Advances in Harmony Search, Soft Computing and Applications

Name: Advances in Harmony Search, Soft Computing and Applications
Brand: Springer
Price: 213.99 EUR
Availability: OnlineOnly

Joong Hoon Kim Zong Woo Geem Donghwi Jung Do Guen Yoo Anupam Yadav(Editor)

Springer (Publisher)

1st Edition

Published on 20. September 2019

IX, 254 pages

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978-3-030-31967-0 (ISBN)

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Content

Intro
Preface
Contents
Improved Gray-Neural Network Integrated Forecasting Model Applied in Complex Forecast
Abstract
1 Introduction
2 Related Work
3 Improved Integrated Forecasting Model IMGM-BPNN
3.1 Improved Metabolic GM(1,1) Forecasting Models
3.2 Back-Propagation Neural Network
3.3 IMGM-BPNN Applied in Talent Demand Forecast
4 Talent Demand Analysis of a Certain City
4.1 Talent Aggregate Demand Analysis
4.2 Talent Structure Analysis
5 Forecast Results
5.1 Forecast Results of Talent Aggregate Demand
5.2 Forecast Results of Sector Structure
6 Precision Analysis
6.1 Comparison of Fitting Accuracy of Different GM(1,1) Models
6.2 Precision Analysis of Talent Aggregate Demand Forecast
6.3 Precision Analysis of Sector Structure Forecast
7 Conclusion
References
Design of AGV Positioning Navigation Control System Based on Vision and RFID
Abstract
1 Preface
1.1 System Overview
1.2 Hardware Design of Navigation Control System
2 Navigation Control Strategy
2.1 Method of Visual Positioning Precisely
2.2 RFID Positioning Method
3 Image Processing Algorithm
3.1 Automatic Exposure Algorithm Design of Visual Image Acquisition
3.2 Algorithm Design of Visual Longitudinal Guide Line
3.3 Extraction Algorithm Target Contour Pixel
3.4 Edge Contour Detection
3.5 Recognition and Classification of Target Pixel
4 Application and Verification
5 Conclusion
References
Improved Image Retrieval Algorithm of GoogLeNet Neural Network
Abstract
1 Related Work
2 Improved GoogLeNet Neural Network
2.1 GoogLeNet Neural Network
2.2 Hash Function Layer
3 Experimental Methods and Steps
3.1 Dataset
3.2 Experimental Methods
4 Experimental Results and Performance Analysis
4.1 Performance Indicators
4.2 Results on CIFAR-10
4.3 Results on NUS-WIDE
5 Conclusion
References
A Review of Face Anti-spoofing and Its Applications in China
Abstract
1 Introduction
2 Current Research State of Face Anti-spoofing
2.1 Feature Engineering Based Approaches
2.2 Deep Learning Based Approaches
2.3 Other Approaches
2.4 Performance Comparisons
3 Applications of Face Anti-spoofing in China
3.1 Alibaba Cloud
3.2 Tencent Cloud
3.3 Baidu Cloud
3.4 CloudWalk Technology
3.5 SenseTime
4 Trends of Face Anti-spoofing
4.1 Method of 3D Reconstruction of Face Information
4.2 Methods Based on Multimodal Fusion by Various Sensors
4.3 Methods Based on Generative Model
Acknowledgement
References
An Event Based Detection of Internal Threat to Information System
1 Introduction
2 Related Work
3 Internal Threat Detection
3.1 Rules and Regulations
3.2 Internal Staffs' Behavior
3.3 Detection Model
3.4 Detection
4 Evaluation
4.1 Production Evaluation
4.2 Production Deployment
5 Conclusion
References
Loop Closure Detection for Visual SLAM Using Simplified Convolution Neural Network
Abstract
1 Introduction
2 Related Work
3 Method
3.1 Image Preprocessing
3.2 The SCNN Architecture
3.3 The Similarity Calculation
4 Experimental Result and Evaluation
4.1 The Performance of Loop Detection Algorithm
4.2 Computational Time
5 Conclusion
References
Development of Optimal Pump Operation Method for Urban Drainage Systems
Abstract
1 Introduction
2 Methodology
2.1 Advanced Pump Operation
2.2 Multi-objective Harmony Search Algorithm
2.3 Optimization Problem
3 Study Area
4 Application Results
5 Conclusions
Acknowledgements
References
Parameter Estimation of Storm Water Management Model with Sewer Level Data in Urban Watershed
Abstract
1 Introduction
2 Methodology
2.1 Performance Measures
2.2 Model Overview
2.3 Application Network
