Geoinformatics and Data Analysis: Selected Proceedings of ICGDA 2022 (Lecture Notes on Data Engineering and Communications Technologies, 143)

✍ Scribed by Salah Bourennane (editor), Petr Kubicek (editor)

• Publisher: Springer
• Year: 2022
• Tongue: English
• Leaves: 206
• Edition: 1st ed. 2022
• Category: Library

✦ Synopsis

This book contains the proceedings of the 5th International Conference on Geoinformatics and Data Analysis (ICGDA 2022), held in January 21–23, Paris, France. Geoinformatics helps to support basic scientific inquiry as well as address the complex social and environmental challenges. It becomes very important technology to decision-makers across a wide range of disciplines such as computer science, information technology, software engineering, biogeography, geography, conservation, architecture, spatial analysis and reinforcement learning. The papers included in this proceeding share the latest research results and practical application examples on the methodologies and algorithms in the area of geoinformatics and data analysis, including software and information engineering, environmental geography and geographic information system, which makes the book a valuable reference for researchers, engineers and university students who are working in the field.

✦ Table of Contents

Preface
Organization
Conference Committees
Advisory Chair Committee
Conference Chairs
Conference Program Chairs
Conference Program Co-chairs
Conference Publicity Chair
Technical Committee
Contents
Geomorphology and Meteorology
Spatio-Temporal Characteristics of Land-Cover Changes in China During 2000–2019
1 Introduction
2 Materials and Methods
2.1 Data Sources
2.2 Methods
3 Results and Observations
3.1 Changes in Land Cover Dynamicity
3.2 Changes in Land Cover Conversion
3.3 Land Use Efficiency Across China
4 Discussion and Conclusions
References
Analyzing Geospatial Key Factors and Predicting Bike Activity in Hamburg
1 Introduction
2 Related Work
3 Use Case and Data
4 Methodology and Data Analysis
4.1 Metric of Geospatial Impact
4.2 Key Factors and Prediction
5 Results and Discussion
5.1 Key Factors
5.2 Prediction
6 Conclusion and Future Work
References
Evaluation and Pattern Optimization of Ecological Space of Chongqing with Remote Sensing Data
1 Introduction
2 Methodology
2.1 Data
2.2 Ecological Sensitivity
2.3 Ecosystem Service Value
2.4 Ecosystem Quality
2.5 Landscape Pattern
3 Analysis
4 Conclusion
References
Research on Calculation Model of National Fragile State Based on Climate Vulnerability
1 Introduction
2 Analysis of the Problem
2.1 Build the Regional Instability Model Based on Entropy Method
2.2 Climate Change in Sudan and Sierra Leone National Vulnerability
2.3 The Total Cost of Intervention in Climate Change
2.4 Bring the EU into the Calculation Model
3 The Regional Instability Model Based on Entropy Method
3.1 Establish Index System of the Calculation Model
3.2 Determination of Fragile Index Based on Entropy Method
3.3 The Regional Instability Model Based on Entropy Method
3.4 Analysis the State Vulnerability Based on Entropy Method
4 The Total Cost of Intervention in Climate Change
4.1 Effects of Human Intervention
4.2 The Impact of Climate Change on Vulnerability in European Union
5 Conclusion
6 Model Evaluation
References
Daily Rainfall Analysis in Indonesia Using ARIMA, Neural Network and LSTM
1 Introduction
2 Long Short Term Memory (LSTM)
2.1 Forget Gate
2.2 Input Gate
2.3 Output Gate
3 Data and Methods
4 Results and Discussion
4.1 Autoregressive Integrated Moving Average (ARIMA) Model
4.2 Neural Network (NN) Model
4.3 Long Short Term Memory (LSTM) Model
4.4 Comparison of ARIMA, NN and LSTM Models
5 Conclusion
References
Geological Monitoring and Remote Sensing Technology
Development of a Geoinformation Monitoring Module for the Khankalsky Geothermal Deposit in the Chechen Republic
1 Introduction
2 Location and General Description of the Study Area
3 Methods and Methodology
3.1 Types of Technogenic Impact Monitoring
4 Results
5 Conclusions
References
Mapping Fences in Xilingol Grassland Using High Spatiotemporal Resolution Remote Sensing Data
1 Introduction
2 Study Area and Data
2.1 Study Area
2.2 Data
3 Methodology
3.1 Spatial and Temporal Data Fusion
