Distributed Computing and Internet Technology

Name: Distributed Computing and Internet Technology | 15th International Conference, ICDCIT 2019, Bhubaneswar, India, January 10-13, 2019, Proceedings
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15th International Conference, ICDCIT 2019, Bhubaneswar, India, January 10-13, 2019, Proceedings

Günter Fahrnberger Sapna Gopinathan Laxmi Parida(Editor)

Springer (Publisher)

Published on 2. January 2019

XII, 442 pages

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978-3-030-05366-6 (ISBN)

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Content

Intro
Preface
Organization
Contents
Invited Papers
Avionics Self-adaptive Software: Towards Formal Verification and Validation
1 Introduction
2 Self Adaptive Software
3 Avionics Self Adaptive Software
4 BDI Model for Avionics Self-adaptive Software
4.1 BDI Model: A Brief Introduction
4.2 BDI Model Based Framework for Avionics Self-adaptive Software
4.3 Learning Algorithms in Strategic Agents
4.4 Prototype Implementation in NetLogo
5 Formal Verification and Validation of Avionics Self-adaptive Software
6 Case Study: Adaptive Flight Planning System
6.1 Adaptive Flight Planning
7 Related Work
8 Conclusion and Future Work
References
The Digital Turn: On the Quest for Holistic Approaches
Abstract
1 Digital Transformation and State of Innovation
1.1 Difference Between Digitization, Digitalization and Digital Transformation
1.2 Digital Transformation - Analogy to Optics
1.3 Innovations in Industry
2 Some Studies on Digital Transformation
3 Discussion and Summary
Acknowledgement
References
Secured Communications on Vehicular Networks over Cellular Networks
1 Introduction
2 Related Works
3 System Architecture
3.1 Preliminaries
3.2 Privacy and Authenticity
3.3 ITS G5 Communications
3.4 Extension to Cellular Communication
4 Evaluation and Performance Analysis
5 Conclusion
References
IT-Security in Critical Infrastructures Experiences, Results and Research Directions
Abstract
1 Introduction and Motivation
2 The Context - Project VeSiKi and Research Program itskritis
3 The Human Factor in Cybersecurity
4 The Economy of Cybersecurity - a Brief Review
5 Strategies in Cybersecurity - Selected Examples
6 Security in Practice - the Case Study Series CASE|KRITIS Revisited
6.1 The Cases of CRITIS
6.2 Success Factors for IT Security in Critical Infrastructures
7 The State of the Art in Cybersecurity - Selected Results and Experiences from Research in itskritis
8 Summary
Acknowledgements
References
Digital Society: A Computing Science Prospective
1 Introduction
2 Modelling Netizens
2.1 Dynamic Behaviour
2.2 Facilitators
3 Governance
3.1 Electronic Voting
3.2 dPresure Groups
3.3 dLawMaking
4 Communication
5 Education
5.1 eSocial Life
6 Conclusion
References
Distributed Computing
A Hybrid Meta-heuristic Approach for Load Balanced Workflow Scheduling in IaaS Cloud
1 Introduction
2 Related Work
3 Workflow and Cloud Model
4 Terminologies and Problem Formulation
4.1 Constraints and Assumptions
4.2 Problem Formulation
5 Proposed Algorithm
5.1 Fitness Function
5.2 Illustration
6 Performance Evaluation and Results Analysis
6.1 Simulation Setup and Experimental Parameters
6.2 Result Comparison and Analysis
6.3 Statistical Test
7 Conclusion and Future Work
References
Duplication Based Budget Effective Workflow Scheduling for Cloud Computing
1 Introduction
2 Related Work
3 System Model and Problem Statement
3.1 System Model
3.2 Problem Statement
4 Proposed Algorithm
5 Numerical Results
5.1 Simulation Settings
5.2 Performance Evaluation
6 Conclusion
