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Research on Multidimensional Causal Model of Environment in Macao Cotai City Ecological Reserve
He, Cheng1; Liu, Wenjian1; Ren, Jia2; Cui, Yani2
2023
Source PublicationICCSI 2023 - 2023 International Conference on Cyber-Physical Social Intelligence
Pages174-179
Abstract(1) Background: The Macao Cotai City Ecological Reserve in China's Guangdong-Hong Kong-Macao Greater Bay Area is essential for biodiversity, environmental enhancement, and sustainable growth. However, varying weather and intricate environmental issues complicate its oversight. A thorough environmental model, addressing all influential factors, is crucial. (2) Methods: This study employs the Bayesian network (BN) modeling technique to develop a multidimensional causal model for the environment of the Macao Cotai City Ecological Reserve. By utilizing environmental models, the interactions among the three sub-networks: meteorology, air quality, and water quality are analyzed. This facilitates the qualitative and quantitative evaluation of the cause-and-effect relationships between pollutants and the factors influencing such pollutants. Through these models, the aim is to collaboratively predict pollutant concentrations, facilitating informed environmental decision-making and management. (3) Results: The multidimensional causal model designed for the Macao Cotai City Ecological Reserve environment is adept at capturing intricate nonlinear relationships. It is proficient in managing uncertainty, offers high interpretability, and ensures efficient computations. (4) Conclusions: This study offers insights into the environmental systems of Macao Cotai City Ecological Reserve, supporting its management and sustainable development.
Keywordartificial intelligence Bayesian network causality environmental decision-making and management machine learning
DOI10.1109/ICCSI58851.2023.10303960
URLView the original
Language英語English
Scopus ID2-s2.0-85178994225
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Document TypeConference paper
CollectionUniversity of Macau
Affiliation1.University of Macau, Faculty of Data Science City, Macao, Macao
2.Hainan University, School of Information and Communication Engineering, Haikou, China
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
He, Cheng,Liu, Wenjian,Ren, Jia,et al. Research on Multidimensional Causal Model of Environment in Macao Cotai City Ecological Reserve[C], 2023, 174-179.
APA He, Cheng., Liu, Wenjian., Ren, Jia., & Cui, Yani (2023). Research on Multidimensional Causal Model of Environment in Macao Cotai City Ecological Reserve. ICCSI 2023 - 2023 International Conference on Cyber-Physical Social Intelligence, 174-179.
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