2.4 Estimated Parameters
3 Application Results
3.1 Model Calibration
3.2 Model Verification
4 Conclusions
Acknowledgements
References
Multiobjective Parameter Calibration of a Hydrological Model Using Harmony Search Algorithm
Abstract
1 Introduction
2 Multi-objective Parameter Calibration of a Hydrological Model
2.1 Modified Tank Model
2.2 Parameters Calibration Approach
2.3 Multi-objective Harmony Search Algorithm
3 Application Results
3.1 Study Area
3.2 Results of Modified Tank Model
4 Conclusions
Acknowledgment
References
Application of Artificial Neural Network for Cyber-Attack Detection in Water Distribution Systems as Cyber Physical Systems
Abstract
1 Introduction
2 Methodology
2.1 Cyber-Attack Specifications
2.2 Performance Indices
2.3 Artificial Neural Network
3 Model Formulation
3.1 Study Network
3.1.1 Datasets of Cyber-Attacks on C-Town
4 Result
5 Conclusion
Acknowledgements
References
Multi-objective Jaya Algorithm for Solving Constrained Multi-objective Optimization Problems
1 Introduction
2 Background
2.1 Jaya Algorithm
2.2 Oppositional Based Learning (OBL)
3 Working Manner of the Proposed Hybrid Method (CMOJA)
4 Numerical Examples and Analysis of Results
4.1 Constrained Multi-objective Problem 1: CONSTR
4.2 Constrained Multi-objective Problem 2: KITA
4.3 Constrained Multi-objective Problem 3: SRN
5 Conclusions
References
DSP-Based Implementation of a Real-Time Sound Field Visualization System Using SONAH Algorithm
Abstract
1 Introduction
2 SONAH Algorithm
3 Implementation
3.1 Hardware Design
3.2 Software Development
4 Performance
4.1 Computer Simulation
4.2 Experiment Results
5 Conclusion
References
The Economic Impact Analysis of the 1994 Northridge Earthquake by Deep Learning Tools
Abstract
1 Introduction
2 Methodology, Data and Model Test
3 Test the Abnormal Returns in the Event Window
4 Conclusions
Acknowledgement
References
SWT-ARMA Modeling of Shenzhen A-Share Highest Composite Stock Price Index
Abstract
1 Introduction
2 Multiscale Simulation and Prediction Based on SWT and ARMA Model
2.1 Basic Principle of SWT Positive and Inverse Transformation
2.2 Multiscale Modelling
3 Time Series Modeling and Testing of Shenzhen A-Share Highest Composite Stock Price Index
3.1 Time Series Data Selection and Stationarity Test of Shenzhen A-Share Highest Composite Stock Price Index
3.2 SWT and ARMA Modeling of Shenzhen A-Share Highest Composite Stock Price Index Time Series
3.3 Comprehensive Comparison Between SWT-ARMA and ARMA Models
4 Discussion and Conclusion
References
The Application of Text Categorization Technology in Adaptive Learning System for Interpretation of Figures
Abstract
1 Introduction
2 Current Studies on Machine Learning Classification Technology
3 Application of Machine Learning Text Categorization Technology
4 Case Analysis
4.1 Equation to Be Used
4.2 The Experimental Results (Take Chinese-English Translation as an Example)
5 Summary
Acknowledgement
References
A Method for Extracting and Simplifying the Stray Capacitance Matrix of the Dry-Type Smoothing Reactor
Abstract
1 Introduction
2 Simulation and Analysis
2.1 Theoretical Analysis
2.2 Structure of a Small Reactor
2.3 Extraction and Simplification of the Matrix
2.4 Simulation Verification
3 Experiment and Discussion
3.1 Extraction and Simplification of the Matrix of the Prototype
3.2 Experiment
4 Conclusion
References
Coordinated, Efficient and Optimized Crowd Evacuation in Urban Complexes
1 Introduction
2 System Framework
2.1 Pedestrian Evacuation Model
2.2 Vehicles Scheduling Model
2.3 Evaluation Index
3 Evaluation
3.1 Evacuation Route Planning
3.2 Indoor Crowd Evacuation
3.3 Vehicles Scheduling Algorithm
3.4 Robustness Verification
3.5 Discussion
4 Conclusion
References
The Application of Big Data to Improve Pronunciation and Intonation Evaluation in Foreign Language Learning
Abstract
1 Preface
2 Current Situations of Oral Foreign Language Learning Platforms
3 Speech Recognition Technology and Principles of Evaluation
