CN115826088A - Laser heterodyne spectroscopy measurement method and system for vertical wind profile in the middle and upper atmosphere - Google Patents
Laser heterodyne spectroscopy measurement method and system for vertical wind profile in the middle and upper atmosphere Download PDFInfo
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Abstract
本发明涉及大气测量光学技术领域,公开了中高层大气垂直风廓线的激光外差光谱测量方法,包括:根据建立的正演模型获得大气模拟吸收光谱;利用激光外差方法获取高质量大气分子的吸收光谱数据;根据所述正演模型和所述吸收光谱数据建立大气垂直风廓线的反演模型;根据最小化所述反演模型的解的得到大气垂直风廓线,本发明实际测量的大气分子的高分辨CO2外差吸收光谱,研究适合于激光外差探测的前向模型及大气风场反演方法,实现中高层大气风廓线的反演,不但可以为大气风廓线的遥测及演化规律的研究提供必要的测量手段,而且也能为大气气候模式研究提供更加全面、准确的基础数据,推动大气风场对全球气候的影响等的科学认知水平。
The invention relates to the field of atmospheric measurement optics, and discloses a laser heterodyne spectrum measurement method for the vertical wind profile of the middle and upper atmosphere, including: obtaining the atmospheric simulation absorption spectrum according to the established forward modeling model; using the laser heterodyne method to obtain high-quality atmospheric molecules The absorption spectrum data; According to the forward modeling model and the absorption spectrum data, the inversion model of the atmospheric vertical wind profile is established; according to the solution of the minimization of the inversion model, the atmospheric vertical wind profile is obtained, and the actual measurement of the present invention The high-resolution CO2 heterodyne absorption spectrum of atmospheric molecules, the study of the forward model and the atmospheric wind field inversion method suitable for laser heterodyne detection, and the inversion of the middle and upper atmospheric wind profiles can not only be used for the atmospheric wind profile The study of telemetry and evolution law provides necessary measurement means, and can also provide more comprehensive and accurate basic data for atmospheric climate model research, and promote the scientific understanding of the impact of atmospheric wind field on global climate.
Description
技术领域technical field
本发明涉及大气测量光学技术领域,具体涉及中高层大气垂直风廓线的激光外差光谱测量方法。The invention relates to the technical field of atmospheric measurement optics, in particular to a laser heterodyne spectrum measurement method for the vertical wind profile of the middle and upper atmosphere.
背景技术Background technique
中高层大气(20-100km)风廓线的精确探测对理解天气现象的形成机理、发生、发展及移动演变规律意义重大,对大气科学的理论研究、风电场性能评估、环境监测及提高全球气候变化的预测能力和全球数值天气预报(NWP)的精确度有着重要作用。要科学认知中高层大气风廓线产生的影响,首先需要解决如何获取大气风廓线的问题。Accurate detection of wind profiles in the middle and upper atmosphere (20-100km) is of great significance for understanding the formation mechanism, occurrence, development and movement of weather phenomena. The predictive power of changes and the accuracy of global numerical weather prediction (NWP) play an important role. In order to scientifically understand the impact of the upper and middle atmospheric wind profiles, it is first necessary to solve the problem of how to obtain the atmospheric wind profiles.
在20世纪中期以前,由于条件限制,大气风廓线只能通过简单的直接探测手段获得,例如:杯状风速计、翼状风速计、卡他温度计和热球式电风速计、风向标等,它们与大气直接进行接触从而获取风速信息。但这些设备对大尺度大范围的风廓线探测能力是有限的。在20世纪中后期,随着激光技术、微波技术、信息处理技术的迅猛发展,遥感探测逐渐发展成为了地球大气研究领域的重要探测手段。区别于大气风廓线直接探测,大气风廓线遥感探测是指大气风廓线探测仪与被测大气不直接接触,其发射的光波、电磁波或声波等辐射波在大气中进行传播,当发射的辐射波与携带风廓线信息的物质相互作用时,辐射波信号的频谱、相位等也会随之变化,最后通过回波信号的反演来获得风速和风向信息。Before the middle of the 20th century, due to limited conditions, the atmospheric wind profile could only be obtained by simple direct detection methods, such as: cup anemometer, wing anemometer, katar thermometer and hot bulb electric anemometer, wind vane, etc., they Direct contact with the atmosphere to obtain wind speed information. However, these devices have limited ability to detect large-scale and large-scale wind profiles. In the middle and late 20th century, with the rapid development of laser technology, microwave technology, and information processing technology, remote sensing detection gradually developed into an important detection method in the field of earth atmosphere research. Different from the direct detection of the atmospheric wind profile, the remote sensing detection of the atmospheric wind profile means that the atmospheric wind profile detector does not directly contact the measured atmosphere, and the radiation waves emitted by it, such as light waves, electromagnetic waves or sound waves, propagate in the atmosphere. When the radiation wave interacts with the material carrying the wind profile information, the frequency spectrum and phase of the radiation wave signal will also change accordingly. Finally, the wind speed and wind direction information can be obtained through the inversion of the echo signal.
