Recommended citation:
Nesterenko S., Baistruk O., Musiienko K., Frolov O. Intellectual processing of geospatial and geodetic data in municipal management systems. Monograph. – Primedia eLaunch, Boston, USA, 2026. – 230 p.
TABLE OF CONTENTS
| INTRODUCTION | 9 | |
| 1 | GEOSPATIAL AND GEODETIC DATA IN DIGITAL MUNICIPAL MANAGEMENT SYSTEMS |
13 |
| 1.1 | The role of geospatial and geodetic data in modern territorial management |
13 |
| 1.2 | Classification of sources of geodetic and spatial data in municipal systems |
15 |
| 1.3 | Structure and properties of geodata: accuracy, completeness, relevance, consistency |
18 |
| 1.4 | Problems of geodetic data quality in digital GIS | 20 |
| 1.5 | Geodata as the basis for management decisions in local communities | 23 |
| 1.6 | The conceptual role of geodetic and geospatial data in the transformation of municipal GIS |
26 |
| 1.7 | Regulatory, legal and standard support for geodetic and geospatial data in Ukraine and the European Union |
28 |
| 1.8 | Geospatial data in the context of the Smart City concept | 35 |
| 2 | METHODS OF PRELIMINARY PROCESSING OF GEODETIC AND GEOSPATIAL DATA |
41 |
| 2.1 | Theoretical foundations of preliminary processing of geodetic data | 41 |
| 2.2 | Filtering, smoothing and normalisation of geodetic measurements | 44 |
| 2.3 | Transformation of coordinate systems and conversion of data to a single spatial environment |
46 |
| 2.4 | Office processing of geodetic data in GIS and CAD | 48 |
| 2.5 | Preparation of geodetic data for intelligent analysis and machine learning |
51 |
| 2.6 | Methodological readiness of geodetic data for intelligent modelling in municipal GIS |
54 |
| 2.7 | Methods of quality control, validation and accuracy management of geospatial data |
57 |
| 2.8 | Integration of geospatial data from different sources | 61 |
| 2.9 | Spatial-topological operations as a key element of geospatial data preprocessing |
65 |
| 2.10 | Automation of geospatial data preprocessing | 68 |
| 2.11 | High-performance processing of large geospatial data in municipal geographic information system |
74 |
| 3 | ARTIFICIAL INTELLIGENCE METHODS IN GEODETIC DATA PROCESSING |
80 |
| 3.1 | Relevance of artificial intelligence technologies | 80 |
| 3.2 | Overview of existing methods for processing geodetic data | 82 |
| 3.3 | Analysis of approaches to developing methods for processing geodetic data using artificial intelligence |
85 |
| 3.4 | Types of artificial intelligence algorithms | 87 |
| 3.5 | The capabilities of artificial intelligence combined with AutoCAD software |
89 |
| 3.6 | Artificial intelligence in satellite image processing | 91 |
| 3.7 | Integration of artificial intelligence methods into surveying production processes and municipal GIS |
99 |
| 3.8 | Automation of production processes based on artificial intelligence | 106 |
| 3.9 | Intelligent methods for constructing digital twins of territories based on geodetic and geospatial data |
114 |
| 3.10 | Intelligent methods for analyzing and modeling Earth surface deformations based on GNSS, InSAR, and LiDAR data |
121 |
| 3.11 | Intelligent models for anomaly detection and diagnosis of geodynamic processes in geodetic data |
130 |
| 3.12 | Intelligent systems for automated classification and vectorization of geodetic and cartographic data |
135 |
| 4 | INTEGRATION OF INTELLIGENT DATA PROCESSING INTO MUNICIPAL GEOINFORMATION SYSTEMS |
145 |
| 4.1 | Architecture of municipal GIS with intelligent modules | 145 |
| 4.2 | Geoanalytical geodata processing pipeline | 147 |
| 4.3 | Integration of artificial intelligence models with spatial databases | 150 |
| 4.4 | ETL processes and automated processing of geospatial data streams | 152 |
| 4.5 | Intelligent decision support services in local communities | 155 |
| 5 | APPLICABLE SCENARIOS AND PROSPECTS FOR THE DEVELOPMENT OF INTELLIGENT GEODATA PROCESSING |
159 |
| 5.1 | Use of intelligent geodata processing in municipal management | 159 |
| 5.2 | Geodetic and GIS solutions for monitoring infrastructure and territories |
168 |
| 5.3 | Intellectual support for the processes of restoration and development of territorial communities |
178 |
| 5.4 | Standardisation, interoperability and open geodata | 187 |
| 5.5 | Prospects for scientific research and educational application of results |
194 |
| CONCLUSIONS | 204 | |
| REFERENCES | 207 | |
| APPENDICES | 224 |