References
Dr. Hadoop: In Search of a Needle in a Haystack
1 Introduction
2 Background and Related Work
3 Proposed Model
4 Experiment and Results
5 Discussion and Future Work
6 Conclusion
References
Parallel High Average-Utility Itemset Mining Using Better Search Space Division Approach
1 Introduction
2 Prerequisites
2.1 High Average-Utility Itemset Mining
3 Proposed Algorithm: Parallel High Average-Utility Itemset Miner
3.1 Search Space Division
3.2 Data Generation on Node
3.3 HAUI Mining
4 Experiments and Results Analysis
4.1 Datasets
4.2 Runtime Performance
4.3 Scalability Test
5 Conclusion
References
Supporting Transaction Predictability in Replicated DRTDBS
Abstract
1 Introduction
2 Requirements for RDRTDBS
2.1 Predictability
2.2 Mutual Consistency
2.3 Correctness Criteria
3 Sources of Unpredictability in RDRTDBS
3.1 Interaction with Indeterministic Subsystem
3.2 Data Requirement by RTT
3.3 Data and Resource Conflict Between RTT
3.4 Recovery Techniques
3.5 Mutual Consistency Between Replicated Data Objects
4 System Model for RDRTDBS
4.1 Data Model for RDRTDBS
4.2 Transaction Model for RDRTDBS
4.3 Dual Version Data Object
4.4 Proposed Recovery Mechanism
5 To Support Predictable Processing of RUT for Different Types of RTTs
5.1 Predictable Execution of Different Types of RTTs
6 Related Work
7 Simulation and Experimental Results
7.1 Cost for Predictable Processing of RTTs
7.2 Cost for Maintaining Mutual Consistency
8 Conclusion
References
Data Scheduling and Resource Optimization for Fog Computing Architecture in Industrial IoT
Abstract
1 Introduction
2 Related Works
3 Real-Time Processing-Efficient Fog-Based IIoT Scheme
3.1 Architecture
3.2 System Model
3.3 Optimal Data Scheduling Policy
4 Simulation Results
5 Conclusions
Acknowledgements
References
Research on CNN Parallel Computing and Learning Architecture Based on Real-Time Streaming Architecture
Abstract
1 Introduction
2 Related Work
2.1 Convolutional Neural Network
2.2 Distributed Computing System
2.3 Real-Time Distributed Computing System-Apache Storm
3 Parallel Algorithm for Convolutional Neural Network
3.1 Storm-Based CNN-S Parallel Model
4 Evaluation
4.1 Environment of Experiment
4.2 Experimental Dataset
4.3 Image Recognition Experiment
4.4 Experiment Analysis
5 Conclusion
Acknowledgements
References
Emerging Areas
Detection of Alcoholism: An EEG Hybrid Features and Ensemble Subspace K-NN Based Approach
Abstract
1 Introduction
2 The Methodology
2.1 The Database
2.2 Feature Extraction and Selection
2.3 Ensemble Subspace KNN
3 Result and Discussion
4 Conclusion
References
On the Growth of the Prime Numbers Based Encoded Vector Clock
1 Introduction
2 System Model and Preliminaries
2.1 System Model
2.2 Vector Clocks
2.3 Encoded Vector Clock
3 Simulations
3.1 Simulation Results
4 Scalability
4.1 Relevant Events
4.2 Detection Regions
4.3 Resetting EVC
4.4 Using Logarithms of EVC
5 Case Study
6 Conclusions
References
A Sensitivity Analysis on Weight Sum Method MCDM Approach for Product Recommendation
Abstract
1 Introduction
2 Sensitivity Analysis Methods
2.1 Implementation of Sensitivity Analysis
2.2 Analysis of Ranking Using Any (RA)Alternative
2.3 Analysis of Ranking Using Top (RT)Alternative
3 Conclusion
Acknowledgment
References
Event Detection and Aspects in Twitter: A BoW Approach
1 Introduction
2 Related Work
3 Event Detection Model
3.1 Architecture of the BOWED Model
3.2 Pre-processing and Data Representation
3.3 Three Phase Based Clustering
3.4 Event and Aspect Identification
4 Experiment Results and Evaluation
5 Conclusion
References
