Advances in Intelligent Networking and Collaborative Systems
- Length: 356 pages
- Edition: 1
- Language: English
- Publisher: Springer
- Publication Date: 2021-08-07
- ISBN-10: 3030849090
- ISBN-13: 9783030849092
- Sales Rank: #0 (See Top 100 Books)
This book provides latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to intelligent social networks and collaborative systems, intelligent networking systems, mobile collaborative systems, secure intelligent cloud systems, etc., as well as to reveal synergies among various paradigms in such a multi-disciplinary field intelligent collaborative systems.
With the fast development of the Internet, we are experiencing a shift from the traditional sharing of information and applications as the main purpose of the Web to an emergent paradigm, which locates people at the very centre of networks and exploits the value of people’s connections, relations and collaboration. Social networks are also playing a major role in the dynamics and structure of intelligent Web-based networking and collaborative systems.
Virtual campuses, virtual communities and organizations strongly leverage intelligent networking and collaborative systems by a great variety of formal and informal electronic relations, such as business-to-business, peer-to-peer and many types of online collaborative learning interactions, including the emerging e-learning systems. This has resulted in entangled systems that need to be managed efficiently and in an autonomous way. In addition, latest and powerful technologies based on grid and wireless infrastructure as well as cloud computing are currently enhancing collaborative and networking applications a great deal but also facing new issues and challenges. The principal purpose of the research and development community is to stimulate research that will lead to the creation of responsive environments for networking and, at longer-term, the development of adaptive, secure, mobile and intuitive intelligent systems for collaborative work and learning.
Welcome Message from the INCoS-2021 Organizing Committee INCoS-2021 Organizing Committee Honorary Chairs General Co-chairs Programme Co-chairs International Advisory Committee International Liaison Co-chairs Award Co-chairs Web Administrator Co-chairs Local Arrangement Co-chairs Finance Chair Steering Committee Chair Track Areas and PC Members Track 1: Data Mining, Machine Learning and Collective Intelligence Track Co-chairs TPC Members Track 2: Intelligent Systems and Knowledge Management Track Co-chairs TPC Members Track 3: Wireless and Sensor Systems for Intelligent Networking and Collaborative Systems Track Co-chairs TPC Members Track 4: Service-Based Systems Track Co-chairs TPC Members Track 5: Networking Security and Privacy Track Co-chairs TPC Members Track 6: Big Data Analytics for Learning, Networking and Collaborative Systems Track Co-chairs TPC Members Track 7: Cloud Computing: Services, Storage, Security and Privacy Track Co-chairs TPC Members Track 8: Social Networking and Collaborative Systems Track Co-chairs TPC Members Track 9: Intelligent and Collaborative Systems for e-Health Track Co-chairs TPC Members Track 10: Big Data Analytics for Learning, Networking and Collaborative Systems Track Co-chairs TPC Members INCoS-2021 Reviewers INCoS-2021 Keynotes Big Data Management for Data Streams Convergence of Broadcast and Broadband in 5G Era Contents Performance Comparison of CM and LDVM Router Replacement Methods for WMNs by WMN-PSOSA-DGA Hybrid Simulation System Considering Stadium Distribution of Mesh Clients 1 Introduction 2 Proposed and Implemented Simulation System 2.1 Velocities and Positions of Particles 2.2 Routers Replacement Methods 2.3 DGA Operations 2.4 Fitness and Migration Functions 2.5 Particle-Pattern and Gene Coding 3 Simulation Results 4 Conclusions References Effects of Augmented Reality Markers for Networked Robot Navigation 1 Introduction 2 Welfare Robot Navigation System 3 Experiments on Planar AR Markers 3.1 Geometrical Measurement 3.2 Identification Accuracy in Terms of Markers’ Feature Points 4 Conclusion References Algorithm Based on Local Search Method for Examination Proctors Assignment Problem Considering Various Constraints 1 Introduction 2 Previous Research 3 Examination Proctors Assignment Problem 4 Local Search Algorithm 5 Performance Evaluation 6 Conclusion References Bio-inspired VM Introspection for Securing Collaboration Platforms 1 Introduction 2 Security and Privacy in Collaboration Platforms 3 Artificial Immune System Based Intrusion Detection 3.1 Negative Selection