Innovations in Bio-Inspired Computing and Applications

Name: Innovations in Bio-Inspired Computing and Applications | Proceedings of the 9th International Conference on Innovations in Bio-Inspired Computing and Applications (IBICA 2018) held in Kochi, India during December 17-19, 2018
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Proceedings of the 9th International Conference on Innovations in Bio-Inspired Computing and Applications (IBICA 2018) held in Kochi, India during December 17-19, 2018

Ajith Abraham Niketa Gandhi Millie Pant(Editor)

Springer (Publisher)

1st Edition

Published on 21. May 2019

XVII, 520 pages

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978-3-030-16681-6 (ISBN)

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Content

Intro
Preface
Organization
Patrons
General Chairs
Program Co-chairs
International Advisory Board
Publication Chairs
Web Service
Publicity Committee
Organizing Chairs
Local Organizing Committee
International Program committee
Contents
Dynamic Parameter Adaptation Based on Using Interval Type-2 Fuzzy Logic in Bio-inspired Optimization Methods
Abstract
1 Introduction
2 Bio-inspired Optimization Methods
3 Methodology for Parameter Adaptation
4 Problems Statement
5 Simulations, Experiments and Results
6 Statistical Comparison
7 Conclusions
References
Effect of Derivative Action on Back-Propagation Algorithms
Abstract
1 Introduction
2 Background
2.1 Back-Propagation Algorithm
2.2 Momentums
3 Back-Propagation with Derivative Action
4 Simulation Results
5 Conclusion
References
Quantum Cryptography: A Survey
Abstract
1 Introduction
2 Quantum Key Distribution
3 Quantum Distribution Key Parameters
4 Quantum Distribution Protocols
4.1 Different QKD Protocols
5 Quantum Key Distribution Networks
6 Security of Quantum Cryptography
7 Applications
7.1 Quantum Money
7.2 Randomness Generation
8 Quantum Programming Language and Tools
8.1 Tools and Simulator
8.2 Quantum Gate and Circuits with JQuantum Simulator
9 Quantum Cryptography vs Post Quantum Cryptography
10 Challenges
11 Conclusion
References
Transfusion of Extended Vigenere Table and ASCII Conversion for Encryption Contrivance
Abstract
1 Introduction
2 Related Work
3 Proposed Algorithm
3.1 Step 1: Determining the Intersecting Text
3.2 Step 2: Finding Minimum Value from the Intersection Text
3.3 Step 3: Final Cipher Text Determination
4 Encryption and Decryption Algorithm
5 Comparative Analysis
6 Conclusion
References
A Review on Human Action Recognition and Machine Learning Techniques for Suicide Detection System
Abstract
1 Introduction
2 Human Action Recognition
3 Machine Learning
4 Suicide Detection
5 Conclusion
References
EEG Signal Analysis Using Wavelet Transform for Driver Status Detection
Abstract
1 Introduction
2 Methodology
2.1 EEG Data Collection
2.2 Pre-processing of EEG Signals
2.3 Rhythm Isolation
3 Results and Discussion
4 Conclusion
References
BMI Application: Accident Reduction Using Drowsiness Detection
1 Introduction
2 Proposed Method
2.1 Dataset Used
2.2 Data Preprocessing
2.3 Classifiers Used
3 Results
4 Conclusion
5 Future Scope
References
Genre Based Classification of Hindi Music
Abstract
1 Introduction
2 Methodology
3 Performance Evaluation
4 Conclusion
References
A Novel Meta-heuristic Differential Evolution Algorithm for Optimal Target Coverage in Wireless Sensor Networks
1 Introduction
2 Existing Work
3 Classical Differential Evolution
4 Proposed Differential Based Algorithm
4.1 Vector Encoding
4.2 Initialization of the Population Vector
4.3 Fitness Function
4.4 Mutation
