Integration of geospatia l data based on the application of the JOIN operation of relative algebra
dc.citation.epage | 128 | |
dc.citation.journalTitle | Геодезія, картографія і аерофотознімання | |
dc.citation.spage | 113 | |
dc.citation.volume | 95 | |
dc.contributor.affiliation | Київський національний університет будівництва і архітектури | |
dc.contributor.affiliation | Kyiv National University of Construction and Architecture | |
dc.contributor.author | Лазоренко, Надія | |
dc.contributor.author | Lazorenko, Nadiia | |
dc.coverage.placename | Львів | |
dc.coverage.placename | Lviv | |
dc.date.accessioned | 2023-06-07T08:41:40Z | |
dc.date.available | 2023-06-07T08:41:40Z | |
dc.date.created | 2022-02-22 | |
dc.date.issued | 2022-02-22 | |
dc.description.abstract | Мета цієї роботи – дослідження інтеграції наборів базових і тематичних геопросторових даних на основі операції з’єднання (JOIN) реляційної алгебри та її взаємодії з геокодуванням геопросторових об’єктів, яку реалізовано в сучасних геоінформаційних системах (далі – ГІС) та системах керування базами даних (далі – СКБД) для розвитку національної інфраструктури геопросторових даних (далі – НІГД). Методика. Основою дослідження є аналіз можливостей застосування теорії баз геопросторових даних і баз знань, міжнародних і національних гармонізованих стандартів у сфері Географічна інформація/Геоматика для вирішення питання інтеграції геопросторових даних за допомогою операції з’єднання JOIN реляційної алгебри в об’єктно-реляційних системах керування базами даних (ОР СКБД). Результати. В статті досліджено моделі операції з’єднання Join реляційної алгебри, які лежать в основі геокодування об’єктів і створення електронних газетирів, і доведено її ефективність: операція з’єднання Join забезпечує інтеграцію наборів базових і тематичних геопросторових даних. Для її виконання необхідно визначити обов’язкові географічні ідентифікатори, які мають бути наявні серед атрибутів наборів базових та тематичних геопросторових даних та за якими виконується з’єднання. Різноманітність видів застосування операції з’єднання Join охоплює всі можливі випадки, які виникають при їх практичному застосуванні. Таким чином, використання операції з’єднання Join передбачає на етапі проектування баз геопросторових даних визначити ці обов’язкові географічні ідентифікатори. Зокрема, доцільним є визначення обов’язкових географічних ідентифікаторів (кодів) об’єктів за офіційними загальнодержавними системами класифікації (кодифікації) об’єктів у відповідних галузевих тематичних реєстрах, за які відповідають визначені держателі тематичних даних відповідно до додатку 2 Постанови Кабінету Міністрів України “Про затвердження Порядку функціонування національної інфраструктури геопросторових даних” від 26 травня 2021 р. № 532. Досліджено інтеграцію наборів базових і тематичних геопросторових даних на основі моделей операції з’єднання (JOIN) реляційної алгебри та їх взаємодії з геокодуванням геопросторових об’єктів, яку реалізовано в сучасних ГІС та СКБД для розвитку національної інфраструктури геопросторових даних. Дослідження виконано на наборі базових геопросторових даних, а саме: відомостей про адміністративно-територіальні одиниці Черкаської області, в тому числі їх меж; за тематичні обрано дані зі статистичного бюлетеня соціально-економічного становища Черкаської області за січень 2021 року Головного управління статистики у Черкаській області Державної служби статистики України. Доведено, що операцію з’єднання (JOIN) реляційної алгебри можна використовувати для інтеграції інших тематичних геопросторових даних з базовими геопросторовими даними за допомогою географічних ідентифікаторів, які містять ці набори даних. | |
dc.description.abstract | The purpose of this work is to study the integration of sets of core reference and thematic geospatial data based on the JOIN operation of relational algebra and its interaction with geocoding of geospatial features, which is implemented in modern geographic information systems (GIS) and database management systems (hereinafter – DBMS) for the development of the national spatial data infrastructure (hereinafter – NSDI). Method. The research is based on the analysis of the possibilities of applying the theory of geospatial databases and knowledge bases, international and national harmonized standards in the field of Geographic Information/ Geomatics to solve the problem of integration of geospatial data using the operation JOIN relational algebra in object-relational database management systems (OR DBMS). Results. The paper examines the models of the Join operation of relational