Algorithm 4 Proposed Security Approach 5 Experimental Evaluation 6 Conclusions References Artificial Intelligence-Based Early Prediction Techniques in Agri-Tech Domain 1 Introduction 2 Research Objectives 3 A Case of Study: Early Warning Prediction of Mastitis 4 Conclusions References Automatic Measurement of Acquisition for COVID-19 Related Information 1 Introduction 2 CORD-19 3 CORD-19 Applications 4 NLP Pipeline in Python 5 Conclusions References Algorithms for Mastering Board Game Nanahoshi Considering Deep Neural Networks 1 Introduction 2 Previous Research 3 Game AI for Nanahoshi Using Game Tree Search 3.1 Game Tree Search 3.2 Monte Carlo Tree Search 4 Game Tree Search Using Deep Learning 4.1 Basic Idea of Game Tree Search Using Deep Learning 4.2 Monte Carlo Tree Search Using Deep Learning 5 Performance Evaluation 6 Conclusion References Revealing COVID-19 Data by Data Mining and Visualization 1 Introduction 2 Related Works 3 Our Data Science Solution 3.1 Data Collection 3.2 Data Preprocessing 3.3 Data Mining and Visualization 4 Evaluation 5 Conclusions References An Approach to Enhance Academic Ranking Prediction with Augmented Social Perception Data 1 Introduction 2 Related Work 3 Data and Methodology 3.1 Data Collection 3.2 Data Preparation 4 Results 4.1 Exploratory Data Analysis 4.2 Correlation Analysis 4.3 Predictive Model 5 Discussion 6 Conclusion References A Fuzzy-Based System for User Service Level Agreement in 5G Wireless Networks 1 Introduction 2 Software-Defined Networks (SDNs) 3 Outline of Fuzzy Logic 3.1 Linguistic Variables 3.2 Fuzzy Control Rules 3.3 Defuzzificaion Method 4 Proposed Fuzzy-Based System 5 Simulation Results 6 Conclusions and Future Work References Cognitive Approach for Creation of Visual Security Codes 1 Introduction 2 Cognitive Solutions in Security Technologies 3 An Idea of Visual Security Codes 4 Conclusions References Transformative Computing Based on Advanced Human Cognitive Processes 1 Introduction 2 Advanced Human Cognitive Processes in Data Interpretation 3 New Transformative Computing Value Based on Cognitive Processes 4 Conclusions References Topology as a Factor in Overlay Networks Designed to Support Dynamic Systems Modeling 1 Introduction 2 Overlay Network 3 Network Topologies and Graph Models of Networks 4 What Constitutes a Good Overlay Network Topology? 4.1 Hypercube 4.2 Toroidal Grid Graph 4.3 Kautz Graph 5 Example of an Overlay Topology to Support a Mobile Application 6 Work in Progress 7 Conclusion References A Genetic Algorithm for Parallel Unmanned Aerial Vehicle Scheduling: A Cost Minimization Approach 1 Introduction 2 Problem Formulation 2.1 Notation 3 Methodology 3.1 Genetic Algorithm (GA) 3.2 Genetic Algorithm with Job Delay Mechanism 4 Result and Discussion 5 Conclusions and Future Research References A Movement Adjustment Method for DQN-Based Autonomous Aerial Vehicle 1 Introduction 2 DQN Based AAV Testbed 2.1 Quadrotor for AAV 2.2 DQN for AAV Mobility 3 Proposed Method 3.1 TLS-DQN 3.2 Movement Adjustment Method 4 Performance Evaluation 4.1 Simulation Results of TLS-DQN 4.2 Results of Movement Adjustment Method 5 Conclusions References A Self-learning Clustering Protocol in Wireless Sensor Networks for IoT Applications 1 Introduction 2 A Self-learning Clustering Protocol in WSN-IoT 2.1 Network Model 2.2 Energy Consumption Model 2.3 The Self-learning Clustering Protocol (SLCP) 3 Performance Evaluation 3.1 Simulation Environment 3.2 Simulation Results 4 Conclusions References The Effect of Agents' Diversities on the Running Time of the Random Walk-Based Rendezvous Search 1 Introduction 2 Random Walk on a Network 3 Random Walk-Based Rendezvous Search(RRS) 3.1 Overview 3.2 Procedure of a Random Walk Agent 3.3 Characteristics 4 Experiment 4.1 Procedures of Experiment 4.2 The Effect of Agents' Diversity About Starting Times on the Running Time of RRS 4.3 The Effect of the Difference of Agents' Stochastic Rules for Selecting Adjacent Nodes on the Running Time 4.4 The Effect of the Agents' Diversity About Frequencies of Moving Agents on the Running Time 5 Conclusion and Future Work References A Study on Designing Autonomous Decentralized Method of User-Aware Resource Assignment in Large-Scale and Wide-Area Networks 1 Introduction 2 System Model 3 Design 3.1 Formularization of Assignment Problem and Its Stochastic Solution 3.2 Autonomous Action of Entities 3.3 Macroscopic Characteristics and Solving Multi-objective Problem 4 Experiment 4.1 Setting 4.2 Comparison 4.3 Result 5 Conclusion and Future Work References Social Media Data Misuse 1 Introduction 