大气风廓线遥测技术可分为主动风廓线遥测和被动风廓线遥测。主动风廓线遥测技术主要包括多普勒声雷达、多普勒微波雷达、多普勒激光雷达。多普勒声雷达主要是对边界层的大气风廓线进行探测,可以测量从几十米到一千米范围内的风廓线。但是多普勒声雷达作用距离较短,现在基本不再应用于遥感测量。多普勒微波雷达已经被广泛应用于大气风廓线的遥测,它与大气中大尺寸粒子,如云、雨、冰或大气中的不均质体相互作用会产生回波,而与一些小尺寸大气分子和气溶胶相互作用时基本上不会产生回波信号。因此,多普勒微波雷达在云雨雪天气的条件下,遥感探测能力较强,而在晴空均匀大气或者气溶胶分布密度低的条件下,会形成探测盲区。此外,对于多普勒微波雷达,因其庞大的收发系统,不适合应用于机载和星载的遥测。Atmospheric wind profile telemetry technology can be divided into active wind profile telemetry and passive wind profile telemetry. Active wind profile telemetry technologies mainly include Doppler sodar, Doppler microwave radar, and Doppler lidar. Doppler sodar mainly detects the atmospheric wind profile in the boundary layer, and can measure the wind profile from tens of meters to one thousand meters. However, Doppler sodar has a short range and is basically no longer used in remote sensing measurements. Doppler microwave radar has been widely used in the telemetry of atmospheric wind profile. It interacts with large-sized particles in the atmosphere, such as clouds, rain, ice, or heterogeneous bodies in the atmosphere to generate echoes, while interacting with some small When large-scale atmospheric molecules interact with aerosols, echo signals are basically not generated. Therefore, Doppler microwave radar has a strong remote sensing detection ability under cloudy, rainy and snowy weather conditions, but under the conditions of clear sky, uniform atmosphere or low aerosol distribution density, detection blind spots will be formed. In addition, for Doppler microwave radar, because of its huge transceiver system, it is not suitable for airborne and spaceborne telemetry.
多普勒激光雷达使用激光作为载波信号,可以与大气中的分子和气溶胶粒子相互作用产生回波信号,是目前实现全球、全天候风廓线遥测的最佳技术手段。相比多普勒声雷达和多普勒微波雷达,多普勒激光雷达具有高时空分辨率、晴空测量精度高、响应速度快、大探测范围(可延伸到低热层)并且可以同时获得三维廓线内的风速及风向分布等优点。多普勒激光雷达测风垂直有效区域从地面到海拔20km高度,垂直分辨率为1km。通常红外多普勒激光雷达被广泛应用在小范围领域的风廓线遥测。但是多普勒激光雷达是基于强大的光源(激光)对介质的主动探测,如果想获取更高层的风廓线,就意味着仪器本身的重量、体积以及功耗都会大大增加。Doppler lidar uses laser as the carrier signal, which can interact with molecules and aerosol particles in the atmosphere to generate echo signals. It is currently the best technical means to achieve global and all-weather wind profile telemetry. Compared with Doppler sodar and Doppler microwave radar, Doppler lidar has high spatio-temporal resolution, high clear-sky measurement accuracy, fast response, large detection range (extendable to the low thermal layer), and can obtain three-dimensional profiles simultaneously. The advantages of wind speed and wind direction distribution in the line. The vertical effective area of Doppler lidar wind measurement is from the ground to an altitude of 20km, and the vertical resolution is 1km. Infrared Doppler LiDAR is widely used in wind profile telemetry in small areas. However, Doppler lidar is based on the active detection of the medium by a powerful light source (laser). If you want to obtain a higher-level wind profile, it means that the weight, volume and power consumption of the instrument itself will be greatly increased.
被动风廓线遥测技术主要包括Fabry-pérot干涉仪(FPI)、迈克尔逊干涉仪和多普勒非对称空间外差仪(DASH),部署在地面或星载平台上。FPI风廓线检测技术通过精确测量干涉条纹的中心和半径来获取风速。1991年URAS卫星携带的高分辨率多普勒成像仪(HRDI)实现了平流层、中间层和较低热层的风廓线探测。在随后的几年里,美国和日本使用小型地面FPI来研究热层风和温度。此外,Wang等人还报道了一种地面FPI,通过在标准具和伽利略望远镜系统后面使用带通滤波器,将实测数据与反演算法相结合获得高空大气风廓线。Passive wind profiler telemetry technology mainly includes Fabry-pérot interferometer (FPI), Michelson interferometer and Doppler asymmetric space heterodyne (DASH), which are deployed on ground or spaceborne platforms. FPI wind profile detection technology obtains wind speed by accurately measuring the center and radius of interference fringes. In 1991, the High Resolution Doppler Imager (HRDI) carried by the URAS satellite realized wind profile detection in the stratosphere, middle layer and lower thermosphere. In the following years, the United States and Japan used small ground-based FPIs to study thermospheric winds and temperatures. In addition, Wang et al. also reported a ground-based FPI to obtain the upper atmospheric wind profile by combining the measured data with an inversion algorithm by using a band-pass filter behind the etalon and Galileo telescope system.