algebra, which underlie the geocoding of features and the creation of electronic gazetteers, and proves its effectiveness: the Join operation integrates of core reference and thematic geospatial datasets. There is a need to define the required geographic identifiers, which must be present among the attributes of the core reference and thematic geospatial datasets to perform the join. The variety of uses of the Join operation covers all possible cases that arise in their practical application. Thus, the use of the Join operation involves identifying these required geographic identifiers at the geospatial database design stage. In particular, it is expedient to determine mandatory geographical identifiers (codes) of features according to the official national systems of features classification (codification) in the relevant sectoral thematic registers, which are responsible for certain holders of thematic data in accordance with Annex 2 of the Decree of Cabinet of Ministers “The order for the functioning of the national spatial data infrastructure” of May 26, 2021, No. 532. Scientific novelty and practical significance. The integration of core reference data and thematic geospatial datasets based on JOIN operation models of relational algebra and their interaction with geocoding of geospatial features is researched, which is implemented in modern GIS and DBMS for the development of national spatial data infrastructure. The research was performed on a set of core reference spatial data, namely: information on administrative-territorial units of the Cherkasy region, including their borders; the data from the statistical bulletin of the socio-economic situation of the Cherkasy region for January 2021 of the Main Department of Statistics in Cherkasy region of the State Statistics Service of Ukraine were selected as thematic data. It has been shown that relational algebra join (JOIN) operations can be used to integrate other thematic geospatial data with core reference data using geographic identifiers that contain these datasets. | |
dc.format.extent | 113-128 | |
dc.format.pages | 16 | |
dc.identifier.citation | Lazorenko N. Integration of geospatia l data based on the application of the JOIN operation of relative algebra / Nadiia Lazorenko // Geodesy, Cartography and Aerial photography. — Lviv : Lviv Politechnic Publishing House, 2022. — Vol 95. — P. 113–128. | |
dc.identifier.citationen | Lazorenko N. Integration of geospatia l data based on the application of the JOIN operation of relative algebra / Nadiia Lazorenko // Geodesy, Cartography and Aerial photography. — Lviv : Lviv Politechnic Publishing House, 2022. — Vol 95. — P. 113–128. | |
dc.identifier.doi | doi.org/10.23939/istcgcap2022.95.113 | |
dc.identifier.uri | https://ena.lpnu.ua/handle/ntb/59183 | |
dc.language.iso | en | |
dc.publisher | Видавництво Львівської політехніки, | |
dc.publisher | Lviv Politechnic Publishing House | |
dc.relation.ispartof | Геодезія, картографія і аерофотознімання (95), 2022 | |
dc.relation.ispartof | Geodesy, Cartography and Aerial photography (95), 2022 | |
dc.relation.references | Bhattacharya, D., & Painho, M. (2017). Smart cities | |
dc.relation.references | intelligence system (smacisys) integrating sensor web | |
dc.relation.references | with spatial data infrastructures (sensdi). ISPRS | |
dc.relation.references | Annals of Photogrammetry, Remote Sensing and | |
dc.relation.references | Spatial Information Sciences, 4, 21–28. | |
dc.relation.references | https://run.unl.pt/handle/10362/28046. | |
dc.relation.references | Brandeis Library. Geographic Information Systems | |
dc.relation.references | (GIS). URL: https://guides.library.brandeis.edu/ | |
dc.relation.references | gis/geocoding (дата звернення: 20.04.2022).. | |
dc.relation.references | Bui, D. & Glushko, I. (2015). Expansion of the signature | |
dc.relation.references | of Codd’s relational (table) algebras: current | |
dc.relation.references | state NaUKMA Research Papers. Computer Science | |
dc.relation.references | (177), 95–107. (in Ukrainian). | |
dc.relation.references | Classifier of objects of administrative-territorial | |
dc.relation.references | organization of Ukraine. (in Ukrainian). | |
dc.relation.references | http://www.ukrstat.gov.ua/klasf/st_kls/op_koatuu_2016.htm. | |
dc.relation.references | Codd, E. F. (2002). A relational model of data for large | |
dc.relation.references | shared data banks. In Software pioneers (pp. 263–294). Springer, Berlin, Heidelberg. | |
dc.relation.references | Codd, E. F. (1990). The relational model for database | |
