754 035 (EXLCZ)9921167561000041 040 MiAaPQ |beng |erda |epn |cMiAaPQ |dMiAaPQ 050 4 Q335 |b.A383 2022 082 0 006.3 |223 082 006.3 245 00 Advanced intelligent systems for sustainable development (AI2SD'2020). |nVolume 2 / |cJanusz Kacprzyk, Valentina E. Balas and Mostafa Ezziyyani, editors. 264 1 Cham, Switzerland : |bSpringer, |c[2022] 264 4 |c©2022 300 1 online resource (1298 pages) 336 text |btxt |2rdacontent 337 computer |bc |2rdamedia 338 online resource |bcr |2rdacarrier 490 1 Advances in Intelligent Systems and Computing ; |v1418 505 0 Intro -- Preface -- AI2SD'2020 Organization -- General Chairs and Co-chairs -- Organization Committee -- Keynote Speakers -- Scientific Committee -- Contents -- Fault Tolerance in SDN Controllers -- 1 Introduction -- 2 SDN and OpenFlow - Overview -- 2.1 SDN Architecture -- 2.2 OpenFlow Protocol -- 2.3 SDN Challenges -- 3 Fault Tolerance in SDN -- 3.1 Fault Tolerance Overview -- 3.2 SDN Controller's Fault Tolerance -- 3.3 Discussion -- 4 Conclusion and Perspectives -- References -- Towards Blockchain-Based Authentication for E-Health -- 1 Introduction -- 2 Generality of Blockchain -- 3 Blockchain Application's -- 4 Related Work -- 5 Functional Study of the Project -- 6 Project Implementation -- 7 Conclusion -- References -- Biometric Identification of Individuals Based on Scalograms of Electrocardiogram and Capsule Network -- 1 Introduction -- 2 Related Work -- 3 Background Theory: A Brief Review -- 3.1 Wavelet Transform -- 3.2 Convolutional Neural Network (CNN) -- 3.3 Capsule Network (CapsNet) -- 4 Proposed Approach -- 4.1 Database -- 4.2 Preprocessing -- 4.3 Feature Extraction -- 4.4 Classification -- 5 Experiments and Results -- 6 Conclusion -- References -- Comparison of the Response Time Between Small Data and Big Data of the BPIS Datasets Requests -- 1 Introduction -- 2 Related Work -- 3 Our Contribution System to Deal with Interoperability Problem -- 4 Characteristics of Technical Level of Our Approach in Information System -- 5 Evaluation of the Response Time Between Small Data and Big Data -- 6 Conclusion and Perspectives -- References -- A Review of Recent Advancements Regarding the Geometry of Flow Field Channels in the Bipolar Plates of Polymer Electrolyte Membrane Fuel Cells -- 1 Introduction -- 2 Different Configurations of Gas Channels -- 2.1 Conventional Flow Channels Geometry -- 2.2 Nature Inspired Channels. 505 8 2.3 Non-conventional Channels -- 3 Discussion and Conclusion -- References -- Smart Parking Guidance System Based on Distributed IoT Strategy -- 1 Introduction -- 2 Related Work -- 3 IOT Literature and Background Review -- 4 Smart Parking Routing System Using a Distributed Strategy -- 4.1 Path Finder Agent-PFA -- 4.2 Parking Sensors Units -- 4.3 Vehicle Unit -- 4.4 Parking Agent Unit -- 5 Simulation and Results -- 6 Conclusion -- References -- Deep Learning Based Sentiment Aware Ranking for E-commerce Product Search -- 1 Introduction -- 2 Related Works -- 2.1 Product Search -- 2.2 Word Embeddings -- 3 Methodology -- 3.1 Preprocessing Step -- 3.2 Product Search Using Similarity Measure -- 3.3 Product Ranking Using Reviews Sentiment -- 4 Experiments -- 4.1 Dataset -- 4.2 Evaluation Metrics -- 4.3 Results and Discussions -- 5 Conclusion and Future Work -- References -- The Mastery of the Evolution of Human Competence for Optimal Planning of Human Resource Allocation: Case Study -- 1 Introduction -- 2 State of the Art on Modeling Competence -- 