Intelligent Systems Applications in Software Engineering

Name: Intelligent Systems Applications in Software Engineering | Proceedings of 3rd Computational Methods in Systems and Software 2019, Vol. 1
Brand: Springer
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Proceedings of 3rd Computational Methods in Systems and Software 2019, Vol. 1

Radek Silhavy Petr Silhavy Zdenka Prokopova(Editor)

Springer (Publisher)

1st Edition

Published on 19. September 2019

XIV, 502 pages

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978-3-030-30329-7 (ISBN)

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Content

Intro
Preface
Organization
Program Committee
Program Committee Chairs
International Program Committee Members
Organizing Committee Chair
Conference Organizer (Production)
Contents
Predictive Controller Based on Feedforward Neural Network with Rectified Linear Units
1 Introduction
2 Problem Formulation
3 Predictive Controller
4 Sample Application
4.1 Nonlinear Process Model
4.2 Piecewise-Linear Neural Model
4.3 Control Experiment
5 Conclusion
References
Using Growing Neural Gas Networks for Clustering of Web Data as a Foundation for Marketing Automation in Brick-and-Mortar Retailing
Abstract
1 Introduction
1.1 Location in Brick-and-Mortar Retailing
1.2 Marketing Segmentation and Catchment Area
1.3 Classical Clustering Approaches and Growing Neural Gas
1.4 Research Design
2 The Data and Sources
3 Implementation
4 Findings and Discussion
References
Development Method of Building a Modular Simulator of Quantum Computations and Algorithms
Abstract
1 Introduction
2 The Algorithm for the Execution of the Quantum Computer Simulator (QCS) and the Interactions of Its Various Components
3 The Concept of a Quantum Algorithm
4 Conclusion
Acknowledgments
References
A Technique of Workload Distribution Based on Parallel Algorithm Structure Ontology
Abstract
1 Introduction
2 The Technique of Workload Relocation Based on Local Device Group
3 A Technique of Workload Distribution Based on Parallel Algorithm Structure Ontology
4 The Quantitative Analysis of Workload Distribution Techniques
5 Conclusion
Acknowledgments
References
Preprocessing CT Images for Virtual Reality Based on MATLAB
1 Introduction
1.1 Virtual Reality
2 Materials and Methods
2.1 MATLAB Preprocessing
2.2 MATLAB GUI Description
2.3 Converting Models into Virtual Reality
2.4 Removing Artifacts in Blender
3 Results
3.1 Comparison with 3Dslicer
4 Conclusion
References
A PRP-HS Type Hybrid Nonlinear Conjugate Gradient Method for Solving Unconstrained Optimization Problems
Abstract
1 Introduction
2 Proposed Hybrid CG Methods and Algorithm
3 Descent and Global Convergence Properties of the HNCG Method
3.1 Descent Property of Algorithm 1
3.2 Global Convergence Property of Algorithm 1
4 Numerical Implementation of Algorithm 1
5 Conclusion
References
Efficient Sensory Data Transformation: A Big Data Approach
1 Introduction
1.1 Challenges of Big Data
1.2 Contributions of the Proposed Work
2 Related Work
3 Proposed Work
4 Experimentation and Discussion of Results
5 Conclusion and Future Enhancement
References
Software Architecture as a Thinging Machine: A Case Study of Monthly Salary System
Abstract
1 Introduction
1.1 Problem and Proposed Solutions
1.2 Thinging Machine as a Basis for Modeling Software Architecture
2 Thinging Machine
3 Software Architecture
4 Case Study: Monthly Salary Software System
4.1 TM Modeling
4.2 Static TM Description
4.3 Behavior Modeling
4.4 Simulation
4.5 Simplification
5 Conclusion
References
GPA-ES Algorithm Modification for Large Data
Abstract
1 Introduction
2 Genetic Programming
3 Experiments
4 Experiment Results
5 Floating Window
6 Conclusions
Acknowledgement
References
Periodic Formation Within a Large Group of Mobile Robots in Conditions of Limited Communications
Abstract
1 Introduction
2 Problem Statement
3 Overview of Existing Approaches
4 Proposed Method