与FPI的原理不同,迈克尔逊干涉仪通过测量干涉条纹的相位变化来实现风廓线的检测。风成像干涉仪是首个利用迈克尔逊干涉仪技术实现被动廓线探测的星载仪器,成功探测到80-300km高度范围内的大气廓线。DASH技术是在空间外差光谱技术的基础上发展起来的,是针对中高层大气风廓线探测这一具体应用而开发的一项新技术。2013年,约克大学的Solheim和Shepherd开发了SWIFT-DASH原理原型,用于平流层风廓线和红外臭氧探测。最近,Shen等人分析了多普勒非对称空间外差测量数据的处理误差。Different from the principle of FPI, Michelson interferometer realizes the detection of wind profile by measuring the phase change of interference fringes. The wind imaging interferometer is the first spaceborne instrument that uses Michelson interferometer technology to achieve passive profile detection, and has successfully detected atmospheric profiles within the altitude range of 80-300km. DASH technology is developed on the basis of spatial heterodyne spectroscopy technology, and it is a new technology developed for the specific application of middle and upper atmospheric wind profile detection. In 2013, Solheim and Shepherd of the University of York developed a SWIFT-DASH principle prototype for stratospheric wind profiling and infrared ozone detection. Recently, Shen et al. analyzed the processing error of Doppler asymmetric spatially heterodyned measurement data.
大气廓线受多种因素(如:大气环境、经纬度、温度、压力等)影响,在不同地点、不同时间大气廓线变化很大。要科学准确的探测中高层大气风廓线,需要获取各种地理环境下的大气风廓线信息。这就要求测量仪器在保证性能的基础上必须具有体积小、重量轻、功耗小、成本低、易于移动等特点。上面所述的大气风廓线测量仪器已难于满足这些要求,需要发展新一代的大气风廓线遥测技术。The atmospheric profile is affected by many factors (such as atmospheric environment, latitude and longitude, temperature, pressure, etc.), and the atmospheric profile varies greatly at different locations and at different times. To scientifically and accurately detect middle and upper atmospheric wind profiles, it is necessary to obtain atmospheric wind profile information in various geographical environments. This requires that the measuring instrument must have the characteristics of small size, light weight, low power consumption, low cost, and easy movement on the basis of ensuring performance. The above-mentioned atmospheric wind profile measurement instruments have been difficult to meet these requirements, and a new generation of atmospheric wind profile telemetry technology needs to be developed.
发明内容Contents of the invention
本发明的目的在于提供中高层大气垂直风廓线的激光外差光谱测量方法,解决以下技术问题:The object of the invention is to provide the laser heterodyne spectral measurement method of the vertical wind profile of the middle and upper atmosphere, to solve the following technical problems:
如何提供一种基于激光外差法的中高层大气垂直风廓线测量方法。How to provide a method for measuring the vertical wind profile of the middle and upper atmosphere based on laser heterodyne method.
本发明的目的可以通过以下技术方案实现:The purpose of the present invention can be achieved through the following technical solutions:
中高层大气垂直风廓线的激光外差光谱测量方法,包括:A laser heterodyne spectral measurement method for vertical wind profiles in the middle and upper atmosphere, including:
根据建立的正演模型获得大气模拟吸收光谱;Obtain the atmospheric simulation absorption spectrum according to the established forward modeling model;
利用激光外差方法获取高质量大气分子的吸收光谱数据;Using laser heterodyne method to obtain absorption spectrum data of high-quality atmospheric molecules;
根据所述正演模型和所述吸收光谱数据建立大气垂直风廓线的反演模型;Establishing an inversion model of the atmospheric vertical wind profile according to the forward modeling model and the absorption spectrum data;
根据最小化所述反演模型的解的得到大气垂直风廓线。An atmospheric vertical wind profile is obtained from minimizing the solution of the inversion model.
作为本发明进一步的方案:所述正演模型的建立方法包括:As a further solution of the present invention: the method for establishing the forward modeling model includes:
利用FASCODE的大气分层方法对中高层大气层进行分层;Using FASCODE's atmospheric stratification method to stratify the middle and upper atmosphere;
根据所述实际大气参数确定大气模式;determining an atmospheric model based on said actual atmospheric parameters;
计算大气分子吸收的分子种类,确定的太阳传输路径;Calculation of molecular species absorbed by atmospheric molecules, determination of solar transport paths;
利用逐线积分算法LBLRTM进行大气分子吸收和连续吸收的计算;Use the line-by-line integration algorithm LBLRTM to calculate atmospheric molecular absorption and continuous absorption;
获得不同波长光线对应的光学厚度以及水平路径和斜路径上的大气透过率;Obtain the optical thickness corresponding to different wavelengths of light and the atmospheric transmittance on the horizontal path and the oblique path;
利用已计算得到的光学厚度计算每层的总光学厚度,并计算得到DISORT所需的参数;Calculate the total optical thickness of each layer by using the calculated optical thickness, and calculate the parameters required by DISORT;
调用DISORT计算单次散射和多次散射,得到大气热辐射的计算结果;Call DISORT to calculate single scattering and multiple scattering, and get the calculation results of atmospheric thermal radiation;
根据所述大气热辐射获取斜路经上的散射辐射。Scattered radiation on the oblique path is obtained according to the atmospheric thermal radiation.