2.1 Modeling Without Impact on Operational Performance -- 2.2 Modeling with Impact on Operational Performance -- 3 Problematic -- 4 Definition and Parameterization of Competence -- 4.1 Operational Performance -- 4.2 Sources of Competence -- 5 Modeling of Performance Evolution -- 5.1 Result and Discussion for Category A -- 5.2 Result and Discussion for Category B -- 6 Conclusion -- References -- Hospital Energy Performance Assessment by the Energy Performance Indicator "IEB" -- 1 Introduction -- 2 Methods: Indicator for Energy Benchmarking (IEB) -- 3 Data Collection, Processing and Results -- 4 Conclusion -- References -- Towards a New Design for Acoustic Echo Cancellation (AEC) Using Neural Network and Backpropagation Algorithm -- 1 Introduction -- 2 Related Work and Proposed Methodology. 505 8 2.1 AEC Based Neuronal Approach -- 2.2 Model of Proposed Neuronal AEC -- 3 Simulation Results and Analysis -- 4 Conclusion -- References -- Fake News Detection Methods: A Survey and New Perspectives -- 1 Introduction -- 2 Fake News Definition -- 2.1 Problem Formulation -- 3 Fake News Categories -- 3.1 Categorization Based on Intent -- 3.2 Categorization Based on Knowledge -- 4 Fake News Proliferation Sources -- 4.1 Social Bots -- 4.2 Cyborg Users -- 4.3 Trolls -- 5 Fake News Detection Methods -- 5.1 Approaches Based on Unsupervised Learning -- 5.2 Approaches Based on Supervised Learning -- 6 Fake News Detection Method Based on Text-Features -- 7 Discussion and Future Research -- 8 Conclusion -- References -- Introduction to Internet of Things' Communication Protocols -- 1 Introduction -- 2 Energy Management -- 3 Communication Protocols -- 3.1 Constrained Application Protocol CoAP -- 3.2 Message Queue Telemetry Transport MQTT -- 3.3 Advanced Message Queueing Protocol AMQP -- 3.4 Extensible Messaging and Presence Protocol XMPP -- 4 Conclusion -- References -- Collaborative Filtering Approach: A Review of Recent Research -- 1 Introduction -- 2 Collaborative Filtering in Recommender Systems -- 2.1 Memory-Based Collaborative Filtering -- 2.2 Model-Based Collaborative Filtering -- 3 Research Methodology -- 4 Challenges of Collaborative Filtering Approach -- 5 Classification of Papers in Collaborative Filtering Approach -- 5.1 Evolution of Papers by Year -- 5.2 Classification of Papers by Application Domain -- 5.3 Classification of Papers by Techniques -- 6 Conclusion -- References -- Three-Dimensional Finite Radon Transform and Linear Homogenization -- 1 Introduction -- 2 The Problem Position and it's Theoretical Resolution -- 2.1 The Homogenization Problem -- 2.2 Fourier Based Solution -- 2.3 Discrete Radon Based Solution -- 3 Voxel Discretization. 505 8 3.1 Finite Radon Transform in Three-Dimensional Case -- 3.2 FRT and Discrete Fourier Transform -- 3.3 Algorithm Resolution Scheme -- 4 Illustration and Validation -- 4.1 Laminate Structures -- 4.2 Periodic Array of Cylindrical Fiber -- 4.3 Periodic Array of Square Fiber -- 4.4 Checkerboard Structure -- 4.5 Periodic Unit Cell with Spherical Inclusion -- 5 Conclusion -- References -- Fatigue Damage Assessment of Welded Rectangular Profiles by Numerical Simulation -- 1 Introduction -- 2 Finite Element Simulation -- 2.1 Geometry and Material Properties -- 2.2 Meshing and Boundary Conditions -- 3 Simulation Results and Discussion -- 3.1 Static Resolution -- 3.2 Fatigue Resolution -- 4 Conclusions and Perspectives -- References -- Monitoring of Solenoid Parameters Based