5 Multi-level Formations and Pattern Nesting
6 Conclusions
Acknowledgement
References
Aligning Decision Analytics with Business Goals: The Case of Incident Management
Abstract
1 Introduction
2 Decision Management System
3 DMN Standard and Performance Measurement
3.1 The Excerpt of DMN Extension in PPINOT
4 The Framework for Business Alignment
4.1 Traditional Data Mining Algorithm in Decision Analysis
5 Conclusion
References
Influencing Factors of Mobile Technology Adoption by Small Holder Farmers in Zimbabwe
Abstract
1 Introduction
2 Role of Mobile Technology in Agriculture
3 Mobile Farming Platforms in Zimbabwe
4 Factors Influencing the Adoption of Mobile Technology Among Small Holder Farmers
4.1 Demographic Factors
4.2 Facilitating Conditions
4.3 Tech-Service Attributes
4.4 Tech-Service Promotion
4.5 Perceived Usefulness (PU) and Perceived Ease of Use (PEU)
4.6 Social Influence
5 Conclusion
6 Future Work
References
Context-Sensitive Case-Based Software Security Management System
Abstract
1 Introduction
2 Related Work
3 Proposed Idea
4 Conclusion
References
Performance Evaluation of Hardware Unit for Fast IP Packet Header Parsing
1 Introduction
2 Approaches of Improving Network Processing Speed
3 Design of Hardware Unit for IP Header Parsing
4 Estimation of IP Header Parsing Speed Improvement
5 Conclusion
References
Classification and Reduction of Hyperspectral Images Based on Motley Method
Abstract
1 Introduction
2 Methodology
2.1 Mutual Information
2.2 Second Stage: Filter Method
2.3 The Last Stage: Performance Measures Using SVM-RBF
3 Principle of Selection Based on the Filter Approach
4 Principle of Selection According to the Motley Method
5 Findings and Data Analysis
5.1 Data Analyse
5.2 Discussion
6 Conclusion
References
Algorithm and Improved Methodology for Clustering Data with Self-learning Elements for Intrusion Detection Systems
Abstract
1 Introduction
2 Literature Review
3 Purpose of the Study
4 Models and Methods
5 Computational Experiment
6 Discussion and Prospects for Further Research
7 Conclusion
Acknowledgments
References
Obtaining Generic Petri Net Models of Railway Signaling Equipment
Abstract
1 Introduction
2 Preliminaries
2.1 Abbreviations and Notations
2.2 Petri Nets and Timed-Arc Petri Nets
2.3 PNML
2.4 The Ks Signaling System
3 Modeling
3.1 Signal Model
3.2 Point Model
3.3 Track Model
3.4 Route Reservation and Route Release Model
4 Case Study
5 Conclusion and Future Works
References
Use of Multiple Data Sources in Collaborative Data Mining
1 Introduction
2 Methods
2.1 Subject of Research on the Use of Multiple Sources
2.2 Data Acquisition
2.3 Data Preparation
2.4 Experimental Methods - Collaborative with 2 Source
2.5 Experimental Methods - Collaborative with 3 Source
2.6 Results Analysis
3 Discussions
References
Framework for Controlling Interference and Power Consumption on Femto-Cells In-Wireless System
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 Algorithm Implementation
6 Results Discussion
7 Conclusion
References
Model-Based Prediction of the Size, the Language and the Quality of the Web Domains
1 Introduction
2 Related Work
3 Proposed Model
3.1 Albanian Language Detection
3.2 Multilingual Domain Detection
3.3 Duplicate Page Detection
3.4 Evaluating the Quality of a Domain
3.5 Size Prediction and Ranking
4 Experiments
4.1 Language Results
4.2 Duplicate Page Detection Results
4.3 Size Results
4.4 Quality Estimation Results
5 Conclusion
References
Smart Injector Well Optimization for a Non-communicating Reservoir
Abstract
1 Introduction
2 Methodology
2.1 Dynamic Model Description
2.2 Numerical Reservoir Simulator
2.3 Optimizer and Links to Simulator
3 Results and Discussion
3.1 Case 1: FIELD X (Conventional Waterflood (Non-communicating))
3.2 Case 2: FIELD X (Smart Waterflood (CHOKE CASE))
3.3 Sensitivity of Valve Coefficient on Field Oil Efficiency Reservoir (Non Communicating)
3.4 Economic Results
4 Conclusion