4.5 Crossover
4.6 Selection
5 Illustration
6 Experimental Results
7 Conclusion
References
Implementation of Threshold Comparator Using Cartesian Genetic Programming on Embryonic Fabric
1 Introduction
2 CGP Representation of Magnitude Comparator
3 Implementation of Evolutionary Algorithm
4 CGP Mapping on to Embryonic Fabric
5 Simulation Results
6 Conclusion and Future Scope
References
Design and Implementation of an IoT-Based Háptical Interface Implemented by Memetic Algorithms to Improve Competitiveness in an Industry 4.0 Model for the Manufacturing Sector
Abstract
1 Introduction
2 Proposed Solution
3 Resolution Problem
4 Implementation Solution
5 Conclusions and Future Research
References
An Effective Approach for Party Recommendation in Voting Advice Application
Abstract
1 Introduction
2 Related Work
2.1 Recommender System in Politics
2.2 VAA Methods
2.3 Applications of Soft Sets and Fuzzy Soft Sets
3 Proposed Work
3.1 Soft Set Approach
3.2 Fuzzy Soft Set Approach
4 Results and Discussion
5 Conclusion and Future Enhancement
Acknowledgement
References
Fuzzy Logic Based Dynamic Plotting of Mood Swings from Tweets
Abstract
1 Introduction
2 Related Work
3 Proposed Approach for Dynamic Tweet Analysis
3.1 Tokenization and Lemmatization of Tweets
3.2 Bag of Words
3.3 Formulation of Fuzzy Sets for Plotting Mood Swings
3.4 Overall Methodology
4 Experimental Setup and Implementation
5 Results and Discussion
5.1 Union
5.2 FuzzyPos
5.3 FuzzyNeg
5.4 Comparison with Other Methods
6 Conclusion
References
Application of Parallel Genetic Algorithm for Model-Based Gaussian Cluster Analysis
1 Introduction
2 Methodology
2.1 Multivariate Gaussian Distribution
2.2 Model-Based Gaussian Cluster Analysis
3 Genetic Algorithm
4 K-Means and PSO
5 Parallelization and Performance Results
6 Data Analysis and Results
7 Conclusion
References
EEG Based Feature Extraction and Classification for Driver Status Detection
Abstract
1 Introduction
1.1 EEG Signals Characteristics and Behavior
1.2 EEG Analysis Stages
2 Methodology
2.1 Data Sets
2.2 EEG Frequency Band Isolation
2.3 Feature Extraction
2.4 Classification
3 Experimental Results
3.1 EEG Frequency Band Isolation Using Daubechies Db8 Wavelet Transform
3.2 Time and Frequency Domain Feature Extraction
3.3 Classification Study with Different Variants of SVM
4 Conclusion
References
Security Challenges in Semantic Web of Things
Abstract
1 Introduction
2 Literature Review
3 Technical Challenges and Interoperability in SWoT
4 Security Challenges of Semantic Web with IoT Constraints
5 Conclusion
References
A Theoretical Approach Towards Optimizing the Movement of Catom Clusters in Micro Robotics Based on the Foraging Behaviour of Honey Bees
1 Introduction
2 Related Works
2.1 Dynamic Simulation
2.2 Rejoin Algorithm
3 Proposed Catom Cluster Join Method
3.1 Join Algorithm
4 Results and Discussion
5 Conclusion
References
Sensor Data Cleaning Using Particle Swarm Optimization
1 Introduction
2 Particle Swarm Optimization
3 Proposed Methodology
4 Experimentation, Results and Discussion
5 Conclusion
References
Comparative Analysis of Chaotic Variant of Firefly Algorithm, Flower Pollination Algorithm and Dragonfly Algorithm for High Dimension Non-linear Test Functions
1 Introduction
2 Related Work
3 Research Methodology
3.1 Chaos Theory
3.2 Swarm Algorithms Used
3.3 Non-linear Test Functions Used
3.4 Performance Measure
3.5 Experimental Setup
4 Experimental Result
5 Conclusion and Future Work
References
Analysis of Optimised LQR Controller Using Genetic Algorithm for Isolated Power System
1 Introduction