dc.relation.references | management: version 2. Addison-Wesley Longman | |
dc.relation.references | Publishing Co., Inc. | |
dc.relation.references | Connolly, Thomas, & Caroline Begg (2003). Database. | |
dc.relation.references | Design, implementation and maintenance. Theory and | |
dc.relation.references | Practice. Moscow: Williams, 2003. 1436 p., 145–149. | |
dc.relation.references | Decree to the Cabinet of Ministers of Ukraine “On Approval | |
dc.relation.references | of the Procedure for the Functioning of the National | |
dc.relation.references | Geospatial Data Infrastructure” No. 532 dated May 26, 2021. https://zakon.rada.gov.ua/laws/show/532-2021-%D0%BF#Text. | |
dc.relation.references | ESRI’s Geodatabase Website. URL: | |
dc.relation.references | http://support.esri.com/datamodels (дата звернення: 20.04.2022). | |
dc.relation.references | ESRI’s Download Website. URL: | |
dc.relation.references | http://www.esri.com/data/download/census2000_tigerline/index.html (дата звернення: 20.04.2022). | |
dc.relation.references | Franci, F., Lambertini, A., & Bitelli, G. (2014, August). | |
dc.relation.references | Integration of different geospatial data in urban areas: | |
dc.relation.references | a case of study. In Second International Conference | |
dc.relation.references | on Remote Sensing and Geoinformation of the | |
dc.relation.references | Environment (RSCy2014) (Vol. 9229, p. 92290P). | |
dc.relation.references | International Society for Optics and Photonics. | |
dc.relation.references | https://doi.org/10.1117/12.2066614. | |
dc.relation.references | Gao, D., Jensen, C. S., Snodgrass, R. T., & Soo, M. D. | |
dc.relation.references | (2005). Join operations in temporal databases. | |
dc.relation.references | The VLDB Journal, 14(1), 2–29. | |
dc.relation.references | https://link.springer.com/article/10.1007/s00778-003-0111-3. | |
dc.relation.references | Geocoding: Longitude and Latitude by Address. URL: | |
dc.relation.references | https://gisgeography.com/geocoding/ (дата звернення: 20.04.2022). | |
dc.relation.references | Geographic information. Spatial referencing by | |
dc.relation.references | geographic identifiers] (2017). DSTU ISO 19112-2017(ISO 19112:2003, IDT) from 1d October 2019. | |
dc.relation.references | Kyiv. DP “UkrNDNTs” (in Ukrainian). | |
dc.relation.references | Geoportal “Administrative and territorial organization of | |
dc.relation.references | Ukraine”. (in Ukrainian). http://atu.gki.com.ua/ | |
dc.relation.references | Glushko, I. (2013). Calculation and extension of | |
dc.relation.references | signatures of tabular algebras. (PhD dissertation). | |
dc.relation.references | Available from Taras Shevchenko National | |
dc.relation.references | University of Kyiv. URL: (in Ukrainian). | |
dc.relation.references | http://csc.knu.ua/uk/library/dissertations/hlushko.pdf. | |
dc.relation.references | Hansen, H. S. (1999, April). Integrating digital maps and | |
dc.relation.references | administrative registers-Danish experiences. In 21 st | |
dc.relation.references | Urban Data Management Symposium (pp. 21–23). | |
dc.relation.references | How to Geocode in ArcMap. URL: | |
dc.relation.references | https://libraries.mit.edu/files/gis/geocoding.pdf (дата | |
dc.relation.references | звернення: 20.04.2022). | |
dc.relation.references | Karpinsky, Y., & Lazorenko-Hevel, N. (2018). The | |
dc.relation.references | methods of geospatial data collection for topographic | |
dc.relation.references | mapping. Modern achievements of geodesic science and | |
dc.relation.references | industry. (in Ukrainian). http://gki.com.ua/ua/metodizbirannja-geoprostorovih-danih-dlja-topografichnogokartografuvannja. | |
dc.relation.references | Karpinskyi, Y., Lazorenko-Hevel, N. (2020). The system | |
dc.relation.references | model of topographic mapping in the national spatial | |
dc.relation.references | data infrastructure in Ukraine. Geodesy, Cartography | |
dc.relation.references | and Aerial Photography, 92, 24–36. | |
dc.relation.references | https://doi.org/10.23939/istcgcap2020.92.024. | |
dc.relation.references | Karpinskyi, Y., & Lazorenko-Hevel, N. (2020). | |
dc.relation.references | Topographic mapping in the National Spatial Data | |
dc.relation.references | Infrastructure in Ukraine. In E3S Web of | |
dc.relation.references | Conferences (Vol. 171, p. 02004). EDP Sciences. | |
dc.relation.references | https://doi.org/10.1051/e3sconf/202017102004. | |
dc.relation.references | Karpinskyi Y., Lazorenko-Hevel N., Kin | |
dc.relation.references | D. (2020). INSPIREID implementation in the | |
dc.relation.references | topographic database of the main state topographic | |
