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Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology - ISAT 2018

Name: Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology - ISAT 2018 | Part II
Brand: Springer
Price: 149.79 EUR
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Part II

Jerzy Swiatek Leszek Borzemski Zofia Wilimowska(Editor)

Springer (Publisher)

1st Edition

Published on 27. August 2018

XVI, 384 pages

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978-3-319-99996-8 (ISBN)

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Alles über E-Books | Antworten auf Fragen rund um E-Books, Kopierschutz und Dateiformate finden Sie in unserem Info- & Hilfebereich.

Alles über E-Books, Kopierschutz & Dateiformate finden Sie in unserem Info- & Hilfebereich.

This three-volume set of books highlights major advances in the development of concepts and techniques in the area of new technologies and architectures of contemporary information systems. Further, it helps readers solve specific research and analytical problems and glean useful knowledge and business value from the data. Each chapter provides an analysis of a specific technical problem, followed by a numerical analysis, simulation and implementation of the solution to the real-life problem.

Managing an organisation, especially in today's rapidly changing circumstances, is a very complex process. Increased competition in the marketplace, especially as a result of the massive and successful entry of foreign businesses into domestic markets, changes in consumer behaviour, and broader access to new technologies and information, calls for organisational restructuring and the introduction and modification of management methods using the latest advances in science. This situation has prompted many decision-making bodies to introduce computer modelling of organisation management systems.

The three books present the peer-reviewed proceedings of the 39th International Conference "Information Systems Architecture and Technology" (ISAT), held on September 16-18, 2018 in Nysa, Poland. The conference was organised by the Computer Science and Management Systems Departments, Faculty of Computer Science and Management, Wroclaw University of Technology and Sciences and University of Applied Sciences in Nysa, Poland. The papers have been grouped into three major parts:

Part I -discusses topics including but not limited to Artificial Intelligence Methods, Knowledge Discovery and Data Mining, Big Data, Knowledge Based Management, Internet of Things, Cloud Computing and High Performance Computing, Distributed Computer Systems, Content Delivery Networks, and Service Oriented Computing.

Part II -addresses topics including but not limited to System Modelling for Control, Recognition and Decision Support, Mathematical Modelling in Computer System Design, Service Oriented Systems and Cloud Computing, and Complex Process Modelling.

Part III -focuses on topics including but not limited to Knowledge Based Management, Modelling of Financial and Investment Decisions, Modelling of Managerial Decisions, Production Systems Management and Maintenance, Risk Management, Small Business Management, and Theories and Models of Innovation.

