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Modeling the diurnal variability of agricultural ammonia in Bakersfield, California, during the CalNex campaign

机译:在Calnex竞选期间建模加利福尼亚州Bakersfield的农业氨昼夜变异性

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NH3 retrievals from the NASA Tropospheric Emission Spectrometer (TES), as well as surface and aircraft observations of NH3(g) and submicron NH4(p), are used to evaluate modeled concentrations of NH3(g) and NH4(p) from the Community Multiscale Air Quality (CMAQ) model in the San Joaquin Valley (SJV) during the California Research at the Nexus of Air Quality and Climate Change (CalNex) campaign. We find that simulations of NH3 driven with the California Air Resources Board (CARB) emission inventory are qualitatively and spatially consistent with TES satellite observations, with a correlation coefficient (r2) of 0.64. However, the surface observations at Bakersfield indicate a diurnal cycle in the model bias, with CMAQ overestimating surface NH3 at night and underestimating it during the day. The surface, satellite, and aircraft observations all suggest that daytime NH3 emissions in the CARB inventory are underestimated by at least a factor of 2, while the nighttime overestimate of NH3(g) is likely due to a combination of overestimated NH3 emissions and underestimated deposition.Running CMAQ v5.0.2 with the bi-directional NH3 scheme reduces NH3 concentrations at night and increases them during the day. This reduces the model bias when compared to the surface and satellite observations, but the increased concentrations aloft significantly increase the bias relative to the aircraft observations. We attempt to further reduce model bias by using the surface observations at Bakersfield to derive an empirical diurnal cycle of NH3 emissions in the SJV, in which nighttime and midday emissions differ by about a factor of 4.5. Running CMAQv5.0.2 with a bi-directional NH3 scheme together with this emissions diurnal profile further reduces model bias relative to the surface observations. Comparison of these simulations with the vertical profile retrieved by TES shows little bias except for the lowest retrieved level, but the model bias relative to flight data aloft increases slightly. Our results indicate that both diurnally varying emissions and a bi-directional NH3 scheme should be applied when modeling NH3(g) and NH4(p) in this region. The remaining model errors suggest that the bi-directional NH3 scheme in CMAQ v5.0.2 needs further improvements to shift the peak NH3 land–atmosphere flux to earlier in the day. We recommend that future work include updates to the current CARB NH3 inventory to account for NH3 from fertilizer application, livestock, and other farming practices separately; adding revised information on crop management practices specific to the SJV region to the bi-directional NH3 scheme; and top-down studies focused on determining the diurnally varying biases in the canopy compensation point that determines the net land–atmosphere NH3 fluxes.
机译:从NASA对流层发射光谱仪NH3检索(TES),以及NH 3(g)和亚微米NH4(p)的表面和飞机观测,用于评估从所述社区NH3(g)和NH 4(p)的建模浓度多尺度空气质量加州研究在空气质量和气候变化(CalNex)竞选的Nexus期间,在圣华金谷(SJV)(CMAQ)模型。我们发现,与加州空气资源委员会(CARB)排放清单驱动NH3的模拟是定性和空间上与TES卫星观测相一致,与0.64的相关系数(R2)。然而,在贝克斯菲尔德的表面观察表明在模型偏置日循环,与CMAQ高估表面NH3在夜间和白天低估它。表面,卫星和飞机观测都表明,在CARB库存白天NH3排放由至少2的因数由于高估NH3排放和低估沉积的组合低估,而NH 3(克)的夜间高估很可能.Running CMAQ V5.0.2与双向NH3方案在夜间减少NH3浓度和白天增加他们。相比于表面和卫星观测时,但增加的浓度在高处相对于飞机观测偏置显著增加这减少了模型的偏差。我们试图通过使用表面观测在贝克斯菲尔德以导出在SJV NH3排放,其中夜间和中午排放相差约4.5倍的经验昼夜循环,以进一步减少模型偏差。与此排放昼夜曲线运行具有双向NH3方案CMAQv5.0.2一起进一步降低偏压相对于该表面的观测模型。这些模拟与由TES节目检索小偏压除最低级别检索垂直剖面的比较,但是相对于在高处略微增大飞行数据模型偏置。我们的研究结果表明,两种不同的昼夜排放和双向NH3方案应该应用于在该区域建模NH3(g)和NH 4(P)时。其余的模型错误提示,在CMAQ V5.0.2双向NH3方案需要进一步改进的峰值NH3陆 - 气通量转移到当天早些时候。我们建议,今后的工作包括更新到当前的CARB NH3库存从施肥,家畜,并分别其它耕作方式占NH3;在加入作物管理措施具体到SJV地区双向NH3方案修改过的信息;和自上而下的研究主要集中在确定确定的净陆气通量NH3篷补偿点的昼夜变化的偏见。
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