dc.relation.references | map of Ukraine. Веб ISTCGCAP, 91, 20–27. | |
dc.relation.references | https://doi.org/10.23939/istcgcap2020.91.020. | |
dc.relation.references | Karpinskyi, Y. & Lyashchenko A. (2006). Strategia | |
dc.relation.references | formuvannia natsionalnoi infrastruktury geoprostorovych | |
dc.relation.references | danych v Ukraini, (108 p.). Kyiv: NDIGK. (Ser. | |
dc.relation.references | “Geodesy, cartography, cadastre”) (in Ukrainian). | |
dc.relation.references | Law of Ukraine About National Geospatial Data | |
dc.relation.references | Infrastructure from April 13 2020, No. 554-IX | |
dc.relation.references | (2020). Vidomosti Verkhovnoi Rady Ukrainy. | |
dc.relation.references | Bulletin of Verkhovna Rada of Ukraine. (in Ukrainian). | |
dc.relation.references | Lazorenko-Hevel N. (2021). Geographic identifiers as | |
dc.relation.references | a basis for integration of geospatial data. | |
dc.relation.references | Mistobuduvannya ta terytorialʹne planuvannya, | |
dc.relation.references | (78), 312–326. (in Ukrainian). | |
dc.relation.references | https://doi.org/10.32347/2076-815x.2021.78.312-326. | |
dc.relation.references | Lemenkova, P. (2020). Integration of geospatial data for | |
dc.relation.references | mapping variation of sediment thickness in the North | |
dc.relation.references | Sea. Scientific Annals of the Danube Delta Institute, 25, 129-138. https://doi.org/10.7427/DDI.25.14. | |
dc.relation.references | Lyashchenko, A. & Cherin, A. (2019). Basic models and | |
dc.relation.references | methods of geospatial data integration in GIS of | |
dc.relation.references | urban-planning cadastre. Mistobuduvannya ta | |
dc.relation.references | terytorialʹne planuvannya, (70), 351-365. (in Ukrainian). | |
dc.relation.references | http://repositary.knuba.edu.ua//handle/987654321/6199. | |
dc.relation.references | Lyashchenko, A., Havryliuk, Y., & Smilka, V. (2020). | |
dc.relation.references | Analysis of methods of unique identification of | |
dc.relation.references | objects in geospatial data sets. Mistobuduvannya ta | |
dc.relation.references | terytorialʹne planuvannya, (75), 217–232. | |
dc.relation.references | http://repositary.knuba.edu.ua//handle/987654321/9512. | |
dc.relation.references | Lyashchenko, A., Karpinskyi Y., Havryliuk, Y. & | |
dc.relation.references | Cherin, A. (2021). Methods and means of ensuring | |
dc.relation.references | the interoperability of the components of the national | |
dc.relation.references | geospatial data infrastructure. Mistobuduvannya ta | |
dc.relation.references | terytorialʹne planuvannya, (77), 309–319. (in Ukrainian). | |
dc.relation.references | https://doi.org/10.32347/2076-815x.2021.77.309-319. | |
dc.relation.references | Mardani, M., Mardani, H., De Simone, L., Varas, S., | |
dc.relation.references | Kita, N., & Saito, T. (2019). Integration of machine | |
dc.relation.references | learning and open access geospatial data for land | |
dc.relation.references | cover mapping. Remote Sensing, 11(16), 1907. | |
dc.relation.references | https://doi.org/10.3390/rs11161907. | |
dc.relation.references | Maksymova Y. (2016). Creating a database of | |
dc.relation.references | electronic catalog of object classes for sets of | |
dc.relation.references | profile geospatial data of urban planning | |
dc.relation.references | documentation. Mistobuduvannya ta terytorialʹne | |
dc.relation.references | planuvannya, (62 (1)), 367–376. (in Ukrainian). | |
dc.relation.references | https://repositary.knuba.edu.ua/bitstream/handle/987654321/6932/62a-368-377.pdf?sequence=1. | |
dc.relation.references | Order of the Ministry of Agrarian Policy and Food of | |
dc.relation.references | Ukraine “On approval of technical requirements for | |
dc.relation.references | geospatial data, metadata and geoinformation | |
dc.relation.references | services of the national geospatial data infrastructure” | |
dc.relation.references | from10.11.2021 No. 345. (in Ukrainian). | |
dc.relation.references | Pilicheva, M., Kin, D., & Pomortseva, O. (2018). | |
dc.relation.references | Integration of topographical and cadastral data of the | |
dc.relation.references | basic dataset of a land parcel. Mistobuduvannya ta | |
dc.relation.references | terytorialʹne planuvannya, (66), 523-531. (in Ukrainian). | |
dc.relation.references | Resolution of the Cabinet of Ministers of Ukraine “On | |
dc.relation.references | approval of the Order for national topographic and | |
dc.relation.references | thematic mapping” from 04.09.2013 No. 661. (in | |
dc.relation.references | Ukrainian). | |
