Proceedings of the World Conference on Intelligent and 3-D Technologies (WCI3DT 2022) : Methods, Algorithms and Applications / edited by Roumen Kountchev, Kazumi Nakamatsu, Wenfeng Wang, Roumiana Kountcheva.

Format:

Book

Contributor:

Kountchev, Roumen, editor.

Series:

Smart Innovation, Systems and Technologies, 2190-3026 ; 323

Language:

English

Subjects (All):

Automatic control.

Robotics.

Automation.

Artificial intelligence.

Image processing.

Control, Robotics, Automation.

Artificial Intelligence.

Image Processing.

Local Subjects:

Control, Robotics, Automation.

Artificial Intelligence.

Image Processing.

Physical Description:

1 online resource (706 pages)

Edition:

1st ed. 2023.

Place of Publication:

Singapore : Springer Nature Singapore : Imprint: Springer, 2023.

Summary:

This book features a collection of high-quality, peer-reviewed research papers presented at first ‘World Conference on Intelligent and 3-D Technologies’ (WCI3DT 2022), held in China during May 24–26, 2022. The book provides an opportunity for the researchers and academia as well as practitioners from industry to publish their ideas and recent research development work on all aspects of 3D imaging technologies and artificial intelligence, their applications, and other related areas. The book presents ideas and the works of scientists, engineers, educators, and students from all over the world from institutions and industries.

Contents:

Intro

Preface

Contents

About the Editors

The Theory and Application of Artificial Intelligence

A Mine Target Detection Technology Based on Artificial Intelligence Algorithm

1 Introduction

2 Overall Process

3 Design Scheme

3.1 Construction of Dataset

3.2 Detection Model Design

3.3 Small Goal Optimization

3.4 Model Compression

4 Experimental Verification

5 Conclusions and Prospects

References

Meta-learning Improves Emotion Recognition

2 Description of Algorithms

3 Experiments with CNN

4 Experiments with Meta-CNN

5 Conclusion

Automatic Machine Learning Model Construction and Performance Validation in Face Recognition

2 Dataset and Method

2.1 Dataset Description

2.2 Dataset Preprocessing

2.3 Proposed Approach

2.4 Implementation Details

3 Results and Discussion

3.1 Results

3.2 Discussion

4 Conclusion

Problem Solving and Algorithm Research of the Integration of News Media Gathering and Editing Based on Artificial Intelligence

2 Methods

2.1 Clustering Model

2.2 Auxiliary Service Design

3 Result Analysis

3.1 The Realization Effect of Theme Extension

3.2 Realization Effect of Manuscript Background

ISAR Image Quality Grade Evaluation of Space Targets Based on Fusion Feature

2 Image Quality Feature Extraction and Fusion

2.1 Overall Texture Features of Image

2.2 Image Detail Intensity Feature

2.3 Image Signal-to-Noise Ratio (SNR) Feature

2.4 Features Normalization and Fusion

3 Image Quality Evaluation Based on Machine Learning

3.1 Offline Training of Image Quality Evaluation Model

3.2 Online Evaluation of Image Quality

4 Experiment and Analysis

References.

Research on the Key Technologies of Big Data Security and Privacy Protection in the Field Based on Artificial Intelligence

2 Method

2.1 Big Data Security and Privacy Protection Data Processing Platform

2.2 Differential Privacy Data Publishing Based on Spark Framework

2.3 Dynamic Data Distribution of Differential Privacy Based on Fractal Dimension

3.1 Publishing Results of Differential Privacy Data Based on Spark Framework

3.2 Dynamic Data Distribution Results of Differential Privacy Based on Fractal Dimension

Research on Explosive Shock Wave Parameters Film Test Method Based on Image Method

2.1 Principle Analysis

2.2 Design Experiment of Thin Film

3.1 Failure Analysis

3.2 Relationship Between Pressure and Deformation Disturbance

3.3 Influencing Factors

Research on Chinese News Text Classification Based on ERNIE Model

2 Related Work

3 Chinese News Text Classification Method Based on ERNIE Model

3.1 ERNIE Pre-training Model

3.2 The Transformer Encoder

4.1 Experimental Data

4.2 Experimental Environment

4.3 Evaluation Indicators

4.4 Experimental Parameters

5 Experimental Parameters

6 Experiment and Analysis

Routing Optimization of Computer Network Based on Rough Set Theory and Application of Optimization Algorithm

2 Principle and Model of Rough Set Theory

3 Computer Network Routing Optimization and Application of Optimization Algorithm

3.1 Routing Optimization of Computer Network Based on Rough Set Theory

3.2 Optimization Algorithm of Computer Network Routing

4 Conclusions

An Improved Probabilistic Routing Algorithm Based on Moving Direction Prediction in DTNs