2 System Description
3 Brief Overview of LQR and KF
3.1 Optimal Controller - LQR
3.2 Kalman Filter
4 Genetic Algorithm
4.1 Genetic Algorithm Parameters
5 Simulation Study
5.1 Single Area System with GA Optimised LQR Controller
5.2 Single Area System with Kalman Filter
6 Conclusion
References
Learning Based Image Super Resolution Using Sparse Online Greedy Support Vector Regression
Abstract
1 Introduction
2 Sparse Online Greedy Support Vector Regression
3 Image Super Resolution Algorithm
4 Results
5 Conclusion
References
A Deep Learning Approach for Molecular Crystallinity Prediction
Abstract
1 Introduction
2 Proposed Network Architecture
3 Experiments and Analysis
3.1 Dataset
3.2 Data Preprocessing
3.3 Hyper-parameters
3.4 Classification Results
4 Conclusion
References
Malayalam to English Translation: A Statistical Approach
Abstract
1 Introduction
2 Related Works
3 Methodology
4 Implementation
4.1 Data Set
4.2 Language Model Training
4.3 Training the Translation System
4.4 Tuning
4.5 Testing
5 Results
5.1 BLUE Evaluation
6 Conclusion
References
GABoost: A Clustering Based Undersampling Algorithm for Highly Imbalanced Datasets Using Genetic Algorithm
1 Introduction
2 Conventional Classifiers for Imbalanced Domain
2.1 Combinations of Resampling and Ensemble Classifier
3 Proposed Method
3.1 Genetic Algorithm
3.2 GA-Clustering Algorithm
3.3 GA-Boost: Clustering Based Undersampling Based on Genetic Algorithm
4 Experimental Framework
5 Results and Discussion
6 Conclusion
References
A Modified IEEE 802.11 Protocol for Increasing Confidentiality in WLANs
1 Introduction
2 Related Work
3 Problem Formulation
4 Proposed Protocol Description
4.1 Algorithm Description
5 Experimental Observations
5.1 Link Setup Time
5.2 End to End Delay
6 Results
6.1 Link Setup Time
6.2 End to End Delay
7 Conclusion
References
Temporal Event Detection Using Supervised Machine Learning Based Algorithm
Abstract
1 Introduction
1.1 TimeML
2 Related Work
3 Proposed Work
3.1 Simulation Parameters
4 Experiment Results
5 Conclusion
References
PPARM: Privacy Preserving Association Rule Mining Technique for Vertical Partitioning Database
Abstract
1 Introduction
1.1 Privacy Preserving
1.2 Association Rule Mining
1.3 Categories of Privacy Breach
2 Literature Review
3 Proposed Work
3.1 Methodology
3.2 Proposed Algorithm
4 Result Analysis
4.1 Memory Usage
4.2 Time Consumption
4.3 Transaction vs. Rules
5 Conclusion
References
Generation of Hindi Word Embeddings and Their Utilization in Ranking Documents Using Negative Sampling Architecture, t-SNE Visualization and TF-IDF Based Weighted Average of Vectors
Abstract
1 Introduction
2 Related Work
3 Proposed Model
3.1 Word2Vec Using Negative Sampling Architecture
3.2 Document Embeddings Using Weighted TF-IDF Average of Word Vectors
3.3 Cosine-Similarity Between Query Vectors and Document Vectors
4 Results and Future Work
5 Conclusion
Acknowledgements
References
Design and Performance of Millimeter Wave Antenna for the 5th Generation of Wireless Communication Systems Application
Abstract
1 Introduction
2 Key Issues for Deployment of 5G Network
2.1 Data Coverage
2.2 Ultra Dense Network
2.3 Interference Issue in 5G Mobile Communication
3 Mathematical Formulation of Patch Antenna
3.1 Theoretical Calculations of Slot
4 Designing of Dielectrics Loaded Patch Antennas
4.1 Design of Square Patch Antenna
4.2 Design Specifications
5 Results and Discussion
6 Conclusion
References
Path Construction for Data Mule in Target Based Mobile Wireless Sensor Networks
1 Introduction
2 Related Work
3 System Model and Terminologies