dc.relation.references | Rayordan, R. (2001) Relational database fundamentals. | |
dc.relation.references | М.: Publishing house “Russian edition”. | |
dc.relation.references | Shypulin, V. (2021). Integrated real estate information | |
dc.relation.references | system. Concept for Ukraine: monograph. O. M. Beketov | |
dc.relation.references | National University of Urban Economy in Kharkiv. (in | |
dc.relation.references | Ukrainian). http://eprints.kname.edu.ua/57436/. | |
dc.relation.references | Silberschatz, A., Korth, H. F., & Sudarshan, S. | |
dc.relation.references | (2002). Database system concepts (Vol. 5). | |
dc.relation.references | New York: McGraw-Hill. 1376 p. | |
dc.relation.references | https://snscourseware.org/snsctnew/files/1581236100.pdf | |
dc.relation.references | Stankevich, S., Titarenko, O., & Golubov, S. (2021). | |
dc.relation.references | Mathematical model of integration of heterogeneous | |
dc.relation.references | data in assessing the oil and gas prospects of | |
dc.relation.references | territories. Kherson –2021, 86. (in Ukrainian). | |
dc.relation.references | Statistical bulletin “Socio-economic situation of | |
dc.relation.references | Cherkasy region”. Main Department of Statistics | |
dc.relation.references | in Cherkasy Oblast. (2021). (in Ukrainian). | |
dc.relation.references | http://www.ck.ukrstat.gov.ua/?p=bul_soc_ek. | |
dc.relation.references | Sun, K., Zhu, Y., Pan, P., Hou, Z., Wang, D., Li, W., & | |
dc.relation.references | Song, J. (2019). Geospatial data ontology: the | |
dc.relation.references | semantic foundation of geospatial data integration | |
dc.relation.references | and sharing. Big Earth Data, 3(3), 269–296. | |
dc.relation.references | https://doi.org/10.1080/20964471.2019.1661662. | |
dc.relation.references | The National Standard of Ukraine DSTU 8774:2018 | |
dc.relation.references | “Geographic information. Geospatial data modeling | |
dc.relation.references | rules”. (in Ukrainian). | |
dc.relation.references | http://gki.com.ua/ua/prinjatonacionalni-standartukraiini-dstu-87742018-geografichna-informacijapravila-modeljuvannjageoprostorovih-danih. | |
dc.relation.referencesen | Bhattacharya, D., & Painho, M. (2017). Smart cities | |
dc.relation.referencesen | intelligence system (smacisys) integrating sensor web | |
dc.relation.referencesen | with spatial data infrastructures (sensdi). ISPRS | |
dc.relation.referencesen | Annals of Photogrammetry, Remote Sensing and | |
dc.relation.referencesen | Spatial Information Sciences, 4, 21–28. | |
dc.relation.referencesen | https://run.unl.pt/handle/10362/28046. | |
dc.relation.referencesen | Brandeis Library. Geographic Information Systems | |
dc.relation.referencesen | (GIS). URL: https://guides.library.brandeis.edu/ | |
dc.relation.referencesen | gis/geocoding (Date of appeal: 20.04.2022).. | |
dc.relation.referencesen | Bui, D. & Glushko, I. (2015). Expansion of the signature | |
dc.relation.referencesen | of Codd’s relational (table) algebras: current | |
dc.relation.referencesen | state NaUKMA Research Papers. Computer Science | |
dc.relation.referencesen | (177), 95–107. (in Ukrainian). | |
dc.relation.referencesen | Classifier of objects of administrative-territorial | |
dc.relation.referencesen | organization of Ukraine. (in Ukrainian). | |
dc.relation.referencesen | http://www.ukrstat.gov.ua/klasf/st_kls/op_koatuu_2016.htm. | |
dc.relation.referencesen | Codd, E. F. (2002). A relational model of data for large | |
dc.relation.referencesen | shared data banks. In Software pioneers (pp. 263–294). Springer, Berlin, Heidelberg. | |
dc.relation.referencesen | Codd, E. F. (1990). The relational model for database | |
dc.relation.referencesen | management: version 2. Addison-Wesley Longman | |
dc.relation.referencesen | Publishing Co., Inc. | |
dc.relation.referencesen | Connolly, Thomas, & Caroline Begg (2003). Database. | |
dc.relation.referencesen | Design, implementation and maintenance. Theory and | |
dc.relation.referencesen | Practice. Moscow: Williams, 2003. 1436 p., 145–149. | |
dc.relation.referencesen | Decree to the Cabinet of Ministers of Ukraine "On Approval | |
dc.relation.referencesen | of the Procedure for the Functioning of the National | |
dc.relation.referencesen | Geospatial Data Infrastructure" No. 532 dated May 26, 2021. https://zakon.rada.gov.ua/laws/show/532-2021-%D0%BF#Text. | |
dc.relation.referencesen | ESRI’s Geodatabase Website. URL: | |
dc.relation.referencesen | http://support.esri.com/datamodels (Date of appeal: 20.04.2022). | |
dc.relation.referencesen | ESRI’s Download Website. URL: | |
