CN104748853A - Solar spectrum measurement method and device - Google Patents

Solar spectrum measurement method and device Download PDF

Info

Publication number
CN104748853A
CN104748853A CN201510179642.7A CN201510179642A CN104748853A CN 104748853 A CN104748853 A CN 104748853A CN 201510179642 A CN201510179642 A CN 201510179642A CN 104748853 A CN104748853 A CN 104748853A
Authority
CN
China
Prior art keywords
spectrum
sunlight
environment parameter
acquisition device
parameter
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN201510179642.7A
Other languages
Chinese (zh)
Inventor
高源�
董建飞
张国旗
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Changzhou Wujin Semiconductor Lighting Application Technology Institute
Original Assignee
Changzhou Wujin Semiconductor Lighting Application Technology Institute
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Changzhou Wujin Semiconductor Lighting Application Technology Institute filed Critical Changzhou Wujin Semiconductor Lighting Application Technology Institute
Priority to CN201510179642.7A priority Critical patent/CN104748853A/en
Publication of CN104748853A publication Critical patent/CN104748853A/en
Pending legal-status Critical Current

Links

Landscapes

  • Investigating Or Analysing Materials By Optical Means (AREA)

Abstract

The invention discloses a solar spectrum measurement method and device. The method includes: acquiring environmental parameters through a solar acquisition device, wherein the environmental parameters are parameters influencing solar spectrum; installing a model algorithm program in the solar spectrum acquisition device, wherein the model algorithm program is used for calculating the solar spectrum according to a preset algorithm; executing measurement of the solar spectrum through the solar spectrum acquisition device, and acquiring the solar spectrum according to the model algorithm program, wherein the environment parameters are taken as input parameters of the model algorithm program. With the method, the problem that a special measuring instrument is needed in measuring the solar spectrum in the prior art is solved, and the solar spectrum is measured conveniently and rapidly.