3.1 Network Model
3.2 Terminologies
3.3 Problem Formulation
4 Proposed Work
5 Experimental Results
6 Conclusion
References
Learning to Solve Single Variable Linear Equations by Universal Search with Probabilistic Program Graphs
Abstract
1 Introduction
2 Agent Model
3 Programming Model
3.1 Node Functions
3.2 Composite Node Functions
3.3 Node Configurations
4 Implementing Universal Search
5 Applying Incremental Learning
6 Solving Single Variable Linear Equations
7 Conclusion
References
PKI Model Optimisation in VANET with Clustering and Polling
Abstract
1 Introduction
2 Related Works
2.1 Existing Model
3 Proposed Methodology
4 Implementation Details
5 Conclusion
References
Optimizing Probability of Intercept Using XCS Algorithm
Abstract
1 Introduction
1.1 Probability of Intercept
2 Background
3 POI Optimization Using XCS
3.1 Description of the Model
4 Results
5 Conclusion
References
Reducing the Negative Effect of Malicious Nodes in Opportunistic Networks Using Reputation Based Trust Management
Abstract
1 Introduction
2 Related Works
3 Working Principles
4 Proposed Algorithm
5 Results
5.1 Effect on the Number of Messages Delivered
5.2 Effect on the Rate of Decrease in Message Delivery
6 Conclusions
References
Features Extraction: A Significant Stage in Melanoma Classification
Abstract
1 Introduction
2 Literature Survey
3 Methodology
3.1 Data Acquisition
3.2 Pre-processing
3.3 Segmentation
3.4 Feature Extraction
3.5 Classification
4 Experimental Results
4.1 Evaluation Measures
4.2 Results
5 Conclusion
References
Development of an Innovative Mobile Phone-Based Newborn Care Training Application
Abstract
1 Background
2 Methodology
2.1 Design Phase
2.2 Programming Phase
2.2.1 Dhis2 SDK
2.2.2 Plugins
2.2.3 Offline and Online Modes
2.2.4 Integrating Internal and External Applications/Resources
2.2.5 Privacy and Security
2.3 Beta Testing Phase
3 Results
3.1 Development
3.1.1 Cordova
3.1.2 Plugins
3.1.3 Offline and Online Modes
3.1.4 Integrating Internal and External Applications/Resources
3.1.5 Privacy and Security
3.2 User Interface Improvement
3.3 App Usage Metrics
4 Discussion
4.1 Insights
4.2 Considerations
4.3 Limitations
5 Conclusion
Acknowledgment
References
An Image Encryption Method Using Henon Map and Josephus Traversal
Abstract
1 Introduction
2 Preliminary Concepts
2.1 Henon Map
2.2 Josephus Permutation Problem
3 The Proposed Method
3.1 Pixel Permutation
3.2 Image Encryption Algorithm
4 Results and Discussion
4.1 Statistical Analysis
5 Conclusion
6 Future Work
Acknowledgments
References
Revealing Abnormality Based on Hybrid Clustering and Classification Approach
1 Introduction
2 Related Works
3 Proposed System
3.1 Linear Discriminant Analysis (LDA)
4 Experimental Results
5 Conclusion
References
Medical Recovery System Based on Inertial Sensors
Abstract
1 Introduction
2 Equipment
2.1 Operating Principle
2.2 System Architecture, Developed Equipment and Mode of Operation
2.3 Mathematical Model
3 Use of Equipment and Validation
4 Conclusions
Acknowledgments
References
A Comparative Study of Performance and Security Issues of Public Key Cryptography and Symmetric Key Cryptography in Reversible Data Hiding
Abstract
1 Introduction
2 Proposed Scheme
2.1 Image Encryption Using AES Algorithm
2.2 Data Embedding
2.3 Data Extraction and Image Recovery Using AES Algorithm
2.4 Image Encryption Using RSA Algorithm
2.5 Data Embedding
2.6 Data Extraction and Image Recovery
3 Experimental Results
4 Conclusion
Acknowledgment
References
Haptic Device with Decoupled Motion for Rehabilitation and Training of the Upper Limb