Acknowledgement
References
Towards Ontology Engineering Based on Transformation of Conceptual Models and Spreadsheet Data: A Case Study
Abstract
1 Introduction
2 Background
2.1 Ontology Design Pattern Engineering
2.2 Ontology Engineering Based on Model Transformations
2.3 Spreadsheet Data Analysis
2.4 RDF/OWL Ontology Generating from Spreadsheet Data
3 The Proposed Approach
3.1 Methodology
3.2 Implementation
3.3 Case Study
4 Discussion
5 Conclusion
Acknowledgement
References
An Approach for Distributed Reasoning on Security Incidents in Critical Information Infrastructure with Intelligent Awareness Systems
Abstract
1 Introduction
2 Previous Work
3 Proposed Approach
4 Example and Discussion
5 Conclusion
Acknowledgment
References
A New Approach Towards Developing a Prescriptive Analytical Logic Model for Software Application Error Analysis
Abstract
1 Introduction
2 Significant of the Study
3 Research Objective
4 Literature Review
5 Research Proposed
5.1 Proposed Research Scope
5.2 Proposed Simple Analysis
5.3 Proposed Complex Analysis
5.4 Proposed Algorithm, Architecture Design, and Solution Modeling
6 Analytic Hierarchy Process (AHP)
7 Proposed Prerequisites of PAL
7.1 Multiple Tiers Environment
7.2 Network Time Protocol (NTP) Server
7.3 Technologies
8 Proposed Logic Model Design of PAL
9 Conclusion
References
An Analytical Modeling for Boosting Malicious Mobile Agent Participation in Mobile Adhoc Network
Abstract
1 Introduction
2 Related Work
3 Problem Description
4 Proposed Methodology
5 System Implementation
6 Results Analysis
7 Conclusion
References
Natural Language Search and Associative-Ontology Matching Algorithms Based on Graph Representation of Texts
Abstract
1 Introduction
2 The Algorithm for Text Search Based on Associative Ontology
3 Implementation
4 Associative Ontology Matching
5 Conclusion
Acknowledgements
References
Measurable Changes of Voice After Voice Disorder Treatment
Abstract
1 Introduction
2 Human Voice
2.1 Voice Production
2.2 Voice Disorders
3 Diagnosis and Treatment
3.1 Videostroboscopic Analysis
3.2 Phonetogram
3.3 Voice Range Profile
3.4 Treatment
4 Data Obtaining Process
5 Audio Processing Algorithm
6 Further Research
Acknowledgment
References
Optimization of the Novelty Detection Model Based on LSTM Autoencoder for ICS Environment
Abstract
1 Introduction
2 Anomaly Detection Based on Recurrent Neural Networks
3 Optimization via Genetic Algorithms
4 Research Methods
5 Results
6 Conclusion
Acknowledgment
References
Self-organising Clusters in Edge Computing
1 Introduction
2 System Model
3 Cluster Formation
4 Service Proposal Formulation
5 Conclusions
References
IT Technologies and Automation as Factors in Increasing Labor Productivity at Industrial Enterprises
Abstract
1 Introduction
2 Theoretical Aspects of Labor Productivity Growth and Its Potential
3 Research Methodology for Factors Affecting Labor Productivity and Its Results
4 Automation and Digital Technologies for Labor Productivity and Staff Performance Growth
5 Conclusion
References
The Similarity of European Cities Based on Image Analysis
Abstract
1 Introduction
2 European Urban Atlas as a Source Data
3 Orange and Neural Networks
4 Results
Acknowledgement
Appendix 1
References
The Compare of Solo Programming Strategies in a Scrum Team: A Multi-agent Simulation Tool for Scrum Team Dynamics
Abstract
1 Introduction
2 Related Work
3 The Multi Agent System Design for Scrum Team Dynamics Simulation
4 Method and Analysis
5 Conclusion and Future Work
Acknowledgement
References
Characteristics of Updating Route Information of Networks with Variable Topology
Abstract
1 Introduction
2 Data Update Process Model
3 Results and Discussion
4 Conclusion
Acknowledgement
References
Prediction-Based Fast Simulation with a Lightweight Solver for EV Batteries
Abstract
1 Introduction
2 FMI (Functional Mock-up Interface)
2.1 Event Detection Using Rollback