作为本发明进一步的方案:所述吸收光谱数据的获取方式包括:As a further solution of the present invention: the acquisition method of the absorption spectrum data includes:
获得穿过大气层到达地球表面的太阳光;capture sunlight that travels through the atmosphere to the Earth's surface;
通过分析所述太阳光的大气分子吸收光谱线型获得大气垂直风廓线;Obtaining the atmospheric vertical wind profile by analyzing the atmospheric molecular absorption spectrum line pattern of the sunlight;
选定预设中心波长的近红外激光,获取外差光谱信号,得到所述吸收光谱数据。A near-infrared laser with a preset central wavelength is selected to obtain a heterodyne spectrum signal to obtain the absorption spectrum data.
作为本发明进一步的方案:所述建立大气垂直风廓线反演模型的方法包括:As a further solution of the present invention: the method for establishing the atmospheric vertical wind profile inversion model includes:
根据所述吸收光谱数据和所述正演模型计算得到的所述大气模拟吸收光谱进行光谱线型的比较分析,获得大气垂直风廓线的反演;performing comparative analysis of spectral line shapes according to the atmospheric simulation absorption spectrum calculated by the absorption spectrum data and the forward modeling model, and obtaining the inversion of the vertical wind profile of the atmosphere;
所述大气垂直风廓线的反演包括:The inversion of the atmospheric vertical wind profile includes:
考虑辐射传输模型以及吸收光谱的多普勒失真:Consider the radiative transfer model and the Doppler distortion of the absorption spectrum:
其中,为在波长处垂直路径的归一化光学深度,为实测大气透过率,θ为太阳天顶角,ρ(z)为假设CO2分子的密度,U(z)为假设大气风在视线上的垂直廓线,c为光速,为吸收线中心波长,为根据上述算法计算的每个分子在波长和高度z处的模型吸收截面;in, for the wavelength The normalized optical depth of the vertical path at , is the measured atmospheric transmittance, θ is the solar zenith angle, ρ(z) is the density of hypothetical CO2 molecules, U(z) is the vertical profile of the hypothetical atmospheric wind on the line of sight, c is the speed of light, is the central wavelength of the absorption line, For each molecule calculated according to the above algorithm at the wavelength and the model absorption cross section at height z;
根据最大熵方法(MEM)构造如下函数:Construct the following function according to the maximum entropy method (MEM):
其中,引入函数g(U)来提供函数Ωε(U)的凸性,g(U)是一个光滑函数,形式为ε=0.001,且满足该近似性质|Ωε(U)-Ω(U)|<εk,k为常数;Among them, the function g(U) is introduced to provide the convexity of the function Ω ε (U), g(U) is a smooth function, the form is ε=0.001, and satisfy the approximate property |Ω ε (U)-Ω(U)|<εk, k is a constant;
在紧致集上搜索解;in the compact set Search for solutions on the Internet;
根据广义残差正则化方法(GRM)意味着引入一个稳定泛函数Ω(U,ρ),该泛函数在物理上是合理的,并遵循特殊性质,例如凹性和半连续性,以提供收敛性方法。According to the generalized residual regularization method (GRM) means introducing a stable functional function Ω(U,ρ) which is physically reasonable and obeys special properties such as concavity and semi-continuity to provide convergence sexual method.
约束最小化稳定函数:Constrained minimization of the stable function:
选定正则化标准,利用序列二次规划(SQP)算法进行迭代计算,得到所述最小化稳定函数的解,获得大气垂直风廓线的反演模型。The regularization standard is selected, and the sequential quadratic programming (SQP) algorithm is used for iterative calculation to obtain the solution of the minimum stability function and the inversion model of the atmospheric vertical wind profile.
作为本发明进一步的方案:中高层大气垂直风廓线的激光外差光谱测量系统,包括:As a further solution of the present invention: the laser heterodyne spectral measurement system of the vertical wind profile of the middle and upper atmosphere, comprising:
大气模拟吸收光谱获取模块,用于根据建立的正演模型获得大气模拟吸收光谱;The atmospheric simulation absorption spectrum acquisition module is used to obtain the atmospheric simulation absorption spectrum according to the established forward modeling model;
高质量吸收光谱数据获取模块,用于获取高质量大气分子的吸收光谱数据;The high-quality absorption spectrum data acquisition module is used to obtain the absorption spectrum data of high-quality atmospheric molecules;
构建模块,用于根据所述正演模型和所述吸收光谱数据建立大气垂直风廓线的反演模型;A building block for establishing an inversion model of the atmospheric vertical wind profile according to the forward modeling model and the absorption spectrum data;
处理模块,用于根据最小化所述反演模型的解的得到大气垂直风廓线。The processing module is used for obtaining the vertical wind profile of the atmosphere according to the solution of the minimization of the inversion model.
