光学学报, 2024, 44 (6): 0601016, 网络出版: 2024-03-15  

气溶胶光学特性对宽谱差分吸收激光雷达NO2质量浓度反演结果的影响

Influence of Aerosol Optical Properties on Retrieval Results of NO2 Mass Concentration in Broadband Differential Absorption Lidar
作者单位
大连理工大学光电工程与仪器科学学院,辽宁 大连 116024
摘要
针对宽谱连续波差分吸收激光雷达(DIAL)的特点,通过仿真不同大气条件下的激光雷达信号,计算分析宽谱DIAL气溶胶消光和后向散射效应引起的二氧化氮(NO2)质量浓度反演误差。研究结果表明:当大气气溶胶均匀分布时,NO2质量浓度反演误差主要取决于气溶胶消光效应,而后向散射效应引起的NO2质量浓度反演误差一般可忽略不计;当大气气溶胶非均匀分布时,气溶胶后向散射效应引起的NO2质量浓度反演误差依赖于气溶胶非均匀分布程度,且与波长指数成反比。此外,适当增大分段拟合距离可有效降低气溶胶后向散射效应引起的NO2质量浓度反演误差。利用光谱近似得到宽谱NO2-DIAL气溶胶消光和后向散射效应引起的NO2质量浓度反演误差的近似模型,通过对比模拟计算的结果,验证了近似模型评估NO2质量浓度反演误差的可行性。
Abstract
Objective

Accurate monitoring of nitrogen dioxide (NO2), a significant atmospheric pollutant, is essential for effective environmental management. Differential absorption lidar (DIAL) technology has emerged as a robust approach to address this challenge. However, the wavelength dependency of aerosol optical properties has a substantial impact on NO2-DIAL measurements. Previous studies mostly focus on the narrow-band NO2-DIAL technique without considering the spectral width of the emitted laser pulse. Therefore, the influence of aerosol optical properties on the retrieved NO2 mass concentration of the broad-band DIAL technique remains unclear. We aim to investigate aerosol-induced NO2 mass concentration errors under various atmospheric conditions through simulation studies and an approximation method for the broadband NO2-DIAL technique. We hope that this research can offer valuable insights into comprehending the influence of aerosol optical properties on broadband NO2-DIAL techniques.

Methods

We carry out research based on the broadband NO2-DIAL technique (Fig. 1) employing the Scheimpflug principle. The broadband NO2-DIAL system utilizes image sensors as detectors and high-power laser diodes as light sources (wavelength is 450 nm, power is 1.6 W), with an emission spectral typically ranging from 1-2 nm (full width at half maximum). Two different methods (the simulation method and the approximation method) have been adopted to elucidate the influence of atmospheric aerosols on the broadband NO2-DIAL technique. The broadband DIAL equation has been established, based on which simulated atmospheric lidar signals can be obtained with measured laser spectra and different atmospheric parameters, e.g., aerosol extinction coefficient, backscattering coefficient and ?ngstr?m exponent (Fig. 5). Therefore, the NO2 mass concentration containing the aerosol-induced retrieval errors can be acquired through segmented fitting for the simulated atmospheric lidar signals (Fig. 6). As a result, the NO2 mass concentration errors introduced by the aerosol extinction effect and the aerosol backscattering effect under various atmospheric conditions can be obtained through numerical calculation. Besides, the aerosol-induced NO2 mass concentration errors can also be mathematically derived based on spectral approximation—the approximation method. Meanwhile, cross-validations between the aerosol-induced NO2 mass concentration errors obtained from these two methods have also been carried out.

Results and Discussions

Several conclusions can be drawn according to simulation studies. When the atmospheric condition is homogeneous, for an extinction coefficient of 0.3 km-1 and an ?ngstr?m exponent of 3, the aerosol-induced retrieval error of the NO2 mass concentration is 14.7 μg/m3, while the error introduced by the aerosol backscattering effect is only about 0.6 μg/m3 (Fig.7). Therefore, when atmospheric aerosols are homogeneously distributed, the inversion error of NO2 mass concentration mainly depends on the aerosol extinction coefficient. The proportion of the NO2 mass concentration inversion error generated by the backscattering effect is generally less than 5%, which can be ignored. Besides, if the ?ngstr?m exponent approaches 1, the NO2 mass concentration error introduced by the aerosol extinction effect will decrease to 5 μg/m3 (Fig. 9). If aerosol plumes appear in a homogeneous atmosphere (0.3 km-1), for the extinction coefficient of 0.66 km?1 within the inhomogeneous range and an ?ngstr?m exponent of 3, the NO2 mass concentration error resulted from the aerosol extinction coefficient in the inhomogeneous region is 18.9 μg/m3. However, the error introduced by the aerosol backscattering effect increases to 3.3 μg/m3 with a fitting distance of 500 m (Fig. 11). Under typical weather conditions with a relatively small ?ngstr?m exponent of 1, the NO2 mass concentration error introduced by the aerosol backscattering effect will increase to 6.8 μg/m3 (Fig. 12). The simulation results indicate that the inversion error of aerosol backscattering effect on NO2 mass concentration largely depends on the non-uniformity of atmospheric aerosol distribution, the fitting range, etc. Meanwhile, increasing the fitting range can greatly reduce the NO2 mass concentration error introduced by the aerosol, especially for the backscattering effects. Comparison studies between the approximation method and the simulation method reveal that the NO2 mass concentration retrieval error introduced by the extinction effect is almost the same, while the backscattering coefficient-induced errors may be quite different (Figs. 13 and 14).

Conclusions

We evaluate the measurement errors of NO2 mass concentration caused by aerosol extinction and backscattering effects under various atmospheric conditions by two different methods (the simulation method and the approximation method) for the broadband NO2-DIAL technique. In the case of a homogeneous atmosphere, the NO2 mass concentration error is primarily determined by the aerosol extinction coefficient, while the contribution from aerosol backscattering effects can be neglected. However, if the atmosphere is inhomogeneous, the NO2 mass concentration error caused by the aerosol backscattering effect is significantly influenced by the inhomogeneous distribution of aerosol. It should be mentioned that the backscattering coefficient-induced NO2 mass concentration error is inversely proportional to the ?ngstr?m exponent in this case. In addition, we also derive an approximation model for NO2 mass concentration inversion errors caused by the extinction and backscattering coefficients based on spectral approximation. The comparison between the approximation method and the simulation method shows that the NO2 mass concentration inversion error generated by the extinction coefficients obtained by the two methods are generally in good agreement with small discrepancies. The inversion error caused by the aerosol backscattering coefficient may be affected by factors such as the computation method, the fitting range, and the spectral approximation. The approximation model provides an important tool for evaluating NO2 mass concentration errors in practical DIAL measurements.

成远, 余纪恒, 宫振峰, 梅亮. 气溶胶光学特性对宽谱差分吸收激光雷达NO2质量浓度反演结果的影响[J]. 光学学报, 2024, 44(6): 0601016. Yuan Cheng, Jiheng Yu, Zhenfeng Gong, Liang Mei. Influence of Aerosol Optical Properties on Retrieval Results of NO2 Mass Concentration in Broadband Differential Absorption Lidar[J]. Acta Optica Sinica, 2024, 44(6): 0601016.

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