2.2 Numerical Integration Method for Ordinary Differential Equations
3 Master Algorithm for Event Prediction with a Lightweight Solver
4 Simulation Results
5 Conclusions
References
Thermal Process Control Using Neural Model and Genetic Algorithm
Abstract
1 Introduction
2 Control Strategy
2.1 Cost Function
2.2 Process Model and Its Identification
2.3 Optimization Method
3 Controlled System
4 Identification Experiments
5 Control Experiments
6 Conclusion
Acknowledgment
References
Adaptation of Open Up in the Scrum Framework to Improve Compliance in Scope, Risk Management and Delivery Times in Software Development Projects
Abstract
1 Introduction
1.1 Research Context
1.2 Scope, Time and Risk Management in the Open Up Method
1.3 Scrum Framework and Its Challenges in Project Management
2 Methods
3 Results
3.1 Identification of Artifacts and Open Up Practices to Be Adapted in Scrum
3.2 Adaptation of Artifacts and Practices of Open Up in the Scrum Framework
3.3 Determination of Measurement Indicators
3.4 Results of the Execution of the Adaptation in the Management of the Scope, Risks and Delivery Times
4 Discussions
5 Conclusions
References
Automated Extraction and Visualization of Spatial Data Obtained by Analyzing Texts About Projects of Arctic Transport Logistics Development
Abstract
1 Introduction
2 Materials
2.1 The Main Data Sources and Characteristics of Data Sources
2.2 Major Development Projects of the Arctic Transport Logistics
3 Methods
3.1 The Technology of Semantic Text Analysis
4 Results and Discussion
5 Conclusions
Acknowledgements
References
Multi-agent System in Smart Econometric Environment
Abstract
1 Introduction
2 Methods
2.1 Normalized Deviations
2.2 Decision Support of Analyses
3 Results
4 Conclusion
Acknowledgements
References
Organization of Secure Telecommunication Networks in Groups of Mobile Robots Based on Chaos and Blockchain Technologies
Abstract
1 Introduction
2 Encoding of Outgoing Data
3 Distributed Registry for Decentralized Data Storage
4 Research Results
Acknowledgment
References
Markdown Optimization-A Taxonomy and Realization of the Economic Decision Problem
Abstract
1 Motivation
2 Markdowns - Problem Description and Taxonomy
3 Exemplary Markdown Optimization Situations
4 Solving the Decision Problem
4.1 Heuristics for Solving Ill-Structured Decision Problem
5 Conclusion
References
AAC Intervention on Verbal Language in Children with Autism Spectrum Disorders
Abstract
1 Introduction
2 Background
3 Description of the System's Action
3.1 Theoretical Setup
3.2 Custom Language Model
3.3 Technical Requirements and Description
4 Methodical Aspects
5 Conclusion and Recommendations
Acknowledgements
References
Using Autoregressive Integrated Moving Average (ARIMA) for Prediction of Time Series Data
Abstract
1 Introduction
2 The Initial Data Analysis
2.1 Computation of Coefficient of Variation
2.2 Determining the Probability Distribution of Time Series Data
2.3 Assessing the Stationarity of the Time Series Data
3 ARIMA
3.1 Evaluation of the ARIMA Model
4 Conclusion
Acknowledgments
References
An Approach to the Models Translation Intelligent Support for Its Reuse
Abstract
1 Introduction
2 State-of-the-Art of Model's Language Translation Research
3 Analysis of Intelligent Tools Application
3.1 Language Analysis
3.2 Intelligent Tools and Analysis
3.3 Choice Overhaul
4 Conclusion
Acknowledgments
References
A Review of Use Case-Based Development Effort Estimation Methods in the System Development Context
Abstract
1 Introduction
2 Problem Statement
2.1 Research Questions and Goals
2.2 Evaluation Criteria
3 Methodologies Used
3.1 Adding Extra Complexity Levels
3.2 Discretising Existing Complexity Levels
3.3 Empirically Calibrating Complexity Weights
4 Discussion and Conclusion
Acknowledgment
References
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Intelligent Systems Applications in Software Engineering

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