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Content

Intro
Preface
ISAT 2018 Conference Organization
General Chair
Program Co-chairs
Local Organizing Committee
International Program Committee
ISAT 2018 Reviewers
ISAT 2018 Keynote Speaker
Contents
Model Based Project and Decision Support
Model Order Reduction Adapted to Steel Beams Filled with a Composite Material
Abstract
1 Introduction
2 Research Object
3 Model Order Reduction Techniques
4 Results
5 Findings
Acknowledgements
References
Case-Based Parametric Analysis: A Method for Design of Tailored Forming Hybrid Material Component
Abstract
1 Introduction
2 Background Research
2.1 Tailored Forming
2.2 Case-Based Reasoning
3 CBR Implementation for a Hybrid Shaft
3.1 System Architecture
3.2 Parametric CAD Model
3.3 Finite Element Model and Load Cases
3.4 Case-Base Generation and Results Analysis
3.5 Retrieve Step
4 Conclusions
Acknowledgment
References
Optimal Design of Colpitts Oscillator Using Bat Algorithm and Artificial Neural Network (BA-ANN)
Abstract
1 Introduction
2 Related Work
3 Oscillation Design Methodology
4 Resistor Selection Using AI Techniques
4.1 The Bat Algorithm
4.2 Artificial Neural Network for Oscillator Transient Time Predicting
4.3 The Proposed BA-ANN Model
5 Results and Discussion
6 Conclusion
Acknowledgements
References
An Adaptive Observer State-of-Charge Estimator of Hybrid Electric Vehicle Li-Ion Battery - A Case Study
Abstract
1 Introduction
1.1 Brief Presentation of Lithium-Ion Batteries
1.2 The Li-Ion Battery Model Selection Criterion
1.3 EMC Li-Ion Battery in NREL ADVISOR MATLAB Platform - Case Study
2 The Li-Ion Battery Continuous Time State Space Representation
2.1 ECM Li-Ion Battery Validation
3 The Adaptive Observer State Estimator Design and Real Time Implementation
4 The MATLAB SIMULINK Simulation Results and Performance Analysis
5 Conclusions
References
Properties of One Method for the Spline Approximation
Abstract
1 Introduction
2 Main Results of the Study
2.1 Construction of a Semi-local Spline of the Third Degree of Second Order of Smoothness
2.2 Construction of a Semi-local Spline of the Fifth Degree with Second Order of Smoothness
2.3 Application of Investigated Splines at Numerical Solution of Boundary Value Problem
2.4 Conclusions
References
An Effective Algorithm for Testing of O-Codes
Abstract
1 Introduction
2 O-Codes
3 The Algorithm for Testing of O-Codes
4 Conclusion
References
On Transforming Unit Cube into Tree by One-Point Mutation
1 Introduction
2 Basic Notions and Definitions
3 Algorithm of Transforming Unit Cube into a Mutation Tree
4 Basic Properties of a Mutation Tree
5 Conclusion
References
Pattern Recognition and Image Processing Algorithms
CNN Based Traffic Sign Recognition for Mini Autonomous Vehicles
Abstract
1 Introduction
2 Literature Review
3 Features of Used Mini Autonomous Car
4 Traffic Sign Recognition with CNNs
4.1 Image Augmentation
4.2 Convolutional Neural Networks
5 Experimental Analysis
5.1 Experimental Setup
5.2 Building Dataset
5.3 Performance Metrics
6 Conclusion
Acknowledgement
References
Parallel Processing of Computed Tomography Images
Abstract
1 Introduction
2 Proposed Technique for CT Images Processing
2.1 Image Processing
2.2 Key-Point Search Using SURF Algorithm
2.3 Convolutional Neural Network
2.4 Proposed Technique
3 Experiments
4 Conclusions
Acknowledgments
References
Singular Value Decomposition and Principal Component Analysis in Face Images Recognition and FSVDR of Faces
1 Introduction
2 Basic Theoretical Facts About SVD
3 PCA and SVD in Face Recognition (Eigenfaces)
4 FSVDR of Faces
5 Conclusion
References
Model and Software Tool for Estimation of School Children Psychophysical Condition Using Fuzzy Logic Methods
Abstract
1 Introduction
2 Main Part
3 Conclusions
References
The Artifact Subspace Reconstruction (ASR) for EEG Signal Correction. A Comparative Study
Abstract
1 Introduction
2 Related Work
3 Applied Methods
3.1 Artifact Subspace Reconstruction
3.2 Independent Component Analysis
3.3 Principal Component Analysis
4 The Case Study
4.1 The Data Set
4.2 Research Procedure
5 Results
6 Summary
Acknowledgement
References