A New Automatic Multi-document Text Summarization using Topic Modeling
1 Introduction
2 Proposed Approach
2.1 Generating Extractive Gold Summaries from Human Written Summaries
3 Experimental Analysis
3.1 Discussion
4 Conclusion
References
Improved Visible Light Communication Using Code Shift Keying Modulation
Abstract
1 Introduction
2 Related Work
3 Proposed Approach
3.1 Generation of FMSC and MSCS
3.2 Design of CSK-M Transmitter and Receiver
4 Simulation Results
5 Conclusion
References
Networks
Optimization of Transmission Range for a Fault Tolerant Wireless Sensor Network
1 Introduction
2 Related Work
3 Proposed Algorithm
4 Results and Discussion
5 Conclusion and Future Work
References
Community Detection Using an Enhanced Louvain Method in Complex Networks
Abstract
1 Introduction
2 Related Work
3 Proposed Enhanced Louvain Method (ELM)
4 Experiments and Results
4.1 Analysis of Real World Networks
4.2 Simulation Results
5 Conclusion and Future Scope
References
A Fast Handoff Technique for Wireless Mobile Networks
1 Introduction
2 Related Work of Fast Handoff in Wireless Networks
3 Preliminaries
3.1 Scanning Latency
3.2 Re-authentication Latency
3.3 Re-association Latency
4 Improvised Fast Handoff
4.1 Data Structure
5 Simulations and Results
6 Distribution of Clients Across APs
7 Conclusion
References
Adaptive Partitioning Using Partial Replication for Sensor Data
Abstract
1 Introduction
2 Related Work
3 Research Methodology
4 Experimental Setup
4.1 Dataset
4.2 QuerySet
5 Results and Analysis
5.1 QET
5.2 Scalability
5.3 Replication Cost
5.4 Algorithmic Complexity Analysis
6 Conclusion
References
Design and Implementation of Cognitive Radio Sensor Network for Emergency Communication Using Discrete Wavelet Packet Transform Technique
Abstract
1 Introduction
2 Related Work
3 Proposed System
4 System Design
4.1 Physical Layer Design
4.2 Cognitive Radio Spectrum Sensing
4.3 MAC Layer Design
4.4 Network Layer Design
5 Simulation Results
6 Conclusion
References
A Network Formation Model for Collaboration Networks
1 Introduction
1.1 Problem Statement
1.2 Related Literature
2 The DBLP Dataset and Analysis
2.1 Data Preprocessing
2.2 Network Analysis
3 Parameter Estimation
4 Probability Distribution
4.1 Exponential Vs Pareto Distribution
4.2 QQ_plot
5 Proposed Model
6 Experimentation and Result
6.1 Exponential Distribution
6.2 Pareto Distribution
7 Conclusion
References
Bees Detection on Images: Study of Different Color Models for Neural Networks
1 Introduction
2 Automatic Analysis of Bee Activity
3 Data Acquisition
4 Training Bees Image Classifiers Using Deep Models
5 Aggregation of Classification Results
6 Experiments and Results
7 Discussion and Future Works
References
Mobile Charging of Wireless Sensor Networks for Internet of Things: A Multi-Attribute Decision Making Approach
1 Introduction
2 Literature Review
3 Preliminaries
3.1 Network Model
3.2 Network Attributes
4 Proposed Method
4.1 Deriving Relative Weights of Network Attributes by EWM
4.2 Ranking the Requesting Nodes and Determine the Charging Schedule Using TOPSIS
5 Simulation Analysis
5.1 Simulation Setup
5.2 Performance Comparisons
6 Concluding Remarks
References
Security
Efficient Searching Over Encrypted Database: Methodology and Algorithms
1 Introduction
1.1 External/Transparent Database Encryption
1.2 Encryption of Database Columns
1.3 Encryption of Database Fields
1.4 Encrypting File System (EFS)
1.5 Application Level Encryption
2 Existing Database Models
2.1 Rank Based Keyword Search
2.2 Secure Database Using Homomorphic Encyption Schemes
2.3 The Arx Model