2 Social Media Data Misuse 3 Facebook Data Misuse 4 Twitter Data Misuse 5 Instagram Data Misuse 6 LinkedIn Data Misuse 7 Approaches to Restrict Social Media Data Misuse 8 Conclusion References Deep Learning Approaches to Detect Real Time Events Recognition in Smart Manufacturing Systems – A Short Survey 1 Introduction 1.1 The Advantages of a Data Driven Industry 4.0 2 Deep Learning for Real Time Events Recognition 3 Conclusions References A Comparison Study of CM and RIWM Router Replacement Methods for WMNs Considering Boulevard Distribution of Mesh Clients 1 Introduction 2 Proposed and Implemented Simulation System 2.1 Particle Swarm Optimization 2.2 Distributed Genetic Algorithm 2.3 WMN-PSODGA Hybrid Simulation System 3 Simulation Results 4 Conclusions References Consideration of Presentation Timing in Bicycle Navigation Using Smart Glasses 1 Introduction 2 Smart Glasses 3 Presentation Timing Evaluation Experiment 3.1 Experiment Purpose 3.2 Experiment Environment 3.3 Experiment Conditions 3.4 Experiment Procedure 3.5 Experiment Results 3.6 Consideration 4 Conclusion References Graph Convolution Network for Urban Mobile Traffic Prediction 1 Introduction 2 Problem Formulation 3 Traffic Prediction Algorithm 4 Performance Evaluation 5 Conclusion References Deep Reinforcement Learning for Task Allocation in UAV-enabled Mobile Edge Computing 1 Introduction 2 Modeling of System and Problem 3 DRL Algorithm 4 Performance Evaluation 5 Conclusion References Medical Image Analysis with NVIDIA Jetson GPU Modules 1 Introduction 2 Medical Imaging and GPU Computing 3 NVIDIA Jetson Modules 4 COVID-19 Detection by Deep Learning 5 Experiments and Results 5.1 Model Search 5.2 Inference on the Jetson GPUs 6 Conclusions References Analysis of Optical Mapping Data with Neural Network 1 Motivation 2 Image Data Analysis 2.1 Image Alignment 3 Proposed Method 3.1 Training Pipeline 3.2 Molecule Extraction Pipeline 4 Experiments 4.1 Memory Problems and Training Results 4.2 Molecule Extraction Test 5 Conclusions References Evolutionary Multi-level Thresholding for Breast Thermogram Segmentation 1 Introduction 2 Methodology 3 Experimental Analysis and Results 3.1 Experimental Setup (Software and Hardware Specification) 3.2 Parametric Setup 3.3 Dataset 3.4 Results Analysis 4 Conclusion and Future Scope References Identification of the Occurrence of Poor Blood Circulation in Toes by Processing Thermal Images from Flir Lepton Module 1 Introduction 2 Related Work 3 Thermal Imaging Device 3.1 Process of Taking Thermal Images 4 Segmentation of Thermal Images 4.1 Selection of the Best Threshold Value 4.2 Segmentation of Thermal Image 5 Processing of ROI 6 Conclusion References License Trading System for Video Contents Using Smart Contract on Blockchain 1 Introduction 2 Related Works 3 License Trading System Using Smart Contract on Blockchain and Distributed File Storage 3.1 License Trading System Using Smart Contract on Blockchain 3.2 Swarm Processing and Encryption 3.3 Functions of Smart Contract of License Trading System 3.4 Flow in Execution of System 4 Performance Evaluation 5 Conclusion References Query Processing in Highly Distributed Environments 1 Introduction 2 Approach for Distributed Query Optimization 2.1 Problem Definition 2.2 Communication-Cost in Distributed Query Optimization 3 Delegation to Centrality: Simulation Study 3.1 Experimental Method 3.2 Experimental Result 4 Implementation by Software Design Networking 4.1 Systems Framework 4.2 Preliminary Performance 5 Conclusions References Loose Matching Approach Considering the Time Constraint for Spatio-Temporal Content Discovery 1 Introduction 2 Related Research 3 GCIP: Geo-Centric Information Platform 4 Matching-Based STC Discovery 4.1 Conceptual Design of the Matching Search Method 4.2 Previous Search Method and the Remaining Problems 4.3 Proposed Method 5 Performance Evaluation 5.1 Simulation Environment 5.2 Evaluation Index 5.3 Results and Discussion 6 Conclusion References Optimized Memory Encryption for VMs Across Multiple Hosts 1 Introduction 2 Memory Encryption of VMs Across Hosts 2.1 Split Migration 2.2 Encryption of Memory Data 3 SEmigrate 3.1 No Decryption at Sub-hosts 3.2 Selective Encryption Based on In-VM Information 4 Implementation 5 Experiments 6 Related Work 7 Conclusion References Blockchain Simulation Environment on Multi-image Encryption for Smart Farming Application 1 Introduction 2 Related Works 3 Materials and Methods 3.1 Materials 3.2 Methods 4 Results 5 Discussion and Conclusions References Author Index
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