本发明的有益效果:本发明基于实验室建立的地基近红外激光外差实验系统,实际测量的大气分子的高分辨CO2外差吸收光谱,研究适合于激光外差探测的前向模型及大气风场反演方法,实现中高层大气风廓线的反演,以及其随时间地点演化特性的在线测量,从而为开展全球、全天候风场遥测奠定基础。本申请所采用的方案不但可以为大气风廓线的遥测及演化规律的研究提供必要的测量手段,而且也能为大气气候模式研究提供更加全面、准确的基础数据,推动大气风场对全球气候的影响等的科学认知水平。Beneficial effects of the present invention: the present invention is based on the ground-based near-infrared laser heterodyne experimental system established in the laboratory, the high-resolution CO2 heterodyne absorption spectrum of atmospheric molecules actually measured, and the forward model and atmospheric wind suitable for laser heterodyne detection are studied. The field inversion method realizes the inversion of the middle and upper atmospheric wind profile and the online measurement of its evolution characteristics with time and place, thus laying the foundation for the development of global and all-weather wind field telemetry. The scheme adopted in this application can not only provide the necessary measurement means for the remote measurement of the atmospheric wind profile and the study of its evolution law, but also provide more comprehensive and accurate basic data for the study of the atmospheric climate model, and promote the influence of the atmospheric wind field on the global climate. The level of scientific cognition of the influence and so on.
附图说明Description of drawings
下面结合附图对本发明作进一步的说明。The present invention will be further described below in conjunction with the accompanying drawings.
图1为本发明中激光外差光谱测量方法示意图;Fig. 1 is the schematic diagram of laser heterodyne spectrum measuring method among the present invention;
图2为本发明中高质量吸收光谱数据获取模块的结构示意图。Fig. 2 is a schematic structural diagram of a high-quality absorption spectrum data acquisition module in the present invention.
具体实施方式Detailed ways
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其它实施例,都属于本发明保护的范围。The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.
请参阅图1所示,本发明为中高层大气垂直风廓线的激光外差光谱测量方法,包括:Please refer to shown in Fig. 1, the present invention is the laser heterodyne spectral measurement method of middle and upper atmosphere vertical wind profile, comprising:
根据建立的正演模型获得大气模拟吸收光谱;Obtain the atmospheric simulation absorption spectrum according to the established forward modeling model;
利用激光外差方法获取高质量大气分子的吸收光谱数据;Using laser heterodyne method to obtain absorption spectrum data of high-quality atmospheric molecules;
根据所述正演模型和所述吸收光谱数据建立大气垂直风廓线的反演模型;Establishing an inversion model of the atmospheric vertical wind profile according to the forward modeling model and the absorption spectrum data;
根据最小化所述反演模型的解的得到大气垂直风廓线。An atmospheric vertical wind profile is obtained from minimizing the solution of the inversion model.
在本发明中,激光外差光谱技术的优点主要是通过较高功率的本地激光放大透过大气后的携带大气分子吸收光谱信息的微弱太阳光,从而高灵敏、高分辨地获取大气分子吸收谱。在理想情况下,本振激光功率足够高时,激光外差系统的信噪比接近于散粒噪声极限下的信噪比,系统的光谱分辨率由后续射频电路的电子带宽决定,可达到几MHz。此外,激光外差系统的光路系统相对简单稳固,可以在很小的空间内实现。In the present invention, the advantage of laser heterodyne spectroscopy is mainly that the weak sunlight carrying the absorption spectrum information of atmospheric molecules after passing through the atmosphere is amplified by a relatively high-power local laser, thereby obtaining the absorption spectrum of atmospheric molecules with high sensitivity and high resolution. . Ideally, when the local oscillator laser power is high enough, the signal-to-noise ratio of the laser heterodyne system is close to the signal-to-noise ratio under the shot noise limit, and the spectral resolution of the system is determined by the electronic bandwidth of the subsequent radio frequency circuit, which can reach several MHz. In addition, the optical path system of the laser heterodyne system is relatively simple and stable, and can be realized in a small space.
因为不同高度处风场的风速风向不同,受多普勒加宽影响,不同高度的大气分子吸收谱线中心频率和吸收线型会发生改变,当大气风场,温度,压力以及其他大气参数已知时,某一高度大气分子吸收线型就可以确定。反之,通过地基激光外差系统测得中高层大气风场作用后的CO2吸收谱,基于该CO2吸收谱线型就可以反演出中高层不同高度大气风廓线。Because the wind speed and direction of the wind field at different heights are different, affected by Doppler broadening, the center frequency and absorption line shape of the atmospheric molecular absorption spectrum at different heights will change. When the atmospheric wind field, temperature, pressure and other atmospheric parameters have changed When the time is known, the absorption line shape of atmospheric molecules at a certain altitude can be determined. Conversely, the CO2 absorption spectrum measured by the ground-based laser heterodyne system after the action of the middle and upper atmospheric wind field can be used to invert the upper and middle atmospheric wind profiles at different heights based on the CO2 absorption spectrum line shape.