3 Preliminaries
3.1 Searchable Encryption
3.2 Secure Multi-Party Computation
4 Proposed Scheme: Algorithm for Efficient Searching over Encrypted Database
4.1 Key Generation
4.2 Index Construction
5 Security Analysis
6 Results
7 Conclusion
References
Tag-Reader Authentication System Guarded by Negative Identifier Filtering and Distance Bounding
1 Introduction
1.1 Our Contributions
1.2 Organization of the Paper
2 Related Work
3 The Proposed Protocol
3.1 System Model
3.2 Adversarial Model
3.3 The Proposed Protocol
4 Security Analysis
5 Conclusion
References
RSA-Based Collusion Resistant Quorum Controlled Proxy Re-encryption Scheme for Distributed Secure Communication
1 Introduction
1.1 Properties of PRE Scheme
1.2 Our Contribution
2 Quorum Controlled Proxy Re-encryption Scheme
3 Evaluation of the Scheme
4 Drawbacks of the Quorum Controlled Proxy Re-encryption Scheme
5 Proposed Quorum Controlled Proxy Re-encryption Scheme
5.1 Motivation
5.2 System Model for the Proposed Scheme
5.3 Construction of the Proposed Scheme
6 Evaluation of the Proposed Scheme
7 Conclusion and Future Work
References
Extended Power Modulus Scrambling (PMS) Based Image Steganography with Bit Mapping Insertion
Abstract
1 Introduction
2 Related Work
3 Proposed Approach
4 Algorithm
4.1 The Process of Embedding
4.2 The Process of Extraction
5 Experimental Results
5.1 Payload
5.2 MSE, LMSE and PSNR
5.3 Cross Correlation Coefficient
5.4 Skewness and Kurtosis
5.5 SSIM, KL Divergence and Entropy
5.6 Results of RS Analysis
6 Conclusion
References
Empirical Study on Malicious URL Detection Using Machine Learning
1 Introduction
2 Proposed System
3 Experimental Results and Discussions
3.1 Feature Selection and Extraction
3.2 Training the Models for Classification
3.3 Training with SVMs
3.4 Comparison of Models
4 Conclusion
References
Inter-family Communication in Hyperledger Sawtooth and Its Application to a Crypto-Asset Framework
1 Introduction
2 A Model of Hyperledger Sawtooth
2.1 Formal Description of the Model
2.2 Strict Isolation
2.3 Token Family Example
3 Design Pattern for Inter-family Communication
3.1 Relative Isolation
3.2 Secure Communication Address
3.3 Inter-family Communication
4 A Crypto-Asset Framework
4.1 Generic Token Transfer
4.2 Micropayment Channel and Other Applications
5 Related Works
6 Conclusion
References
Attack Detection and Forensics Using Honeypot in IoT Environment
1 Introduction
2 Related Work
3 Identification of Attacks
3.1 Pre-processing
3.2 Feature Extraction
3.3 Classification
3.4 Comparison Between Different Supervised Machine Learning Techniques
4 Honeypot Forensics
4.1 XOR DDoS Attack
4.2 Malicious Attack
4.3 SSH Attack
4.4 Spying Attack
5 Conclusion and Future Work
References
JSpongeGen: A Pseudo Random Generator for Low Resource Devices
1 Introduction
2 Related Work
3 Background
3.1 J3Gen
3.2 Proposal One by Chen et al.
4 Proposed Method: JSpongeGen
5 Experiment and Results
5.1 NIST Randomness Test
5.2 EPC Gen2 Randomness Criteria
6 Security Analysis
7 Conclusion
References
Elliptic Curve Cryptography Based Mechanism for Secure Wi-Fi Connectivity
1 Introduction
2 Background
2.1 WPA/WPA2
2.2 Connection Establishment
2.3 Client Handover
3 Vulnerabilities of Existing WPA2/PSK
3.1 Key Recovery
3.2 Hole 196
3.3 Man-in-the-Middle
4 Public Key Crytography
4.1 Types of Public Key Cryptography Techniques
4.2 Comparison
5 Proposed Mechanism
5.1 Connection Establishment
5.2 Alternative Approach for 3-Way Handshake During Client Handover
6 Performance Analysis
7 Conclusion
References
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