The Study of Dynamic Objects Identification Algorithms Based on Anisotropic Properties of Generalized Amplitude-Phase Images
Abstract
1 Introduction
2 Conceptual Consideration of CSO Identification System Based on DHO-APA Methods: Structures, Functions and Methods
3 Examples of Models of Dynamical Objects AP-Images
4 Summary
References
Modeling of Scientific Publications Disciplinary Collocation Based on Optimistic Fuzzy Aggregation Norms
1 Disciplinarity in Science
2 The Idea of Science Contribution
3 Fuzzy Logic
4 Optimistic Fuzzy Aggregation Norms
5 Model of Publications Collocations
6 The Application of the Method
References
Production Planning and Management System
Declarative Modeling of a Milk-Run Vehicle Routing Problem for Split and Merge Supply Streams Scheduling
Abstract
1 Introduction
2 Related Work
3 Modelling
3.1 Motivating Example
3.2 Problem Formulation (the Model and the Milk-Run Routing Problem)
3.3 Method
3.4 Milk-Run Routing and Scheduling Subject to Supply Chain Constraints
4 Computational Experiments
5 Conclusions
Acknowledgements
References
Energy Consumption in Unmanned Aerial Vehicles: A Review of Energy Consumption Models and Their Relation to the UAV Routing
Abstract
1 Introduction
1.1 Important Factors to Consider in Deriving Energy Consumption of UAVs
1.2 Impact of Weather
1.3 UAV Flying Speed and Payload
2 Energy Consumption Models for UAVs
2.1 Power Consumption in Horizontal Moving
2.2 Optimum Flying Speed
2.3 UAV Energy Consumption in High Speeds
2.4 Energy Consumption in Hovering, Vertical Takeoff and Landing
3 Relationship of Factors Affecting UAV Energy Consumption
4 Conclusion
References
Agile Approach in Crisis Management - A Case Study of the Anti-outbreak Activities Preventing an Epidemic Crisis
Abstract
1 Introduction
2 Crisis and Crisis Management
3 Agile Approach
4 Agile Approach Applied to Crisis Management
5 Case Study: Agile Approach in the Anti-outbreak Activities Stage of the Epidemic Crisis
6 Conclusions
References
Multiple Criteria Optimization for Emergency Power Supply System Management Under Uncertainty
Abstract
1 Introduction
1.1 Emergency Power Supply System Outline
1.2 Uncertain Variables
1.3 Management of Emergency Power Supply System Under Uncertainty
2 Problem Statement
2.1 Notation
2.2 Problem Formulation
2.3 Solution Procedure
3 Numerical Example
4 Conclusions
References
Overcoming Challenges in Hybrid Simulation Design and Experiment
Abstract
1 Introduction
2 Theoretical Background - Premises for Hybrid Solution
3 Description of the Hybrid Model
3.1 Basic Assumptions
3.2 Population Model
3.3 Arrival Model
3.4 Integration of the Models
3.5 Spreadsheet Interface
4 Simulation Experiment
4.1 Basic Assumptions
4.2 Results and Discussion
5 Summary
Acknowledgements
References
Medium-Term Electric Energy Demand Forecasting Using Generalized Regression Neural Network
Abstract
1 Introduction
2 Forecasting Model Based on GRNN
2.1 GRNN
2.2 Time Series Preprocessing
3 Application Examples
4 Conclusion
References
Factors Affecting Energy Consumption of Unmanned Aerial Vehicles: An Analysis of How Energy Consumption Changes in Relation to UAV Routing
Abstract
1 Introduction
2 Analysis of the Factors Affect UAV Energy Consumption
2.1 UAV Power Consumption and UAV Flying Speed, UAV Power Consumption and Payload
2.2 UAV Power Consumption and Air Density
2.3 UAV Power Consumption Against Two Changing Parameters
3 Scenario Analysis
3.1 Weather Data
3.2 Assumptions
4 Results of the Analysis
5 Conclusion
References
Big Data Analysis, Knowledge Discovery and Knowledge Based Decision Support
Computer Based Methods and Tools for Armed Forces Structure Optimization
Abstract
1 Introduction
2 Idea of the Methods of Armed Forces Structure Optimization
3 Mathematical Model of the Conflict
3.1 Reference Modules and Their Combat Potential and Cost
3.2 Combat Assessment
3.3 Mathematical Formulation of Optimization Problem of Armed Forces Structure for Defined Threat Scenario
3.3.1 Optimization of the Forces Needed for Defined Threat Scenario
3.3.2 Optimization of the Forces for Fixed Threat Scenario Under Financial Constraints
4 Methods of Problem Resolution
5 Computational Experiments