作为本发明进一步的方案:所述正演模型的建立方法包括:As a further solution of the present invention: the method for establishing the forward modeling model includes:
利用FASCODE的大气分层方法对中高层大气层进行分层;Using FASCODE's atmospheric stratification method to stratify the middle and upper atmosphere;
根据所述实际大气参数确定大气模式;或者利用手动录入真实条件下的大气参数廓线(详细气体组成、先验估计垂直浓度廓线、压强、温度、风场等);Determine the atmospheric model according to the actual atmospheric parameters; or use manual entry of atmospheric parameter profiles under real conditions (detailed gas composition, a priori estimated vertical concentration profile, pressure, temperature, wind field, etc.);
然后结合最新版的HITRAN2016数据库计算大气分子吸收的分子种类,确定的太阳传输路径;Then combine the latest version of the HITRAN2016 database to calculate the molecular species absorbed by atmospheric molecules and determine the solar transmission path;
利用逐线积分算法LBLRTM进行大气分子吸收和连续吸收的计算;选择气溶胶计算模式进行气溶胶衰减计算;Use the line-by-line integration algorithm LBLRTM to calculate the absorption and continuous absorption of atmospheric molecules; select the aerosol calculation mode to calculate the aerosol attenuation;
获得不同波长光线对应的光学厚度以及水平路径和斜路径上的大气透过率;Obtain the optical thickness corresponding to different wavelengths of light and the atmospheric transmittance on the horizontal path and the oblique path;
利用已计算得到的光学厚度计算每层的总光学厚度,并计算得到DISORT所需的参数;调用DISORT计算单次散射和多次散射,得到大气热辐射的计算结果;根据所述大气热辐射获取斜路经上的散射辐射。在使用逐线积分算法(lblrtm)建立正演模型的过程中,加入DISORT散射算法可以进一步提高温室气体垂直廓线的反演准确度。Use the calculated optical thickness to calculate the total optical thickness of each layer, and calculate the parameters required by DISORT; call DISORT to calculate single scattering and multiple scattering, and obtain the calculation results of atmospheric thermal radiation; obtain according to the atmospheric thermal radiation Scattered radiation on an oblique path. In the process of establishing the forward model using the line-by-line integration algorithm (lblrtm), adding the DISORT scattering algorithm can further improve the inversion accuracy of the vertical profile of greenhouse gases.
作为本发明进一步的方案:所述吸收光谱数据的获取方式包括:As a further solution of the present invention: the acquisition method of the absorption spectrum data includes:
获得穿过大气层到达地球表面的太阳光;capture sunlight that travels through the atmosphere to the Earth's surface;
通过分析所述太阳光的大气分子吸收光谱线型获得大气垂直风廓线;Obtaining the atmospheric vertical wind profile by analyzing the atmospheric molecular absorption spectrum line pattern of the sunlight;
选定预设中心波长的近红外激光,获取外差光谱信号,得到所述吸收光谱数据。A near-infrared laser with a preset central wavelength is selected to obtain a heterodyne spectrum signal to obtain the absorption spectrum data.
作为本发明进一步的方案:所述建立大气垂直风廓线反演模型的方法包括:As a further solution of the present invention: the method for establishing the atmospheric vertical wind profile inversion model includes:
根据所述吸收光谱数据和所述正演模型计算得到的所述大气模拟吸收光谱进行光谱线型的比较分析,获得大气垂直风廓线的反演;performing comparative analysis of spectral line shapes according to the atmospheric simulation absorption spectrum calculated by the absorption spectrum data and the forward modeling model, and obtaining the inversion of the vertical wind profile of the atmosphere;
所述大气垂直风廓线的反演包括:The inversion of the atmospheric vertical wind profile includes:
考虑辐射传输模型以及吸收光谱的多普勒失真:Consider the radiative transfer model and the Doppler distortion of the absorption spectrum:
其中,为在波长处垂直路径的归一化光学深度,为实测大气透过率,θ为太阳天顶角,ρ(z)为假设CO2分子的密度,U(z)为假设大气风在视线上的垂直廓线,c为光速,为吸收线中心波长,为根据上述算法计算的每个分子在波长和高度z处的模型吸收截面;in, for the wavelength The normalized optical depth of the vertical path at , is the measured atmospheric transmittance, θ is the solar zenith angle, ρ(z) is the density of hypothetical CO2 molecules, U(z) is the vertical profile of the hypothetical atmospheric wind on the line of sight, c is the speed of light, is the central wavelength of the absorption line, For each molecule calculated according to the above algorithm at the wavelength and the model absorption cross section at height z;
根据最大熵方法(MEM)构造如下函数:Construct the following function according to the maximum entropy method (MEM):
其中,引入函数g(U)来提供函数Ωε(U)的凸性,g(U)是一个光滑函数,形式为ε=0.001,且满足该近似性质|Ωε(U)-Ω(U)|<εk,k为常数;Among them, the function g(U) is introduced to provide the convexity of the function Ω ε (U), g(U) is a smooth function, the form is ε=0.001, and satisfy the approximate property |Ω ε (U)-Ω(U)|<εk, k is a constant;
在紧致集上搜索解;in the compact set Search for solutions on the Internet;
根据广义残差正则化方法(GRM)意味着引入一个稳定泛函数Ω(U,ρ),该泛函数在物理上是合理的,并遵循特殊性质,例如凹性和半连续性,以提供收敛性方法。According to the generalized residual regularization method (GRM) means introducing a stable functional function Ω(U,ρ) which is physically reasonable and obeys special properties such as concavity and semi-continuity to provide convergence sexual method.
