Spatial and Seasonal Dynamics of Air Quality in the Beijing-Tianjin-Hebei Region: An Analysis Using K-means Clustering and BP Neural Networks
Journal Title: Opportunities and Challenges in Sustainability - Year 2023, Vol 2, Issue 4
Abstract
In the context of rapid economic development, air pollution has emerged as a critical environmental issue, particularly in the Beijing-Tianjin-Hebei region. This study, through the application of Air Quality Index (AQI) data and K-means clustering, investigates the seasonal variations and spatial distribution of air quality in this region. It has been identified that air pollution in this area is not only subject to seasonal fluctuation but also exhibits distinct patterns of local spatial aggregation. Utilizing a Back Propagation (BP) Neural Network model, this research predicts AQI values, offering foresight into the development and transformation of haze weather conditions. The findings of this investigation are instrumental in enhancing the understanding of air pollution dynamics, facilitating the formulation of effective air control strategies. Such strategies are vital for the issuance of accurate pollution warnings and reminders, thereby contributing to the mitigation of severe pollution impacts.
Authors and Affiliations
Yuanyuan Wang, Zhuang Wu, Wanshu Fu, Jiaqi Du, Yi Zhang
Keywords
Related Articles
- EP ID EP732083
- DOI https://doi.org/10.56578/ocs020402
- Views 51
- Downloads 1
The Political Evolution of Sustainable Development in the Maltese Islands: A Thirty-Year Analysis (1992-2022)
Sustainable development, a concept of critical importance, has seen increasing integration across various public domains, challenged by the interplay of multifaceted environmental, economic, and social factors under the...
Evaluating Spatial Accessibility to High-Tech Health Services in the Spanish Iberian Peninsula: A GIS-Based Analysis
This study explores the spatial accessibility of high-tech health services across municipalities on the Spanish Iberian Peninsula, focusing on the adequacy of service provision by haemodynamic facilities relative to pote...
Digital Transformation and Risk Mitigation in Emerging Insurance Markets: A Comparative Analysis Between China and Serbia
Recent trends indicate a deceleration in the growth of insurance markets in developed countries, whereas emerging insurance markets, predominantly in Southeast Asia, and led by China, demonstrate a remarkable increase in...
Health Financing in the Pursuit of Sustainable Development Goals: An Examination of Global Averages and Turkey's Position
In the quest to achieve Sustainable Development Goals (SDGs), health economics and the financing of health expenditures emerge as pivotal elements. This literature-based exploration delves into the intricate nexus betwee...
Financial Inclusion in India Through Micro Units Schemes-Sustainable Development for the Five Year (2015-20) Study
Micro units are a significant economic segment of our society and are a major source of employment after the agriculture sector. The purpose of this paper is to assess the performance of the government's scheme after fiv...