Создание единой экосистемы сбора и обработки данных мониторинга атмосферного воздуха промышленных городов Казахстана. Создание алгоритма обработки больших данных, собираемых имеющимися системами мониторинга качества воздуха.
1. Analysis of long-term historical data on air pollution in industrial cities of Kazakhstan;
2. Determination of the list of priority pollutants (markers, the most dangerous in terms of impact on atmospheric air and characterizing the main industry) for inclusion in the information and analytical platform;
3. Collection and integration of heterogeneous metadata from various sources, including contact measurement data and remote sensing data;
4. Formation of an up-to-date database of atmospheric air quality based on archival materials and data from our own monitoring of atmospheric air quality;
5. Selection of big data analysis tools for the development of the analytical part of the platform;
6. Adaptation of models of transfer and transformation of impurities in the atmosphere to the conditions of the selected industrial city;
7. Data processing based on computationally efficient mathematical algorithms for combining models and observational data to identify pollution sources, including algorithms based on variational and ensemble approaches, coupled tasks and operator equations;
8. Analytical processing of big data based on data mining methods to identify hidden patterns and the development of an expert system using artificial intelligence methods and machine learning algorithms;
9. Analysis of historical data using the developed mathematical apparatus;
10. Identification and ranking of atmospheric air quality factors affecting the quality of life of the population;
11. Creation of a prototype of a unified digital information and analytical platform for support and decision-making in the field of regional environmental policy, based on recognized international indices for assessing the quality of the atmosphere;
12. Deployment of a network of mobile and stationary atmospheric air monitoring sensors for suspended particles PM2.5 and PM10;
13. Organization of a situational center for monitoring and forecasting air pollution in industrial cities.
Published scientific articles
Catalog of Patents and Copyright Certificates
"Device for remote monitoring of atmospheric air" (application number No. 2023/0409.2), No. 8629 dated April 18, 2023, issued by the RSE National Institute of Intellectual Property of the Ministry of Justice of the Republic of Kazakhstan.
"Method of remote monitoring of atmospheric air" (application number No. 2024/0192.2), No. 9055 dated February 12, 2024, issued by the RSE National Institute of Intellectual Property of the Ministry of Justice of the Republic of Kazakhstan.
"Development of a program based on machine learning methods to assess the negative impact of air pollution on public health," No. 42532 dated January 31, 2024.
"Geoinformation system for monitoring the atmospheric air of industrial facilities, taking into account photochemical transformations based on digital technologies", No. 32823 dated February 20, 2023.