5.1 Allocation Problem Without Cost Constraints
5.2 Allocation Problem Under Cost Constraints
6 Conclusions
References
An Application for Supporting the Externalisation of Expert Knowledge
Abstract
1 Introduction
2 An Approach to Supporting the Externalisation of Expert Knowledge
3 An Application for Supporting the Externalisation of Expert Knowledge
4 Concluding Remarks
References
Cognition and Decisional Experience to Support Safety Management in Workplaces
Abstract
1 Introduction
2 Managing Safety in Workplaces
2.1 Behavior-Based and Automatic Detection of Hazards
2.2 Culture Change and Administration of Knowledge
2.3 Integrative Approach to Managing Safety
3 Cognition
4 Decisional Experience
4.1 Set of Experience Knowledge Structure (SOEKS) and Decisional DNA
5 Cognitive Vision Platform for Hazard Control (CVP-HC)
5.1 Data Fusion
5.2 Knowledge Formalization
6 Conclusions
References
Big Data Approach to Analyzing Job Portals for the ICT Market
Abstract
1 Introduction
2 Big Data Concept
3 Approach to Big Data Management
4 Context of ICT Job Market and Job Portals
5 Research Method
6 Results and Discussion
7 Conclusions
References
A Parallel Algorithm for Mining High Utility Itemsets
Abstract
1 Introduction
2 Related Works
3 Problem Definition
4 Proposed Algorithm
5 Experimental Studies
5.1 Runtime
5.2 Memory Usage
6 Conclusions and Future Work
References
Use of the EPSILON Decomposition and the SVD Based LSI Techniques for Reduction of the Large Indexing Structures
Abstract
1 Introduction
2 Epsilon Decomposition
3 One Level Reduction
4 Two Level Reduction
5 Time Analysis
6 Conclusion
References
Minimax Decision Rules for Identifying an Unknown Distribution of a Random Variable
1 Introduction
2 One-Dimensional Case
2.1 Piecewise Linear Density Functions
2.2 Densities with Piecewise MLR Property
2.3 Example 1
3 Two-Dimensional Case
3.1 Example 2
References
Artificial Intelligence Methods and Algorithms
Decision Making Model Based on Neural Network with Diagonalized Synaptic Connections
Abstract
1 Introduction
2 Diagonazation Matrix of Synaptic Connections
3 Model of Decision Support System on the Basis of Neural Network with Diagonalized Synaptic Connections
4 Learning Fuzzy Neural Network with Diagonal Synaptic Connections
5 The Algorithm of Teaching a Three-Layer Neural Network with Diagonal Synaptic Connections
6 The Architecture of the Diagonal Neural Network to Choose the Optimal Operating System that Is Used for the Local Computer Network
7 Conclusions
References
Computational Investigation of Probabilistic Learning Task with Use of Machine Learning
1 Introduction
2 Probabilistic Learning Task
3 Mathematical Models
3.1 Q-learning Model
3.2 Rescorla-Wagner Model
3.3 Parameter Estimation and Model Selection
4 The ``Virtual Twin'' Trick
5 Simulation Study and Discussion
6 Final Remarks
References
Evaluation of the Prediction-Based Approach to Cost Reduction in Mutation Testing
1 Introduction
2 Related Work
3 Classification-Based Reduction of Mutants Execution
3.1 Mutant Representation
3.2 Classification of Mutants
3.3 Classification Results
4 Experimental Evaluation
4.1 Experimental Procedures
5 Conclusions
References
Optimization of Decision Rules Relative to Length - Comparative Study
1 Introduction
2 Main Notions
3 Modified Algorithm for Directed Acyclic Graph Construction (T)
4 Procedure of Optimization Relative to Length
5 Experimental Results
6 Conclusions
References
Comparison of Fuzzy Multi Criteria Decision Making Approaches in an Intelligent Multi-agent System for Refugee Siting
Abstract
1 Introduction
2 Literature Review
3 Methodology
3.1 Comparison
4 Conclusions
References
Selected Aspects of Crossover and Mutation of Binary Rules in the Context of Machine Learning
Abstract
1 Introduction
1.1 Complex Adaptive System (CAS)
1.2 Learning Classifier System (LCS) Paradigm
2 Fuzzy Logic Decision Support System
3 Discovery Component - GA
3.1 Crossover
3.2 Mutation
4 Conclusion
References
Author Index

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Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology - ISAT 2018

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