dc.relation.referencesen | http://www.esri.com/data/download/census2000_tigerline/index.html (Date of appeal: 20.04.2022). | |
dc.relation.referencesen | Franci, F., Lambertini, A., & Bitelli, G. (2014, August). | |
dc.relation.referencesen | Integration of different geospatial data in urban areas: | |
dc.relation.referencesen | a case of study. In Second International Conference | |
dc.relation.referencesen | on Remote Sensing and Geoinformation of the | |
dc.relation.referencesen | Environment (RSCy2014) (Vol. 9229, p. 92290P). | |
dc.relation.referencesen | International Society for Optics and Photonics. | |
dc.relation.referencesen | https://doi.org/10.1117/12.2066614. | |
dc.relation.referencesen | Gao, D., Jensen, C. S., Snodgrass, R. T., & Soo, M. D. | |
dc.relation.referencesen | (2005). Join operations in temporal databases. | |
dc.relation.referencesen | The VLDB Journal, 14(1), 2–29. | |
dc.relation.referencesen | https://link.springer.com/article/10.1007/s00778-003-0111-3. | |
dc.relation.referencesen | Geocoding: Longitude and Latitude by Address. URL: | |
dc.relation.referencesen | https://gisgeography.com/geocoding/ (Date of appeal: 20.04.2022). | |
dc.relation.referencesen | Geographic information. Spatial referencing by | |
dc.relation.referencesen | geographic identifiers] (2017). DSTU ISO 19112-2017(ISO 19112:2003, IDT) from 1d October 2019. | |
dc.relation.referencesen | Kyiv. DP "UkrNDNTs" (in Ukrainian). | |
dc.relation.referencesen | Geoportal "Administrative and territorial organization of | |
dc.relation.referencesen | Ukraine". (in Ukrainian). http://atu.gki.com.ua/ | |
dc.relation.referencesen | Glushko, I. (2013). Calculation and extension of | |
dc.relation.referencesen | signatures of tabular algebras. (PhD dissertation). | |
dc.relation.referencesen | Available from Taras Shevchenko National | |
dc.relation.referencesen | University of Kyiv. URL: (in Ukrainian). | |
dc.relation.referencesen | http://csc.knu.ua/uk/library/dissertations/hlushko.pdf. | |
dc.relation.referencesen | Hansen, H. S. (1999, April). Integrating digital maps and | |
dc.relation.referencesen | administrative registers-Danish experiences. In 21 st | |
dc.relation.referencesen | Urban Data Management Symposium (pp. 21–23). | |
dc.relation.referencesen | How to Geocode in ArcMap. URL: | |
dc.relation.referencesen | https://libraries.mit.edu/files/gis/geocoding.pdf (data | |
dc.relation.referencesen | zvernennia: 20.04.2022). | |
dc.relation.referencesen | Karpinsky, Y., & Lazorenko-Hevel, N. (2018). The | |
dc.relation.referencesen | methods of geospatial data collection for topographic | |
dc.relation.referencesen | mapping. Modern achievements of geodesic science and | |
dc.relation.referencesen | industry. (in Ukrainian). http://gki.com.ua/ua/metodizbirannja-geoprostorovih-danih-dlja-topografichnogokartografuvannja. | |
dc.relation.referencesen | Karpinskyi, Y., Lazorenko-Hevel, N. (2020). The system | |
dc.relation.referencesen | model of topographic mapping in the national spatial | |
dc.relation.referencesen | data infrastructure in Ukraine. Geodesy, Cartography | |
dc.relation.referencesen | and Aerial Photography, 92, 24–36. | |
dc.relation.referencesen | https://doi.org/10.23939/istcgcap2020.92.024. | |
dc.relation.referencesen | Karpinskyi, Y., & Lazorenko-Hevel, N. (2020). | |
dc.relation.referencesen | Topographic mapping in the National Spatial Data | |
dc.relation.referencesen | Infrastructure in Ukraine. In E3S Web of | |
dc.relation.referencesen | Conferences (Vol. 171, p. 02004). EDP Sciences. | |
dc.relation.referencesen | https://doi.org/10.1051/e3sconf/202017102004. | |
dc.relation.referencesen | Karpinskyi Y., Lazorenko-Hevel N., Kin | |
dc.relation.referencesen | D. (2020). INSPIREID implementation in the | |
dc.relation.referencesen | topographic database of the main state topographic | |
dc.relation.referencesen | map of Ukraine. Veb ISTCGCAP, 91, 20–27. | |
dc.relation.referencesen | https://doi.org/10.23939/istcgcap2020.91.020. | |
dc.relation.referencesen | Karpinskyi, Y. & Lyashchenko A. (2006). Strategia | |
dc.relation.referencesen | formuvannia natsionalnoi infrastruktury geoprostorovych | |
dc.relation.referencesen | danych v Ukraini, (108 p.). Kyiv: NDIGK. (Ser. | |
dc.relation.referencesen | "Geodesy, cartography, cadastre") (in Ukrainian). | |
dc.relation.referencesen | Law of Ukraine About National Geospatial Data | |
dc.relation.referencesen | Infrastructure from April 13 2020, No. 554-IX | |
dc.relation.referencesen | (2020). Vidomosti Verkhovnoi Rady Ukrainy. | |
