VINIF.2020.DA16 – Forecasting air and water pollution in Vietnam with real data by machine learning and inverse problem approaches

Principle Investigator
Prof.Dr.Sc. Dinh Nho Hao
Host Organization
Institute of Mathematics, Vietnam Academy of Science and Technology

Environmental pollution is a pressing problem for the entire society. It does not only affect human life immediately, but also has a long-term impact on many future generations, so forecasting and pointing out environment strategies are absolutely necessary. The project’s goal is to forecast air and water pollution in Vietnam using the methods of machine learning and inverse problems. Specifically, the project will lay the mathematical basis for machine learning approaches and inverse problems for data-driven models and mathematical models to describe air and water pollution processes. That mathematical basis is the foundation for the project’s practical applications: 1) Air quality forecast based on actual monitoring data with a specific application address (expected in a region of Ho Chi Minh City), 2) Water quality forecast based on actual monitoring data with specific application address (expected in a region of Binh Duong Province), 3) User-friendly software and interface development and applications (apps) on smartphones.

This is a multidisciplinary research project, in which the results of the project have impacts on the development of Science, Technology, Education, socio-economic development and environmental protection in many different aspects.

Principle Investigator
Prof.Dr.Sc. Dinh Nho Hao
Host Organization
Institute of Mathematics, Vietnam Academy of Science and Technology

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Expect Progress
01/10/2020
01/11/2021
Phase 1

Select forecasting models, lay the mathematical basis for model learning methods and inverse problem methods, collect and train data.

Products: support for training 01 PhD student and 01 master’s degree, 02 pre-publications.

01/10/2022
Phase 2

Mathematical basis for model learning methods and inverse problem methods. Test models.

Products: training support for 01 master’s degree, 02 pre-publications, 02 Q1 articles.

01/10/2023
Phase 3

Support training for 01 master’s degree, software, friendly interface, apps on smartphones, 04 Q1 articles.

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