Intelligent Computing and Optimization

Name: Intelligent Computing and Optimization | Proceedings of the 6th International Conference on Intelligent Computing and Optimization 2023 (ICO2023), Volume 3
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Proceedings of the 6th International Conference on Intelligent Computing and Optimization 2023 (ICO2023), Volume 3

Pandian Vasant Mohammad Shamsul Arefin Vladimir Panchenko J. Joshua Thomas Elias Munapo Gerhard-Wilhelm Weber Roman Rodriguez-Aguilar(Editor)

Springer (Publisher)

Published on 15. December 2023

XVII, 360 pages

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978-3-031-50327-6 (ISBN)

€234.33incl. 7% vat

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Content

Intro
Preface
Contents
About the Editors
I Clean Energy, Agro-Farming, and Smart Transportation
UV-A, UV-B, and UV-C Irradiation Influence on Productivity and Anthocyanin Accumulation in Lettuce, Mustard and Basil Plants in Reduced Light Conditions
1 Introduction
2 Materials and Methods
3 Results and Discussion
4 Conclusion
References
Optimization of Electrocontact Welding Wear-Resistant Functional Coatings Regime in the Use of Engineering Industrial Wastes
1 Introduction
2 Materials and Methods
3 Results
4 Discussion
5 Conclusion
References
Accelerated Growth and Development of Plants as a Result of Their Stimulation in the Impulsed Electric Field
1 Introduction
2 Materials and Methods
3 Results and Dıscussıon
4 Conclusion
References
A Deep Reinforcement Learning Framework for Reducing Energy Consumption of Server Cooling System
1 Introduction
2 Related Work
3 Methodology
3.1 Environment Creation
3.2 Deep Q-Network (DQN)
3.3 Research Ethics
4 Experimental Result and Discussion
5 Conclusion and Future Work
References
Far North: Optimizing Heating Costs
1 Introduction
2 Materials and Methods
3 Results
4 Conclusion
References
Justification for the Need to Develop and Implement Remote Monitoring Systems of the Grain Embankment Condition Which Operate by Using Renewable Energy Sources
1 Introduction
1.1 Main Part
1.2 Physical Factors
1.3 Grain Store Monitoring
1.4 Results and Discussion
2 Conclusions
References
Justification of the Technology of Keeping Animals to Maintain the Microclimate
1 Introduction
1.1 Materials and Methods
1.2 Results and Discussion
2 Conclusions
References
Cattle Icare Monitoring System (CIMS): Remote Monitoring of CATtle's Heart Rate, Temperature, and Daily Steps with Smart Sprinkler System
1 Introduction
2 Materials and Methods
3 Project Design and Development
4 Data Analysis and Interpretation of Results
5 Conclusions
References
Identification of the Distribution of the Viral Potato Infections
1 Introduction
2 Materials and Methods
3 Results and Discussion
4 Conclusion
References
Smart Irrigation System for Farm Application Using LoRa Technology
1 Introduction
2 Literature Survey
3 System Design
3.1 LoRa Sensor Node
3.2 LoRaWAN Gateway
4 Results and Discussion
4.1 Communication Range Test
4.2 RSSI Measurement
4.3 Environmental Monitoring Test
4.4 Web Interface
5 Conclusion
References
The Effect of Illumination on the Productivity of Dairy Cattle
1 Introduction
1.1 Materials and Methods
1.2 Results and Discussion
2 Conclusions
References
Improvement of Technological Process of Growing Hydroponic Green Fodder Triticale (Triticosecale Wittm.) in Indoor Farming Using Light Emitting Diodes
1 Introduction
2 Materials and Methods
3 Results and Discussion
4 Conclusion
References
Design of a Device with a Thermoelectric Module for Transporting Milk
1 Materials and Method
2 Results and Discussion
3 Conclusion
References
Energy-Efficient AI Models for 6G Base Station
1 Introduction
2 Related Work
3 Some A.I. Models for Communication
3.1 Traditional A.I. Methods
3.2 Development of Deep Learning Models
3.3 Future Perspective Learning Methods