约束最小化稳定函数:Constrained minimization of the stable function:
选定正则化标准,利用序列二次规划(SQP)算法进行迭代计算,得到所述最小化稳定函数的解,获得大气垂直风廓线的反演模型。通过结合激光外差方法获得整层实际大气分子高质量光谱数据,利用广义残差正则化准则(GRM)实现中高层大气垂直风廓线的精确测量。The regularization standard is selected, and the sequential quadratic programming (SQP) algorithm is used for iterative calculation to obtain the solution of the minimum stability function and the inversion model of the atmospheric vertical wind profile. By combining the laser heterodyne method to obtain high-quality spectral data of the actual atmospheric molecules in the whole layer, the precise measurement of the vertical wind profile in the middle and upper atmosphere is realized by using the generalized residual regularization criterion (GRM).
如图2所示,中高层大气垂直风廓线的激光外差光谱测量系统,包括:As shown in Figure 2, the laser heterodyne spectral measurement system for the vertical wind profile of the middle and upper atmosphere includes:
大气模拟吸收光谱获取模块,用于根据建立的正演模型获得大气模拟吸收光谱;The atmospheric simulation absorption spectrum acquisition module is used to obtain the atmospheric simulation absorption spectrum according to the established forward modeling model;
高质量吸收光谱数据获取模块,用于获取高质量大气分子的吸收光谱数据;The high-quality absorption spectrum data acquisition module is used to obtain the absorption spectrum data of high-quality atmospheric molecules;
构建模块,用于根据所述正演模型和所述吸收光谱数据建立大气垂直风廓线的反演模型;A building block for establishing an inversion model of the atmospheric vertical wind profile according to the forward modeling model and the absorption spectrum data;
处理模块,用于根据最小化所述反演模型的解的得到大气垂直风廓线。The processing module is used for obtaining the vertical wind profile of the atmosphere according to the solution of the minimization of the inversion model.
在本发明中,全光纤便携式近红外激光外差风廓线检测系统,以太阳光为信号光的被动遥测获取大气风场信息,以小体积、低功耗的形式快速实时实地获取更大空间尺度范围的大气风场信息,克服现有中高层大气风场探测技术设备体积庞大、移动困难的不足,具有更高的实用性和便捷性。In the present invention, the all-fiber portable near-infrared laser heterodyne wind profile detection system acquires atmospheric wind field information through passive telemetry using sunlight as signal light, and obtains larger spatial scales in real time and on the spot in a form of small volume and low power consumption. The range of atmospheric wind field information overcomes the shortcomings of the existing middle and upper atmospheric wind field detection technology equipment, which are bulky and difficult to move, and has higher practicability and convenience.
激光外差探测方法对大气组分的探测是以太阳光为信号光的被动探测方法。太阳光穿过大气层到达地球表面,其携带了大气层中各种分子的吸收信息,通过多普勒分析高分辨大气分子吸收光谱线型就可以获得大气垂直风廓线。拟采用1.605mm中心波长的近红外激光外差系统对大气CO2分子进行探测,在该波段CO2分子较少受到其他大气分子吸收的干扰,因而可以获得较为准确的CO2分子吸收线型信息。The detection of atmospheric components by laser heterodyne detection method is a passive detection method using sunlight as signal light. The sunlight passes through the atmosphere and reaches the surface of the earth, which carries the absorption information of various molecules in the atmosphere. The vertical wind profile of the atmosphere can be obtained by analyzing the high-resolution atmospheric molecular absorption spectrum line pattern by Doppler. A near-infrared laser heterodyne system with a central wavelength of 1.605mm is proposed to detect atmospheric CO2 molecules. In this band, CO2 molecules are less disturbed by the absorption of other atmospheric molecules, so more accurate CO2 molecular absorption line shape information can be obtained.