3 An Improved Probabilistic Routing Algorithm Based on Node Moving Direction Prediction

3.1 Probabilistic Routing Algorithm Based on Node Moving Direction Prediction-M-Prophet

3.2 Implementation Process of Message Forwarding

4 Simulation Experiment and Result Analysis

4.1 Parameter Settings of Simulation

4.2 Network Performance Indicators

4.3 Analysis of Simulation Results

5 Concluding Remarks

Indoor Loop Closure Detection Based on Semantic Topology Graph Matching

2.1 Semantic Information Extraction

2.2 Graph Construction

2.3 Graph Descriptor Extraction and Matching

2.4 Geometric Constraints

3 Experiment

3.1 Dataset

3.2 Experimental Setup

3.3 Result Analysis

Federated Learning Ciphertext Retrieval Based on Hybrid Cloud Architecture

2 Problem Description

2.1 System Model

2.2 Thread Model

2.3 Notations

3 Model

3.1 Neural Network Vector Generation Model

3.2 Maintaining the Integrity of the Specifications

4 Proposed Scheme

5 Security Analysis

6 Performance Evaluation

7 Security Analysis

8 Conclusion

Evaluation of Reservoir Water Quality Based on Fuzzy Comprehensive Evaluation Method

2 Fuzzy Comprehensive Evaluation of Reservoir Water Quality

2.1 Determine the Evaluation Index

2.2 Create an Evaluation Set

2.3 Determine the Membership Function

2.4 Determine the Evaluation Factor Weights

2.5 Overview

3 Conclusion

Efficient Ciphertext Retrieval in Internet of Things Based on Fog Consumption Computing System

3 Problem Description.

3.1 Retrieval System Model

3.2 Correlation Score

3.3 Symbol Description

4 Encryption and Retrieval of Data

4.1 Algorithm Architecture of Ciphertext Retrieval

4.2 Construction and Retrieval of Range Tree

4.3 Range Tree Update

5 Analysis and Simulation

6 Conclusion

Strip and Spatial Social Pooling for Trajectory Prediction

3 Methodology

4 Model Structure

4.1 LSTM Encoder

4.2 Strip and Spatial Social Pooling Module

4.3 LSTM Decoder

5 Experiments

5.1 Dataset

5.2 Experiment Setup

5.3 Metrics

5.4 Compared Models

5.5 Result

5.6 Ablation Studies

Resolving Syntactic and Semantic Ambiguities from a Minimalist Approach: A Case Study of Mandarin PPs

2 Functional Projection in PPs

3 Disambiguation on Mandarin PPs Under Functional Projection

3.1 The Structure of Postverbal PP

3.2 Verbal Semantics and the Postverbal PP Structure

Feature Detection Algorithm Combined with Machine Learning Applied to Abnormal ECG Diagnosis System

2 ECG Signal and Front-End Hardware

2.1 ECG Signal Analysis

2.2 Front-End Hardware Analysis

3 Algorithm Introduction

3.1 Signal Acquisition Algorithm

3.2 Brief Description of Pan-Tompkins Algorithm

3.3 Learning Process

Time Series Prediction of Complex Equipment Accident Rate Based on Wavelet Packet and Elman Neural Network

2 Wavelet Packet Denoising

3 Elman Neural Network

4 WPD-Elman Neural Network

5 Experimental Evaluation

6 Conclusions

Data Generation Method and Training Mode of Relationship Extraction Based on Neural Network

2.1 Method Framework

2.2 Case Analysis.

3 Result Analysis

Ship Heading Control Based on Improved Particle Swarm Optimization Algorithm

2 Mathematical Model

2.1 Ship Response Mathematical Model

2.2 Mathematical Model of Steering Gear Servo System

2.3 Wave Interference Model

2.4 PID Controller

3 PSO-PF Algorithm Principle

4 Objective Function

5 Simulation Experiment and Analysis

Research on Big Data Artificial Intelligence Technology Based on Deep Learning

2.1 Artificial Intelligence and Image Recognition

2.2 Artificial Intelligence Modeling Design Decision Model Based on ResNet Algorithm

Convolutional Neural Network Prediction of Underwater Anechoic Coating: Effect of Material Properties on Absorption Coefficient

2 Material Properties

2.1 Parameters of the Coating

2.2 Architecture of CNN-Based Model

2.3 Parameters Fine-Tuning

3 Results

3.1 Forecast Consequent

3.2 Comparison of the CNN and FEM

Image Processing and Recognition

Sonar Image Processing Based on C-V Algorithm

2 The Principle of Sonar Image Target Detection Based on Chan-Vese Algorithm

3 Sonar Image Target Detection Experiment

A Bibliographic Study of Macular Fovea Detection: AI-Based Methods, Applications, and Issues

2 Methodology

3.1 The Developing Trend of MF Detection Publications

3.2 Category Distribution Map

3.3 The Distribution Analysis of Key Authors, Countries, and Institutions

3.4 Burst Keyword Distribution Analysis

3.5 AI-Based Methods, Applications, and Issues

Research on Image Processing Method and Image Classification Model Based on Artificial Intelligence.

Notes:

Includes bibliographical references and index.

Other Format:

Print version: Kountchev, Roumen Proceedings of the World Conference on Intelligent and 3-D Technologies (WCI3DT 2022)

ISBN:

981-19-7184-6