dc.relation.referencesen | Bulletin of Verkhovna Rada of Ukraine. (in Ukrainian). | |
dc.relation.referencesen | Lazorenko-Hevel N. (2021). Geographic identifiers as | |
dc.relation.referencesen | a basis for integration of geospatial data. | |
dc.relation.referencesen | Mistobuduvannya ta terytorialʹne planuvannya, | |
dc.relation.referencesen | (78), 312–326. (in Ukrainian). | |
dc.relation.referencesen | https://doi.org/10.32347/2076-815x.2021.78.312-326. | |
dc.relation.referencesen | Lemenkova, P. (2020). Integration of geospatial data for | |
dc.relation.referencesen | mapping variation of sediment thickness in the North | |
dc.relation.referencesen | Sea. Scientific Annals of the Danube Delta Institute, 25, 129-138. https://doi.org/10.7427/DDI.25.14. | |
dc.relation.referencesen | Lyashchenko, A. & Cherin, A. (2019). Basic models and | |
dc.relation.referencesen | methods of geospatial data integration in GIS of | |
dc.relation.referencesen | urban-planning cadastre. Mistobuduvannya ta | |
dc.relation.referencesen | terytorialʹne planuvannya, (70), 351-365. (in Ukrainian). | |
dc.relation.referencesen | http://repositary.knuba.edu.ua//handle/987654321/6199. | |
dc.relation.referencesen | Lyashchenko, A., Havryliuk, Y., & Smilka, V. (2020). | |
dc.relation.referencesen | Analysis of methods of unique identification of | |
dc.relation.referencesen | objects in geospatial data sets. Mistobuduvannya ta | |
dc.relation.referencesen | terytorialʹne planuvannya, (75), 217–232. | |
dc.relation.referencesen | http://repositary.knuba.edu.ua//handle/987654321/9512. | |
dc.relation.referencesen | Lyashchenko, A., Karpinskyi Y., Havryliuk, Y. & | |
dc.relation.referencesen | Cherin, A. (2021). Methods and means of ensuring | |
dc.relation.referencesen | the interoperability of the components of the national | |
dc.relation.referencesen | geospatial data infrastructure. Mistobuduvannya ta | |
dc.relation.referencesen | terytorialʹne planuvannya, (77), 309–319. (in Ukrainian). | |
dc.relation.referencesen | https://doi.org/10.32347/2076-815x.2021.77.309-319. | |
dc.relation.referencesen | Mardani, M., Mardani, H., De Simone, L., Varas, S., | |
dc.relation.referencesen | Kita, N., & Saito, T. (2019). Integration of machine | |
dc.relation.referencesen | learning and open access geospatial data for land | |
dc.relation.referencesen | cover mapping. Remote Sensing, 11(16), 1907. | |
dc.relation.referencesen | https://doi.org/10.3390/rs11161907. | |
dc.relation.referencesen | Maksymova Y. (2016). Creating a database of | |
dc.relation.referencesen | electronic catalog of object classes for sets of | |
dc.relation.referencesen | profile geospatial data of urban planning | |
dc.relation.referencesen | documentation. Mistobuduvannya ta terytorialʹne | |
dc.relation.referencesen | planuvannya, (62 (1)), 367–376. (in Ukrainian). | |
dc.relation.referencesen | https://repositary.knuba.edu.ua/bitstream/handle/987654321/6932/62a-368-377.pdf?sequence=1. | |
dc.relation.referencesen | Order of the Ministry of Agrarian Policy and Food of | |
dc.relation.referencesen | Ukraine "On approval of technical requirements for | |
dc.relation.referencesen | geospatial data, metadata and geoinformation | |
dc.relation.referencesen | services of the national geospatial data infrastructure" | |
dc.relation.referencesen | from10.11.2021 No. 345. (in Ukrainian). | |
dc.relation.referencesen | Pilicheva, M., Kin, D., & Pomortseva, O. (2018). | |
dc.relation.referencesen | Integration of topographical and cadastral data of the | |
dc.relation.referencesen | basic dataset of a land parcel. Mistobuduvannya ta | |
dc.relation.referencesen | terytorialʹne planuvannya, (66), 523-531. (in Ukrainian). | |
dc.relation.referencesen | Resolution of the Cabinet of Ministers of Ukraine "On | |
dc.relation.referencesen | approval of the Order for national topographic and | |
dc.relation.referencesen | thematic mapping" from 04.09.2013 No. 661. (in | |
dc.relation.referencesen | Ukrainian). | |
dc.relation.referencesen | Rayordan, R. (2001) Relational database fundamentals. | |
dc.relation.referencesen | M., Publishing house "Russian edition". | |
dc.relation.referencesen | Shypulin, V. (2021). Integrated real estate information | |
dc.relation.referencesen | system. Concept for Ukraine: monograph. O. M. Beketov | |
dc.relation.referencesen | National University of Urban Economy in Kharkiv. (in | |
dc.relation.referencesen | Ukrainian). http://eprints.kname.edu.ua/57436/. | |
dc.relation.referencesen | Silberschatz, A., Korth, H. F., & Sudarshan, S. | |
dc.relation.referencesen | (2002). Database system concepts (Vol. 5). | |