4 Some Proposed A.I. Models for Intelligent Base Stations
4.1 Energy-Efficient Base Station
4.2 Research Works for 6G Communication
4.3 Base Station Deployment
4.4 Work State Scheduling
4.5 General Power Control of Base Station
4.6 Green Energy Base Station
5 Conclusion
References
II Green IT, IoTs and Data Analytics
Model-Based Design of User Story Using Named Entity Recognition (NER)
1 Introduction
2 Related Work
2.1 Natural Language Processing for User Story
2.2 Named Entity Recognition
2.3 SpaCy
3 Methodology
3.1 Proposed Model-Based
3.2 Model-Based NER with Spacy
3.3 Main Results
4 Conclusion and Outlook
References
Intrinsic and Extrinsic Evaluation of Sentiment-Specific Word Embeddings
1 Introduction
2 Related Works
3 Methodology
3.1 Dataset Development
3.2 Sentiment-Specific Word Embedding Model Training
3.3 Intrinsic Evaluation & Best Embedding Model Selection
3.4 Feature Extraction
3.5 Extrinsic Evaluation
4 Experiments
5 Results
6 Conclusion
References
Movie Recommender System: Addressing Scalability and Cold Start Problems
1 Introduction
2 Literature Review
3 Working Principle
3.1 Matrix Factorization
3.2 Content-Based Filtering
4 Dataset
5 Methodology
5.1 Approach 1 (Considering Linear Dependency)
5.2 Approach 2 (Considering Non Linear Dependency)
5.3 Cosine Similarity
6 Results and Discussion
7 Conclusion and Future Works
References
E-waste Management and Recycling Model for Dhaka with Collection Strategy Application: A More Effective and Sustainable Approach
1 Introduction
2 Literature Review
3 Materials and Methods
3.1 Data Collection Plan
3.2 Research Process
3.3 Data Analysis
4 Results and Discussion
4.1 Recycling Procedure
4.2 E-Waste Management
4.3 Analysis and Comparison Current and Proposed Model
4.4 Waste Collection
4.5 Interface of Application
5 Conclusion
References
CoBertTC: Covid-19 Text Classification Using Transformer-Based Language Models
1 Introduction
2 Related Work
3 Methodology
3.1 Transformer-Based Language Model Fine-Tuning
3.2 Transformer-Based Language Model Inference
3.3 Best-Performed Model Selection
4 Experiments and Results
4.1 Results
5 Conclusion
References
Glaucoma Detection Using CNN and Study on Class Imbalance Problem
1 Introduction
2 Literature Review
3 Dataset Description
4 Methodology Description
4.1 Data Augmentation
4.2 Generative Adversarial Network (GAN)
5 Proposed Workflow
6 Results and Discussion
6.1 ACRIMA
6.2 Imbalanced Dataset
6.3 Balanced Dataset After Using Augmentation 1
6.4 Balanced Dataset After Using GAN
7 Conclusion
References
Identification of Deceptive Clickbait Youtube Videos Using Multimodal Features
1 Introduction
2 Related Work
3 Dataset Development Processes
4 Clickbait Identification Techniques
5 Results
5.1 Comparisons with Baselines
6 Conclusion
References
Perception and Knowledge of South African Creatives with Regards to Crypto Art, NFTs, and Crypto Art Platforms
1 Introduction
2 Methodology
3 Findings
3.1 Knowledge About Crypto Art, NFTs, and Crypto Art Platforms
3.2 Use of Crypto Art Platforms
3.3 Crypto Art Comprehension and Perception
3.4 NFT Comprehension and Perception
3.5 Crypto Art Platform Comprehension and Perception
4 Conclusion
References
Automated Bone Age Assessment Using Deep Learning with Attention Module
1 Introduction
2 Related Work
3 Methodology
3.1 InceptionV3
3.2 Attention Module
3.3 Regression Module
4 Result and Observation
4.1 Dataset
4.2 Experiment Setting
4.3 Result
5 Conclusion
References
Green Banking Through Blockchain-Based Application for Secure Transactions
1 Introduction
2 Literature Review
3 Methodology
3.1 Implementation Details
4 Software Architecture and Design
4.1 Data Flow Diagram (DFD)
4.2 Algorithm
5 Results and Analysis
5.1 Energy Consumption Analysis Proof-of-Stake Ethereum
5.2 Proof-of-Stake Energy
5.3 A Greener Ethereum
5.4 Evidence of Stake Secured
