INFORMATION INTELLIGENT TECHNOLOGY OF THE AUTOMATIC GEOREFERENCING OF THE ECOLOGICAL TEXT NATURAL-LANGUAGE INFORMATION

Автор(и)

  • Vitalii Mokin Vinnytsia National Technical University
  • Mykola Horash Vinnytsia National Technical University
  • Yevheniy Kryzhanovskyi Vinnytsia National Technical University
  • Tetiana Vuzh Vinnytsia M. I. Pyrohov National Medical University

DOI:

https://doi.org/10.31649/2307-5392-2020-4-32-41

Ключові слова:

named entity recognition (NER) technology, natural language processing (NLP) technology, NLP, data georeferencing, spatial relations, GIS, machine learning, artificial intelligence, ecological text information

Анотація

Research is devoted to the development of the information intelligent technology of the automated georeferencing of text information-language information by means of the NER (named entity recognition) technology and NLP (natural language processing) technology with the reference to the geographical objects of the vector maps. The study kit is formed by means of partition of the labeled entities-locations and entities-organizations into separate samples, which contain combined in a certain way entities, that characterize the planar objects of larger surface and, separately, those that characterize smaller planar objects, linear and point objects. Such division of the data enables to organize multistage revision of the identification results and models used, this allows to provide simultaneously the increase of the completeness, accuracy and speed of georeferencing of the set ecological text information.

Recommendations, regarding the application of this technology for Ukrainian, English and other languages as well as  for the algorithm for the  preparation of the input cartographic data, using GIS-package of ArcGIS programs are developed. The examples of the application of the separate elements of the suggested technology to real text data about the state of water arrays of the South Bug basin are given.

Біографії авторів

Vitalii Mokin, Vinnytsia National Technical University

Dc. Sc (Eng.), Prof., Head of the Department of System Analysis and Information Technologies.

Mykola Horash, Vinnytsia National Technical University

Graduate student with the Department of System Analysis and Information Technologies

Yevheniy Kryzhanovskyi, Vinnytsia National Technical University

Cand. Sc. (Eng.), Ass. Prof. with the Department of System Analysis and Information Technologies

Tetiana Vuzh, Vinnytsia M. I. Pyrohov National Medical University

Cand. Sc. (Eng.), Ass. Prof. with the Department of Biological Physics, Medical Equipment and Computer Science

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Переглядів анотації: 264

Опубліковано

2021-07-05

Як цитувати

[1]
V. Mokin, M. Horash, Y. Kryzhanovskyi, і T. Vuzh, «INFORMATION INTELLIGENT TECHNOLOGY OF THE AUTOMATIC GEOREFERENCING OF THE ECOLOGICAL TEXT NATURAL-LANGUAGE INFORMATION», Scientific Works of Vinnytsia National Technical University, вип. 4, Лип 2021.

Номер

Розділ

Information Technologies and Computer Engineering

Метрики

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