dc.relation.referencesen | New York: McGraw-Hill. 1376 p. | |
dc.relation.referencesen | https://snscourseware.org/snsctnew/files/1581236100.pdf | |
dc.relation.referencesen | Stankevich, S., Titarenko, O., & Golubov, S. (2021). | |
dc.relation.referencesen | Mathematical model of integration of heterogeneous | |
dc.relation.referencesen | data in assessing the oil and gas prospects of | |
dc.relation.referencesen | territories. Kherson –2021, 86. (in Ukrainian). | |
dc.relation.referencesen | Statistical bulletin "Socio-economic situation of | |
dc.relation.referencesen | Cherkasy region". Main Department of Statistics | |
dc.relation.referencesen | in Cherkasy Oblast. (2021). (in Ukrainian). | |
dc.relation.referencesen | http://www.ck.ukrstat.gov.ua/?p=bul_soc_ek. | |
dc.relation.referencesen | Sun, K., Zhu, Y., Pan, P., Hou, Z., Wang, D., Li, W., & | |
dc.relation.referencesen | Song, J. (2019). Geospatial data ontology: the | |
dc.relation.referencesen | semantic foundation of geospatial data integration | |
dc.relation.referencesen | and sharing. Big Earth Data, 3(3), 269–296. | |
dc.relation.referencesen | https://doi.org/10.1080/20964471.2019.1661662. | |
dc.relation.referencesen | The National Standard of Ukraine DSTU 8774:2018 | |
dc.relation.referencesen | "Geographic information. Geospatial data modeling | |
dc.relation.referencesen | rules". (in Ukrainian). | |
dc.relation.referencesen | http://gki.com.ua/ua/prinjatonacionalni-standartukraiini-dstu-87742018-geografichna-informacijapravila-modeljuvannjageoprostorovih-danih. | |
dc.relation.uri | https://run.unl.pt/handle/10362/28046 | |
dc.relation.uri | https://guides.library.brandeis.edu/ | |
dc.relation.uri | http://www.ukrstat.gov.ua/klasf/st_kls/op_koatuu_2016.htm | |
dc.relation.uri | https://zakon.rada.gov.ua/laws/show/532-2021-%D0%BF#Text | |
dc.relation.uri | http://support.esri.com/datamodels | |
dc.relation.uri | http://www.esri.com/data/download/census2000_tigerline/index.html | |
dc.relation.uri | https://doi.org/10.1117/12.2066614 | |
dc.relation.uri | https://link.springer.com/article/10.1007/s00778-003-0111-3 | |
dc.relation.uri | https://gisgeography.com/geocoding/ | |
dc.relation.uri | http://atu.gki.com.ua/ | |
dc.relation.uri | http://csc.knu.ua/uk/library/dissertations/hlushko.pdf | |
dc.relation.uri | https://libraries.mit.edu/files/gis/geocoding.pdf | |
dc.relation.uri | http://gki.com.ua/ua/metodizbirannja-geoprostorovih-danih-dlja-topografichnogokartografuvannja | |
dc.relation.uri | https://doi.org/10.23939/istcgcap2020.92.024 | |
dc.relation.uri | https://doi.org/10.1051/e3sconf/202017102004 | |
dc.relation.uri | https://doi.org/10.23939/istcgcap2020.91.020 | |
dc.relation.uri | https://doi.org/10.32347/2076-815x.2021.78.312-326 | |
dc.relation.uri | https://doi.org/10.7427/DDI.25.14 | |
dc.relation.uri | http://repositary.knuba.edu.ua//handle/987654321/6199 | |
dc.relation.uri | http://repositary.knuba.edu.ua//handle/987654321/9512 | |
dc.relation.uri | https://doi.org/10.32347/2076-815x.2021.77.309-319 | |
dc.relation.uri | https://doi.org/10.3390/rs11161907 | |
dc.relation.uri | https://repositary.knuba.edu.ua/bitstream/handle/987654321/6932/62a-368-377.pdf?sequence=1 | |
dc.relation.uri | http://eprints.kname.edu.ua/57436/ | |
dc.relation.uri | https://snscourseware.org/snsctnew/files/1581236100.pdf | |
dc.relation.uri | http://www.ck.ukrstat.gov.ua/?p=bul_soc_ek | |
dc.relation.uri | https://doi.org/10.1080/20964471.2019.1661662 | |
dc.relation.uri | http://gki.com.ua/ua/prinjatonacionalni-standartukraiini-dstu-87742018-geografichna-informacijapravila-modeljuvannjageoprostorovih-danih | |
dc.rights.holder | © Національний університет “Львівська політехніка”, 2022 | |
dc.subject | інтеграція геопросторових даних | |
dc.subject | інтероперабельність | |
dc.subject | операція з’єднання (JOIN) | |
dc.subject | національна інфраструктура геопросторових даних | |
dc.subject | базові геопросторові дані | |
dc.subject | тематичні геопросторові дані | |
dc.subject | geospatial data integration | |
dc.subject | interoperability | |
dc.subject | JOIN operation | |
dc.subject | national spatial data infrastructure | |
dc.subject | core reference data | |
dc.subject | thematic geospatial data | |
dc.subject.udc | 528.001 | |
dc.subject.udc | 681.518 | |
dc.title | Integration of geospatia l data based on the application of the JOIN operation of relative algebra | |
dc.title.alternative | Інтеграція геопросторових даних на основі застосування операції з’єднання (JOIN) реляційної алгебри | |
dc.type | Article |
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