6 Discussion
7 Conclusion
References
Application of Decision Tree Algorithm for the Classification Problem in Bank Telemarketing
1 Introduction
2 Literature Review
3 The Decision Tree with Gini Index
4 Dataset and Methodology
4.1 Dataset
4.2 Methodology
5 Results and Discussion
6 Conclusion
References
Robust Feature Extraction Technique for Hand Gesture Recognition System
1 Introduction
2 Literature Survey
3 Dataset
4 Methodology
4.1 Singular Value Decomposition (SVD)
4.2 Canny Edge Detection
4.3 Autoencoder
5 Machine Learning Algorithm
5.1 K-Nearest Neighbor
5.2 Naive Bayes Classifier
5.3 Support Vector Machine
6 Results and Discussion
7 Conclusion
References
Adaptive Instance Object Style Transfer
1 Introduction
2 Proposed Scheme
3 Experimental Results
4 Conclusion
References
Case Study: A Review of Cybersecurity Policies and Challenges in Indonesia
1 Introduction
2 Condition of Cybersecurity in Indonesia
3 Challenges and Opportunities
4 Conclusion
References
Lowering and Analyzing the Power Consumption of Smartphones
1 Introduction
2 Related Work
3 Materials and Methods
3.1 Sampling
3.2 Experimental Setup
4 Implementation and Experimental Result Analysis
4.1 Delay Tolerant
4.2 Transmission for Minimize Power
4.3 Result Analysis
4.4 Result Evaluatıon
5 Conclusion
References
Comparison for Handwritten Character Recognition and Handwritten Text Recognition and Tesseract Tool on IJAZAh's Handwriting
1 Introduction
2 Theoretical Basis
2.1 Convolutional Neural Network (CNN)
2.2 Convolutional Recurrent Neural Network (CRNN)
3 System Design
4 Implementation System and Testing System
5 Conclusion
References
Secure Communication Through Quantum Channels: A Study of Quantum Cryptography
1 Introduction
2 Basic Principles and Concepts of Quantum Communication and Cryptography
3 A Review of the Various Physical Implementations of Quantum Communication Systems
4 Analysis of the Security of Quantum Communication and Cryptography Protocols and its Comparison with Classical Encryption Methods
5 The Advantages of Quantum Communication and Cryptography Over Traditional Methods
6 Challenges and Limitations of Quantum Communication and Cryptography
7 The Current Trends and Future Directions of Research in Quantum Communication and Quantum Cryptography
8 The Potential Impact of Quantum Communication and Cryptography on Various Industries and Applications
9 Conclusion
References
A Study on Android Malware Classification by Using Federated Learning
1 Introduction
2 Related Works
3 Federated Learning Frameworks
4 Experimental Deployment
5 Conclusion
References
Post-harvest Soybean Meal Loss in Transportation: A Data Mining Case Study
1 Introduction
2 Methods
2.1 RMT Process
2.2 Data Preprocessing
2.3 Data Mining
3 Results and Discussions
3.1 Data
3.2 Data Descriptive
3.3 Clustering and Classification
4 Conclusion
References
Android Application Behavior Monitor by Using Hooking Techniques
1 Introduction
2 Related Works
3 Proposed System
3.1 API Hooking Module
3.2 Behavior Collector Module
3.3 Malicious Behavior Detector
4 Evaluation
4.1 Dataset
4.2 Evaluation
5 Conclusion and Future Works
References
Blockchain in Concurrent Green IoT-Based Agriculture: Discussion, Analysis, and Implementation
1 Introduction
2 Literature Review
3 Three-Layer Architecture of Green IoT Devices
4 Security and Privacy Issues in Every Layer
5 Blockchain-Based Solutions
6 Results and Findings
7 Conclusion
References
Automatic Document Summarization of Unilingual Documents: A Review
1 Introduction
2 Distribution of Papers
3 Detailed Review
3.1 Unilingual Single Document Summarization
3.2 Unilingual Multi-document Summarization
4 Conclusion
References
Author Index

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Intelligent Computing and Optimization

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