设计的实验系统原理图如图2所示。利用高指向精度的太阳跟踪仪对太阳位置进行实时跟踪,安装在太阳跟踪仪上的光纤耦合准直透镜用来收集太阳光,并收集进一根较长的单模光纤中。从光纤出射的太阳光通过1×2光纤耦合光开关进行强度调制,从光开关出射的一部分太阳光直接进入光功率探测器中,用来对太阳光功率变化进行标定。本振激光器出射的激光光束通过光纤分束器分为两束,其中一部分激光光束通过光纤耦合器与经光开关强度调制的太阳光进行合束,在混频器光敏面上进行光混频,混频后产生的直流信号和差频信号通过射频滤波器、射频放大器,并通过射频功率探测器进行功率探测,最后送由锁相放大器结合光开关输出的同步参考信号进行相关性解调,并输出最终的外差信号,利用函数发生器产生锯齿波信号驱动激光器进行波长扫描,从而得到完整的外差光谱信号;经光纤分束器分出的另外一部分激光光束经光纤准直器后通过光学标准具和吸收池后进入光电探测器用于频率标定。数据采集卡对这些信号进行采集,并通过Labview模拟仿真软件显示在笔记本电脑上。其中,对系统进行参数优化时,黑体光路将被用来代替太阳光光路。The schematic diagram of the designed experimental system is shown in Figure 2. The sun's position is tracked in real time by a sun tracker with high pointing accuracy. The fiber-coupled collimating lens installed on the sun tracker is used to collect sunlight and collect it into a long single-mode optical fiber. The intensity of sunlight emitted from the optical fiber is modulated by a 1×2 fiber-coupled optical switch, and a part of the sunlight emitted from the optical switch directly enters the optical power detector to calibrate the variation of the sunlight power. The laser beam emitted by the local oscillator laser is divided into two beams through the fiber beam splitter, and a part of the laser beam is combined with the sunlight modulated by the optical switch intensity through the fiber coupler, and the optical mixing is carried out on the photosensitive surface of the mixer. The DC signal and difference frequency signal generated after frequency mixing pass through the RF filter, RF amplifier, and power detection through the RF power detector, and finally sent to the lock-in amplifier combined with the synchronous reference signal output by the optical switch for correlation demodulation, and Output the final heterodyne signal, use the function generator to generate a sawtooth wave signal to drive the laser for wavelength scanning, so as to obtain a complete heterodyne spectrum signal; another part of the laser beam split by the fiber beam splitter passes through the fiber collimator and then passes through the optical After the etalon and the absorption cell enter the photodetector for frequency calibration. The data acquisition card collects these signals and displays them on the notebook computer through the Labview simulation software. Among them, when optimizing the parameters of the system, the black body optical path will be used to replace the sunlight optical path.
以上对本发明的一个实施例进行了详细说明,但所述内容仅为本发明的较佳实施例,不能被认为用于限定本发明的实施范围。凡依本发明申请范围所作的均等变化与改进等,均应仍归属于本发明的专利涵盖范围之内。An embodiment of the present invention has been described in detail above, but the content described is only a preferred embodiment of the present invention, and cannot be considered as limiting the implementation scope of the present invention. All equivalent changes and improvements made according to the application scope of the present invention shall still belong to the scope covered by the patent of the present invention.
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Cited By (2)
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---|---|---|---|---|
CN117113648A (en) * | 2023-08-03 | 2023-11-24 | 西安中科天塔科技股份有限公司 | Method and system for measuring concentration of carbon dioxide column |
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Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080169975A1 (en) * | 2007-01-12 | 2008-07-17 | Young Paul Yee | Process for generating spatially continuous wind profiles from wind profiler measurements |
RU2460091C1 (en) * | 2011-03-02 | 2012-08-27 | Российская Федерация, от имени которой выступает Министерство обороны Российской Федерации | Method of estimating accuracy of doppler radar wind profile |
CN106526614A (en) * | 2016-10-25 | 2017-03-22 | 中国科学院合肥物质科学研究院 | Method for optimizing laser radar detection atmospheric composition spectral line analysis |
CN114114324A (en) * | 2021-11-23 | 2022-03-01 | 武汉大学 | Atmospheric CO for space-borne laser radar and high-speed spectrometer2Concentration cooperative inversion method |
-
2022
- 2022-12-14 CN CN202211608587.5A patent/CN115826088B/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080169975A1 (en) * | 2007-01-12 | 2008-07-17 | Young Paul Yee | Process for generating spatially continuous wind profiles from wind profiler measurements |
RU2460091C1 (en) * | 2011-03-02 | 2012-08-27 | Российская Федерация, от имени которой выступает Министерство обороны Российской Федерации | Method of estimating accuracy of doppler radar wind profile |
CN106526614A (en) * | 2016-10-25 | 2017-03-22 | 中国科学院合肥物质科学研究院 | Method for optimizing laser radar detection atmospheric composition spectral line analysis |
CN114114324A (en) * | 2021-11-23 | 2022-03-01 | 武汉大学 | Atmospheric CO for space-borne laser radar and high-speed spectrometer2Concentration cooperative inversion method |
Non-Patent Citations (2)
Title |
---|
曹亚南: "3.5μm中红外激光外差光谱技术研究及系统研制" * |
曹亚南: "3.5μm中红外激光外差光谱技术研究及系统研制", 《中国科学技术大学博士学位论文》, pages 25 - 84 * |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117113648A (en) * | 2023-08-03 | 2023-11-24 | 西安中科天塔科技股份有限公司 | Method and system for measuring concentration of carbon dioxide column |
CN118549382A (en) * | 2024-05-20 | 2024-08-27 | 合肥大学 | Single-sideband spectrum measurement method based on laser heterodyne spectrometer |
CN118549382B (en) * | 2024-05-20 | 2024-11-19 | 合肥大学 | Single-sideband spectrum measurement method based on laser heterodyne spectrometer |
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