4 Overall Framework Design on the System
5 The Process of Evaluation on Pronunciation and Intonation
5.1 Evaluation on Pronunciation
5.2 Evaluation on Fluency
5.3 Evaluation on Intonation, Stress and Rhythm
6 Experimental Results
7 Summary
Acknowledgement
References
Serviceability Assessment Model Based on Pressure Driven Analysis for Water Distribution Networks Under Seismic Events
Abstract
1 Introduction
2 Methodology
2.1 REVAS.NET
2.2 PDA Based Seismic Reliability Evaluation Model
3 Application Results
3.1 Application Network
3.2 Results of Scenarios
4 Conclusions
Acknowledgements
References
Research on an Evaluation of the Work Suitability in the New First-Tier Cities
Abstract
1 Introduction
2 Construction of City Industrial Evaluation Index System
3 Study on the Industrial Evaluation of New First-Tier Cities Based on Entropy-TOPSIS Model
3.1 Discussion on Practicality of Entropy-TOPSIS Model
3.2 Entropy-TOPSIS Model Evaluation Steps
4 Empirical Research
4.1 Source of Indicator Data
4.2 Model Solution
4.3 Analysis of Results
5 Conclusion
References
Optimal Path Planning in Environments with Static Obstacles by Harmony Search Algorithm
1 Introduction
2 Path Representation and Mathematical Model
3 Harmony Search Algorithm
4 Simulation Results
5 Conclusion
References
Online Feature Selection via Deep Reconstruction Network
1 Introduction
2 Related Work
2.1 Non Stationary Data Stream Learning
2.2 Feature Selection
3 Proposed Method
3.1 The Feature Monitoring Approach
3.2 Feature Selection Using Auto-Encoders
3.3 Ensemble Policy
4 Results and Evaluation
4.1 Test Set-Up
4.2 Evaluation Metrics
4.3 Results
5 Conclusions
References
4-Rule Harmony Search Algorithm for Solving Computationally Expensive Optimization Test Problems
Abstract
1 Introduction
2 4-Rule Harmony Search
3 Validation and Efficiency
3.1 Classical Benchmark Problems
3.2 CEC' 2015 Computationally Expensive Problems
4 Conclusions and Future Research
Acknowledgement
References
An Empirical Case Study for the Application of Agricultural Product Traceability System
Abstract
1 Introduction
2 Mobile Solution from Model-Driven Business Transformation
3 Traceability System for Gin-Guo Pear in Tianjin
4 Summary and Conclusions
Acknowledgments
References
Study on the Coordinating Policy of Multi-echelon Inventory System
1 Introduction
2 Optimal Decision of Decentralized Inventory System
2.1 The Structure of Decentralized Two-Level Inventory System
2.2 Decision for Node 2
2.3 Decision for Node 1
3 Coordination Failure of Decentralized Inventory System
4 Coordinating Policy by Revenue Sharing Contract
5 Conclusion
References
Remote Intelligent Support Architecture for Ground Equipment Control in Space Launch Sites
Abstract
1 Introduction
2 Related Research and Requirements
2.1 Control System at Launch Site
2.2 Intelligent Fault Diagnosis System
2.3 Technical Support
2.4 Current Status of Control System at Launch Site
3 Hierarchical Remote Intelligent Support Architecture for Ground Equipment
3.1 Field Level
3.2 Launch-Site Level
3.3 Long-Range Level
3.4 Intelligent Support Flow in Mission
4 Hierarchical Remote Intelligent Support Architecture for Ground Equipment
4.1 State Verification of Remote Control
4.2 Intelligent Fault Diagnosis
4.3 Intelligent Support
5 Construction of Remote Intelligent Support Architecture
6 Conclusion
References
Correlation Analysis and Body-Weight Estimation of Yak Traits in Yushu Prefecture
Abstract
1 Introduction
2 Materials and Methods
3 Algorithm Implementation
3.1 Descriptive Analysis
3.2 Correlation Analysis
3.3 Linear Regression Prediction
4 Conclusion
References
The Macroeconomic Influence of China Futures Market: A GARCH-MIDAS Approach
1 Introduction
2 Data and Methodology
2.1 Data
2.2 GARCH-MIDAS Model
3 Empirical Results
4 Conclusion
References
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Advances in Harmony Search, Soft Computing and Applications

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