Description

Spectrum of sunlight measuring method and device
Technical field
The present invention relates to spectral measurement field, in particular to a kind of spectrum of sunlight measuring method and device.
Background technology
In a broad sense, sunshine is the electromagnetic radiation of all frequency spectrums from the sun.When the sun is on local horizon, be called daylight through earth atmosphere filtering illumination to the solar radiation of earth surface.Many applications are embodied in the demand that spectrum of sunlight is measured, such as, in solar energy power generating application, need to measure local solar radiation situation to determine the photovoltaic material that matches and to calculate annual electricity generating capacity; In climatic study, the spectrum of sunlight climate parameter influence of different geographical, meanwhile, spectrum of sunlight also affects climatic phenomenon; In agricultural research, the difference of spectrum of sunlight can affect vegeto-animal growth, affects the daylight fermentation etc. of bio-fuel; In building field, the spectrum of sunlight difference of different geographical can cause the colour rendering difference of outdoor architecture material; In illumination and medical field, researcher attempts to carry out room lighting by simulating the spectrum of sunlight of different geographical, thus reaches and make occupant's body and mind joyful, or the object for the treatment of patient condition.Therefore, particularly necessary to the measurement of spectrum of sunlight.
Current existing spectrum of sunlight measures the main method using directly measurement, and need special surveying instrument, such as spectrometer, spectrometer is the scientific instrument light of complicated component being decomposed into spectrum line, is made up of prism or diffraction grating etc.The principle of work of spectrometer is light incident light being separated into different-waveband, and measures it respectively.Spectrometer has polytype, except the spectrometer used at visible light wave range, also has infrared spectrometer and ultraviolet spectrometer (UVS).By the difference of dispersion element, spectrometer can be divided into prism spectrometer, grating spectrograph and interference spectroscope etc.Existing spectrum of sunlight measuring technique is generally absorbed in different incident light light-splitting methods, luminous intensity measurement means and surveying instrument structure.
Although it is very high to use special surveying instrument to measure precision to spectrum of sunlight, but also exist measure cost high, measure complicated operation, measure that low, the surveying instrument volume of dirigibility is large, complex structure, be not easy to shortcomings such as carrying, and the project organization of simplified measurement instrument, the measuring accuracy of spectrum of sunlight can be affected.
Measure the problem of the surveying instrument that spectrum of sunlight needs use special for prior art, not yet propose effective solution at present.
Summary of the invention
Fundamental purpose of the present invention is to provide a kind of spectrum of sunlight measuring method and device, to solve the problem that prior art measures the surveying instrument that spectrum of sunlight needs use special.
To achieve these goals, according to an aspect of the present invention, a kind of spectrum of sunlight measuring method is provided.This spectrum of sunlight measuring method comprises: spectrum acquisition device obtains environment parameter, wherein, environment parameter is the parameter affecting spectrum of sunlight, is provided with model algorithm program in spectrum acquisition device, and model algorithm program is used for calculating spectrum of sunlight according to preset algorithm; And spectrum acquisition device environmentally parameter execution daylight spectral measurement, wherein, using the input parameter of environment parameter as model algorithm program, and obtain spectrum of sunlight by model algorithm program.
Further, spectrum acquisition device obtains environment parameter by following any one or various ways: the environment parameter gathering place to be measured; Receive the environment parameter in the place to be measured of user's input.
Further, the environment parameter gathering place to be measured comprises: the image-forming information gathering place to be measured; Extract from image-forming information and preset feature; Judge to preset feature whether with default sample matches; And if judge default feature and default sample matches, using the environment parameter of environment parameter corresponding for default sample as place to be measured.
Further, model algorithm program is the program being performed daylight spectral measurement by default spectrum of sunlight computation model, wherein, input parameter is the input parameter of default spectrum of sunlight computation model, presets spectrum of sunlight computation model and is used for obtaining spectrum of sunlight according to input parameter.
Further, input parameter to comprise: earth external spectrum, longitude and latitude, height above sea level, date, time, atmospheric parameters and land surface parameters.
Further, after spectrum acquisition device obtains environment parameter, this spectrum of sunlight measuring method also comprises: be stored in preset data list using input parameter as table data, wherein, in preset data list, a corresponding input parameter of table data, spectrum acquisition device environmentally parameter performs daylight spectral measurement, wherein, using the input parameter of environment parameter as model algorithm program, and comprised by model algorithm program acquisition spectrum of sunlight: the list of traversal preset data; And respectively using the input parameter of the table data in preset data list as default spectrum of sunlight computation model, obtain the spectrum of sunlight that every bar table data is corresponding respectively.
Further, spectrum acquisition device environmentally parameter in the processor or Cloud Server of spectrum acquisition device, perform daylight spectral measurement.
Further, spectrum acquisition device environmentally parameter in the processor of spectrum acquisition device, perform daylight spectral measurement comprise: the processor reception environment parameter of spectrum acquisition device; The processor of spectrum acquisition device processes environment parameter, obtains spectrum of sunlight data; And spectrum of sunlight data are sent to display by communication module and show by the processor of spectrum acquisition device.