Abstract
1 Introduction
2 Haptic Interfaces for Rehabilitation and Training
3 Functional Requirement and Design of the Haptic Device
4 The Hybrid Dynamics of the Decoupled Model
5 Simulation and Evaluation of the Haptic Device
6 Conclusions
Acknowledgements
References
LSTM Approach to Cancel Noise from Mouse Input for Patients with Motor Disabilities
1 Introduction
2 Related Work
2.1 Adaptive Path Smoothing Technique via B-Spline xxxx
2.2 A Mouse Adapter for People with Hand Tremor 10.1147spssj.443.0621
3 Gathering Data
3.1 Structure of Log File
4 Architecture
4.1 Single RNN Architecture
4.2 Independent Architecture
5 Data Preprocessing
6 Results
7 Conclusion and Future Scope
References
Advancements in Medical Practice Using Mixed Reality Technology
1 Introduction
2 Mixed Reality in Common Medical Practice
3 Proposed Openings
3.1 Towards Patient-Friendly Amblyopia Treatment
3.2 The HoloLens Implementation
3.3 The Exercise Application
4 Discussion
5 Future Work
6 Conclusions
References
Contouring the Behavioral Patterns of the Users of Social Network(ing) Sites and the Need for Data Privacy Law in India: An Application of SEM-PLS Technique
Abstract
1 Introduction
2 The Literature Review
3 The Research Methodology
4 Results and Discussions
4.1 Assessment of PLS Model
4.1.1 Assessment of Measurement Model
4.1.2 Structural Model Evaluation
5 Conclusion
References
Classification of Melanoma Using Different Segmentation Techniques
Abstract
1 Introduction
2 Literature Survey
3 Methodology
3.1 Segmentation of Affected Portion
3.2 Feature Extraction
3.3 Classification
4 Experimental Results
4.1 Dataset Used
4.2 Evaluation Metrics
4.3 Experimental Results
5 Conclusion
References
A Fuzzy Based Hybrid Firefly Optimization Technique for Load Balancing in Cloud Datacenters
Abstract
1 Introduction
2 Related Work
3 Methodology
3.1 Firefly Algorithm
3.1.1 Firefly Optimization Algorithm
3.2 Simulated Annealing
3.2.1 Simulated Annealing Optimization Algorithm
3.3 Fuzzy Hybrid Firefly Optimization for Load Balancing
3.4 Hybrid Firefly Optimization Algorithm Based on Simulated Annealing
3.5 Problem Formation
4 Experimental Results
5 Conclusion
Acknowledgments
References
A Fuzzy Expert System for Diagnosing and Analyzing Human Diseases
Abstract
1 Introduction
2 Literature Review
3 System Architecture
4 Methodology
5 Results and Discussion
6 Conclusion
Acknowledgments
References
Diagnosing Oral Ulcers with Bayes Model
Abstract
1 Introduction
2 Background of the Work
3 Methodology and Data Collection
4 Validation- Implementation and Testing
5 Conclusion
Acknowledgments
References
Design and Implementation of a Fault Management System
Abstract
1 Introduction
2 Background Study on a Fault Management System
3 System Analysis and Design
3.1 Functional Requirements Using Use Case Analysis
3.2 Non Functional Requirements
4 Fault Supervision and Escalation
5 Results and Comparison
6 Conclusion and Recommendation
References
Optimized Path Selection in Oceanographic Environment
Abstract
1 Introduction
2 Related Work
3 Clustering and Optimized Path Selection Using GSA, GA and PSO
3.1 Node Placement
3.2 Cluster Formation
3.3 Sensing and Data Transmitting
3.4 Network Optimization
3.4.1 Network Optimization Using Genetic Algorithm
3.4.2 Network Optimization Using GSA
3.4.3 Network Optimization Using PSO
4 Experimental Results and Analysis
5 Conclusion
References
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Innovations in Bio-Inspired Computing and Applications

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