MRC-HPA Centre for Environment and Health, Department of Epidemiology & Biostatistics, Imperial College London , London, UK.
Environ Sci Technol. 2011 Apr 15;45(8):3526-32. doi: 10.1021/es103821y. Epub 2011 Mar 29.
Land-use regression modeling was used to develop maps of annual average black smoke (BS) and sulfur dioxide (SO(2)) concentrations in 1962, 1971, 1981, and 1991 for Great Britain on a 1 km grid for use in epidemiological studies. Models were developed in a GIS using data on land cover, the road network, and population, summarized within circular buffers around air pollution monitoring sites, together with altitude and coordinates of monitoring sites to consider global trend surfaces. Models were developed against the log-normal (LN) concentration, yielding R(2) values of 0.68 (n = 534), 0.68 (n = 767), 0.41 (n = 771), and 0.39 (n = 155) for BS and 0.61 (n = 482), 0.65 (n = 733), 0.38 (n = 756), and 0.24 (n = 153) for SO(2) in 1962, 1971, 1981, and 1991, respectively. Model evaluation was undertaken using concentrations at an independent set of monitoring sites. For BS, values of R(2) were 0.56 (n = 133), 0.41 (n = 191), 0.38 (n = 193), and 0.34 (n = 37), and for SO(2) values of R(2) were 0.71 (n = 121), 0.57 (n = 183), 0.26 (n = 189), and 0.31 (n = 38) for 1962, 1971, 1981, and 1991, respectively. Models slightly underpredicted (fractional bias: 0∼-0.1) monitored concentrations of both pollutants for all years. This is the first study to produce historic concentration maps at a national level going back to the 1960s.
利用土地利用回归模型,在 GIS 中针对每个监测点周围的圆形缓冲区中土地覆盖、道路网络和人口数据,以及海拔和监测点坐标进行数据汇总,生成了 1962 年、1971 年、1981 年和 1991 年英国的年均黑烟(BS)和二氧化硫(SO2)浓度图,以便用于流行病学研究。模型针对对数正态(LN)浓度进行了开发,BS 的 R2 值分别为 0.68(n = 534)、0.68(n = 767)、0.41(n = 771)和 0.39(n = 155),SO2 的 R2 值分别为 0.61(n = 482)、0.65(n = 733)、0.38(n = 756)和 0.24(n = 153)。1962 年、1971 年、1981 年和 1991 年,BS 和 SO2 的模型评估均使用独立监测站点的浓度数据进行。BS 的 R2 值分别为 0.56(n = 133)、0.41(n = 191)、0.38(n = 193)和 0.34(n = 37),SO2 的 R2 值分别为 0.71(n = 121)、0.57(n = 183)、0.26(n = 189)和 0.31(n = 38)。模型对所有年份两种污染物的监测浓度都略有低估(分数偏差:0∼-0.1)。这是第一项回溯到 20 世纪 60 年代的全国性历史浓度图绘制研究。