ChinaHighPM₁₀: Daily Seamless 1 km Ground-Level PM₁₀ Dataset for China (2000–Present)
收藏资源简介:
ChinaHighPM10 is part of a series of long-term, seamless, high-resolution, and high-quality datasets of air pollutants for China (i.e., ChinaHighAirPollutants, CHAP). It is generated from big data sources (e.g., ground-based measurements, satellite remote sensing products, atmospheric reanalysis, and model simulations) using artificial intelligence, taking into account the spatiotemporal heterogeneity of air pollution. Here is the big data-derived seamless (spatial coverage = 100%) daily, monthly, and yearly 1 km (i.e., D1K, M1K, and Y1K) ground-level PM10 dataset for China from 2000 to the present. This dataset exhibits high quality, with a cross-validation coefficient of determination (CV-R2) of 0.90, a root-mean-square error (RMSE) of 21.12 µg m-3, and a mean absolute error (MAE) of 11.22 µg m-3 on a daily basis. If you use the ChinaHighPM10 dataset in your scientific research, please cite the following reference (Wei et al., EI, 2021): Wei, J., Li, Z., Xue, W., Sun, L., Fan, T., Liu, L., Su, T., and Cribb, M. The ChinaHighPM10 dataset: generation, validation, and spatiotemporal variations from 2015 to 2019 across China. Environment International, 2021, 146, 106290. https://doi.org/10.1016/j.envint.2020.106290 The data is continuously updated, and all (including daily) data for the year 2022 is accessible at: ChinaHighPM10 (2022) all (including daily) data for the year 2023 is accessible at: ChinaHighPM10 (2023) all (including daily) data for the year 2024 is accessible at: ChinaHighPM10 (2024) more data is coming soon... More CHAP datasets for different air pollutants are available at: https://weijing-rs.github.io/product.html