3.2 PCA Dimension Reduction and Feature Extraction
3.3 Image Segmentation
3.4 Cell Edges Removal
3.5 Accuracy Assessment
4 Results and Analysis
4.1 Image Fusion Accuracy
4.2 Fence Extraction Result and Accuracy Assessment
5 Conclusion
References
Comparative Study on Remote Sensing Image Classifier of Jiulong River Basin
1 Introduction
2 Methods
2.1 Study Data
2.2 Classification
2.3 Precision Assessment
3 Results and Analysis
3.1 Precision Analysis of Image Classification in Jiulong River Basin
3.2 Support Vector Machine Classification Result
4 Conclusions
References
OSM-GAN: Using Generative Adversarial Networks for Detecting Change in High-Resolution Spatial Images
1 Introduction
2 Background and Related Work
2.1 Generative Adversarial Networks
2.2 Conditional Generative Adversarial Networks
2.3 Detecting Spatial Changes in Spatial Images
3 OSM-GAN Methodology
3.1 Spatial Data Crawling and Processing
3.2 Training the OSM-GAN Model
3.3 Detecting Changes
4 Experimental Results
5 Conclusions
References
Urban Geography and Spatial Planning
Analysis of Urban Sprawl and Growth Pattern Using Geospatial Technologies in Megacity, Bangkok, Thailand
1 Introduction
2 Literature Review
2.1 Compact City
2.2 Jobs-Housing Balance
3 Methodology
3.1 Study Area
3.2 Data Analysis
3.3 Data Analysis Process
4 Results of Analysis
4.1 Land Use Change from 2000 to 2020
4.2 Analysis of Factors Affecting Urban Expansion
5 Conclusions
References
WEB-GIS for Transportation System of Oran City
1 Introduction
2 Project Development
2.1 Platform Architecture
2.2 SIGWEB-RRO Component
2.3 Platform Functionalities
2.4 OSM Data Under the SIG-WEB
2.5 Creation of Geographic Entities
2.6 Query
3 Conclusion
References
Construction Method of City-Level Geographic Knowledge Graph Based on Geographic Entity
1 Introduction
2 Geographic Knowledge Graph Structure Design
2.1 Classification of City-Level Geographic Entities
2.2 The Hierarchical Relationship of Geographic Knowledge Graph
2.3 Fusion of Multi-level Geographic Knowledge Graphs
3 The Establishment and Basic Application of the Horizontal Relationship of the Knowledge Graph
3.1 Determine the Belong-Together Relationship Through the Hierarchical Structure
3.2 Calculate the Spatial Relationship Through the Geometric Model
3.3 Calculating Derived Semantic Relations by Deriving Geographic Entities
3.4 Information Mining Algorithm Based on Graph Relation
4 Conclusion and the Following Research Directions
References
Development of Remote Sensing Software Using a Boosted Tree Machine Learning Model Architecture for Professional and Citizen Science Applications
1 Introduction
2 Design and Algorithms
2.1 User Interface
2.2 Image Processing
2.3 Feature Extraction and Convolutions
2.4 Boosted Tree Architecture
2.5 Surface Type Quantification
3 Conclusions and Future Directions
References
Fast Construction of Vegetation Polygons Based on Object-Oriented Method
1 Introduction
2 Method
2.1 Data
2.2 Multiresolution Segmentation and Classification
2.3 Vegetation Polygons Optimizing Method
3 Evaluation of Construction of Vegetation Polygons
4 Conclusion
References
Software and Information Systems
A/B Testing via Continuous Integration and Continuous Delivery
1 Introduction
2 A/B Testing
2.1 General Characteristics of an A/B Testing System
3 Integration
3.1 System Requirements
3.2 Event-Driven Design
4 Implementation
4.1 Proof of Concept Environment
4.2 A/B Test System
4.3 Example Scenario
5 Conclusion
References
An Automated Approach for Mapping Between Software Requirements and Design Items: An Industrial Case from Turkey
1 Introduction
2 Related Works
3 Methodology
3.1 The Project Under Study
3.2 Preprocessing
3.3 Topic Modeling
3.4 Matching Requirements with SDD Items
3.5 Classification Algorithms
3.6 Performance Evaluation
4 Results and Discussion
5 Conclusion
References
Code Comprehension for Read-Copy-Update Synchronization Contexts in C Code
1 Introduction
2 Related Work
3 Userspace RCU Implementation
3.1 RCU Overview
3.2 RCU Contexts in liburcu
3.3 Context Detection in LLVM IR Code
3.4 Context Detection Algorithm
4 Visualizing Userspace RCU Contexts
4.1 Visualization of the Result
4.2 Monaco Editor
5 Backend Analysis Techniques
6 Future Work
7 Conclusion
References
Author Index