Projects per year
Abstract
Evaluating the effectiveness of clean air policies is important in the cycle of air quality management, ensuring policy accountability and informing future policy-making processes. However, such evaluations are challenging due to complex confounding factors such as varying weather conditions or seasonal or annual changes in air quality unrelated to the policy implementation. To address this challenge, we developed 'aqpet', a R package designed to streamline the quantification of policy effects on air quality using observational data. The package 'aqpet' includes: (1) automated-machine learning to predict air pollutants under average weather conditions – a process term as "weather normalisation"; (2) augmented synthetic control method (ASCM) to quantify the actual policy impact on air pollution. 'aqpet' offers functions for data collection and preparation, building auto-machine learning models, conducting weather normalisation, model performance evaluation and explanation, and causal impact analysis using ASCM. 'aqpet' enables fast, efficient, and interactive policy analysis for air quality management.
Original language | English |
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Article number | 106052 |
Number of pages | 12 |
Journal | Environmental Modelling and Software |
Volume | 177 |
Early online date | 20 Apr 2024 |
DOIs | |
Publication status | Published - Jun 2024 |
Bibliographical note
Publisher Copyright:© 2024 The Authors
Keywords
- Air quality policy evaluation
- Augmented synthetic control
- Machine learning
- Observational data analysis
- Weather normalisation
ASJC Scopus subject areas
- Software
- Environmental Engineering
- Ecological Modelling
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Dive into the research topics of 'Aqpet — An R package for air quality policy evaluation'. Together they form a unique fingerprint.Projects
- 2 Active
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A Health-centred Systems Approach towards Net-Zero: Transforming regional climate mitigation policies (Heal-NZ)
Shi, Z. (Principal Investigator), Jowett, S. (Co-Investigator), Day, R. (Co-Investigator), Bloss, W. (Co-Investigator), Bartington, S. (Co-Investigator), Cavoski, A. (Co-Investigator), Prestwood, E. (Co-Investigator), Pope, F. (Co-Investigator), Ferranti, E. (Co-Investigator), Shan, Y. (Co-Investigator), Reardon, L. (Co-Investigator) & Wang, X. (Co-Investigator)
1/10/23 → 30/09/26
Project: Research
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West Midlands Air Quality Improvement Programme
Sevinc, D. (Co-Investigator), Pope, F. (Co-Investigator), Bloss, W. (Principal Investigator), Chapman, L. (Co-Investigator), Thomas, N. (Co-Investigator), Shi, Z. (Co-Investigator), Bartington, S. (Co-Investigator), Bryson, J. (Co-Investigator), Jowett, S. (Co-Investigator), Muller, C. (Co-Investigator), MacKenzie, R. (Co-Investigator), Harrison, R. (Co-Investigator), Ferranti, E. (Co-Investigator) & Cai, X. (Co-Investigator)
Natural Environment Research Council
1/01/19 → 31/12/24
Project: Research Councils