Further, spectrum acquisition device environmentally parameter in Cloud Server, perform daylight spectral measurement comprise: cloud server environment parameter; Cloud Server processes environment parameter, obtains spectrum of sunlight data; And spectrum of sunlight data are sent to display by communication module and show by Cloud Server.
To achieve these goals, according to a further aspect in the invention, a kind of spectrum of sunlight measurement mechanism is provided.This spectrum of sunlight measurement mechanism comprises: acquisition module, obtain environment parameter for spectrum acquisition device, wherein, environment parameter is the parameter affecting spectrum of sunlight, in spectrum acquisition device, be provided with model algorithm program, model algorithm program is used for calculating spectrum of sunlight according to preset algorithm; And measurement module, for spectrum acquisition device environmentally parameter execution daylight spectral measurement, wherein, using the input parameter of environment parameter as model algorithm program, and obtain spectrum of sunlight by model algorithm program.
Further, acquisition module comprises: acquisition module, for gathering the environment parameter in place to be measured; Receiver module, for receiving the environment parameter in the place to be measured of user's input.
Further, acquisition module comprises: first gathers submodule, for gathering the image-forming information in place to be measured; Extraction module, presets feature for extracting from image-forming information; Judge module, for judge default feature whether with default sample matches; And determination module, for when judging default feature and default sample matches, environment parameter corresponding for default sample is defined as the environment parameter in place to be measured.
Further, spectrum acquisition device comprises: first processor, and for reception environment parameter, environmentally parameter performs daylight spectral measurement in first processor, obtains spectrum of sunlight; First communication module, is connected with first processor, for receiving spectrum of sunlight; First display, is connected with first communication module, for receiving the spectrum of sunlight that first communication module sends, and shows spectrum of sunlight.
Further, spectrum acquisition device comprises: the second processor, for reception environment parameter; Second communication module, is connected with the second processor, for receiving the environment parameter that the second processor sends; And second display, be connected with second communication module, for showing spectrum of sunlight, wherein, second communication module is connected with Cloud Server, for environment parameter is sent to Cloud Server, daylight spectral measurement is performed in Cloud Server, obtain spectrum of sunlight, spectrum of sunlight also for receiving spectrum of sunlight, and is sent to second display by second communication module.
Pass through the present invention, environment parameter is obtained by spectrum acquisition device, and the measurement of spectrum of sunlight is performed according to this environment parameter, wherein, environment parameter is the parameter affecting spectrum of sunlight, in spectrum acquisition device, be provided with model algorithm program, model algorithm program is used for calculating spectrum of sunlight according to preset algorithm.This invention is using the input parameter of environment parameter as model algorithm program, and obtain spectrum of sunlight by model algorithm program, solve the problem that prior art measures the surveying instrument that spectrum of sunlight needs use special, simultaneously, this invention utilizes spectrum acquisition device to carry out the measurement of spectrum of sunlight, and measure structure simple, measuring process is easy, measure cost lower, reach the easy effect measuring spectrum of sunlight rapidly.
Accompanying drawing explanation
The accompanying drawing forming a application's part is used to provide a further understanding of the present invention, and schematic description and description of the present invention, for explaining the present invention, does not form inappropriate limitation of the present invention.In the accompanying drawings:
Fig. 1 is the process flow diagram of the spectrum of sunlight measuring method according to the embodiment of the present invention;
Fig. 2 a is the schematic diagram of cloudy sky picture according to the weather pattern of the embodiment of the present invention;
Fig. 2 b is the schematic diagram of fine sky picture according to the weather pattern of the embodiment of the present invention;
Fig. 2 c is the schematic diagram of the sky picture being the moon according to the weather pattern of the embodiment of the present invention;
Fig. 2 d is the schematic diagram of the sky picture being haze according to the weather pattern of the embodiment of the present invention;
Fig. 3 is the schematic diagram according to the artificial neural network in the training of the embodiment of the present invention;
Fig. 4 is the schematic diagram of the artificial neural network after completing according to the training of the embodiment of the present invention;
Fig. 5 a is the schematic diagram of the earth's surface picture being road surface according to the ground surface type of the embodiment of the present invention;
Fig. 5 b is the schematic diagram of the earth's surface picture being seawater according to the ground surface type of the embodiment of the present invention;
Fig. 5 c is the schematic diagram of the earth's surface picture being snowfield according to the ground surface type of the embodiment of the present invention;
Fig. 5 d is the schematic diagram of the earth's surface picture being meadow according to the ground surface type of the embodiment of the present invention;
Fig. 6 is the system architecture schematic diagram of the spectrum of sunlight measuring method according to the embodiment of the present invention;
Fig. 7 measures according to the spectrum of sunlight of the embodiment of the present invention structural representation performed in the processor of spectrum acquisition device;
Fig. 8 measures according to the spectrum of sunlight of the embodiment of the present invention structural representation performed in Cloud Server;