on the Neural Networks and Optical Fiber Squeezer for Smart Control of Solenoid Response -- 1 Introduction -- 2 Problem Statement -- 3 The Simulink Model -- 3.1 Structure and Equations of Electromagnetic Fiber Squeezer -- 3.2 Mathematical Model of Solenoid -- 3.3 Simulink Model -- 4 Simulation and Result -- 4.1 Principle of Simulation for PID Adjustment -- 4.2 Simulation Flowchart -- 4.3 Simulation Result for Open Loop System Flowchart -- 4.4 Dynamic Response in Closed Loop with Corrector -- 4.5 Example of Solenoid Parameters Influence on PID Constants -- 4.6 Neural Network Architecture: -- 4.7 Neural Network Training -- 4.8 Design of Monitoring System Based on the Neural Network -- 4.9 Model Performance Testing -- 4.10 Principle of Solenoid Response Smart Control -- 4.11 Results and Discussion -- 5 Conclusion -- References -- Students' Enrollment Forecasting Based on Deep Learning Algorithms and Statistical Approaches -- 1 Introduction -- 2 Statistical Methods -- 2.1 Time Series -- 2.2 ARIMA Methode -- 3 Machine Learning Methods -- 3.1 RNN -- 3.2 Long Short-Term Memory (LSTM) -- 4 Result. 505 8 4.1 Data Set -- 4.2 ARIMA -- 4.3 LSTM -- 5 Discussion and Conclusion -- References -- Part-of-Speech Tagging Using Conditional Random Fields and Decision Tree: Amazigh Text Written in Tifinaghe Characters -- 1 Introduction -- 2 Works About Amazigh POS Tagging -- 3 Linguistic Background -- 3.1 Amazigh Language -- 3.2 Amazigh Script -- 3.3 Amazigh Script -- 4 Results and Experiment Settings -- 4.1 Algorithms -- 4.2 Results -- 5 Conclusion -- References -- A Novel Approach for Handwritten Digit Recognition Using Multilayer Perceptron Neural Network -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Artificial Neural Network -- 3.2 Multilayer Perceptron -- 3.3 MNIST Dataset -- 3.4 Proposed Model -- 4 Results and Discussion -- 5 Conclusion -- References -- Comparative Study of Two Parallel Algorithm K-Means and DBSCAN Clustering on Spark Platform -- 1 Introduction -- 2 Related Work -- 3 Parallel K-Means Algorithm Based on Spark -- 4 Parallel DBSCAN Algorithm Based on Spark -- 4.1 Data Partitioning -- 4.2 Local Clustering -- 4.3 Merging the Data Partitions -- 5 Experimental Results -- 5.1 Experimental Setup. -- 5.2 Performance Evaluations Results -- 6 Conclusion -- References -- Sentiment Analysis in Social Networks Using Convolutional Neural Networks -- 1 Introduction -- 2 Related Work -- 2.1 Machine Learning-Based Approach -- 2.2 Lexicon-Based Based Approach -- 2.3 Hybrid Based Approach -- 3 Architecture -- 3.1 Tweet Preprocessing and Cleaning -- 3.2 Classification Using Convolution Neural Network (CNN) -- 4 Experiments and Results -- 4.1 Datasets -- 4.2 Performance Measure -- 4.3 Results and Discussion -- 5 Conclusion and Future Work -- References -- Time-Aware User Profile Enrichment in the Collective Intelligence Context -- 1 Introduction -- 2 Backgrounds and Related Works -- 2.1 Backgrounds -- 2.2 Related Works -- 3 Proposed Approach. 505 8 4 Experimental Results and Evaluation. 588 Description based on print version record. 650 0 Artificial intelligence. 776 08 |iPrint version:Kacprzyk, Janusz |tAdvanced Intelligent Systems for Sustainable Development (AI2SD'2020) |dCham : Springer International Publishing AG,c2022 |z9783030906382 700 1 Kacprzyk, Janusz, |eeditor. 700 1 Balas, Valentina E., |eeditor. 700 1 Ezziyyani, Mostafa, |eeditor. 830 0 Advances in intelligent systems and computing ; |v1418. 906 BOOK