Fig. 9 schemes according to the spectrum of sunlight profiles versus of the different location of the embodiment of the present invention;
Figure 10 schemes according to the spectrum of sunlight profiles versus of the different time of the embodiment of the present invention;
Figure 11 schemes according to the spectrum of sunlight profiles versus of the different ground surface type of the embodiment of the present invention;
Figure 12 schemes according to the spectrum of sunlight profiles versus of the different weather type of the embodiment of the present invention; And
Figure 13 is the schematic diagram of the spectrum of sunlight measurement mechanism according to the embodiment of the present invention.
Embodiment
It should be noted that, when not conflicting, the embodiment in the application and the feature in embodiment can combine mutually.Below with reference to the accompanying drawings and describe the present invention in detail in conjunction with the embodiments.
The application's scheme is understood better in order to make those skilled in the art person, below in conjunction with the accompanying drawing in the embodiment of the present application, technical scheme in the embodiment of the present application is clearly and completely described, obviously, described embodiment is only the embodiment of the application's part, instead of whole embodiments.Based on the embodiment in the application, those of ordinary skill in the art are not making the every other embodiment obtained under creative work prerequisite, all should belong to the scope of the application's protection.
It should be noted that, term " first ", " second " etc. in the instructions of the application and claims and above-mentioned accompanying drawing are for distinguishing similar object, and need not be used for describing specific order or precedence.Should be appreciated that the data used like this can be exchanged, in the appropriate case so that the embodiment of the application described herein.In addition, term " comprises " and " having " and their any distortion, intention is to cover not exclusive comprising, such as, contain those steps or unit that the process of series of steps or unit, method, system, product or equipment is not necessarily limited to clearly list, but can comprise clearly do not list or for intrinsic other step of these processes, method, product or equipment or unit.
The present invention aims to provide a kind of spectrum of sunlight measuring method and device.
Fig. 1 is the process flow diagram of the spectrum of sunlight measuring method according to the embodiment of the present invention.As shown in Figure 1, this spectrum of sunlight measuring method comprises following step S102 to step S104:
Step S102, spectrum acquisition device obtains environment parameter.
The wave band periphery of spectrum of sunlight is 380 ~ 780 nanometers, and spectrum of sunlight is the spectrum that the vision of people can be experienced, and is generally divided into red, orange, yellow, green, blue, indigo, purple seven looks.The influence factor of the spectrum of sunlight in place to be measured comprises the longitude and latitude at place, place to be measured, the height above sea level in place to be measured, date, time, air and earth surface reflection situation.Wherein, longitude and latitude, height above sea level, date, time, atmospheric parameters and land surface parameters are called environment parameter, and environment parameter is the parameter affecting spectrum of sunlight.
The spectrum of sunlight of sunshine before entering earth atmosphere is referred to as earth external spectrum.Assuming that be vacuum environment from the sun to earth surface, then earth external spectrum can be obtained by satellite measurement data.Not considering in air and earth surface reflection situation, for same incident sunlight, the spectrum of sunlight of different location is not identical, even if in same place, the spectrum of sunlight of different time is not identical yet, and this phenomenon is mainly caused by the incident angle of daylight.Therefore, do not considering in air and earth surface reflection situation, when after the longitude and latitude in known place to be measured, height above sea level, date and time, the spectrum of sunlight in this place to be measured can pass through vacuum spectrum of sunlight pattern function (earth external spectrum, longitude and latitude, height above sea level, date, time) calculate.
In reality, Atmospheric components are complicated, higher to the influence degree of spectrum of sunlight, therefore, the measuring accuracy in order to improve spectrum of sunlight needs to consider with drag: the Rayleigh scattering model of air molecule, the absorbing model of ozonosphere, the absorbing model of mixed gas, the absorbing model of water vapor and aerocolloidal absorbing model.Wherein, the absorbing model of the Rayleigh scattering model of air molecule, the absorbing model of ozonosphere, the absorbing model of mixed gas and water vapor is relatively fixing, and aerocolloidal absorbing model is comparatively large by inside even from weather, and wherein, gasoloid refers to cloud, mist etc.The present invention aims to provide a kind of simple and rapid spectrum of sunlight measuring method, therefore, the present invention preferably uses the Rayleigh scattering model of fixing air molecule, the absorbing model of ozonosphere, the absorbing model of mixed gas and the absorbing model of water vapor, and aerocolloidal absorbing model is divided into fine, cloudy, cloudy, haze Four types, therefore, atmospheric parameters in the spectrum of sunlight measuring method of the embodiment of the present invention can use Atmospheric models function (the Rayleigh scattering model of air molecule, the absorbing model of ozonosphere, the absorbing model of mixed gas, the absorbing model of water vapor, aerocolloidal absorbing model) represent.
In addition, land surface parameters is also the important factor in order of spectrum of sunlight.Ground surface type can be divided into road surface, seawater, snowfield, meadow etc.Large-area high reflectance surface (such as seawater, snowfield etc.), the impact of land surface parameters on spectrum of sunlight is particularly evident.
Consider above influence factor, the spectrum of sunlight in place to be measured can be calculated by spectrum of sunlight computation model function (earth external spectrum, longitude and latitude, height above sea level, date, time, atmospheric parameters, land surface parameters).Wherein, this spectrum of sunlight computation model function corresponds to the default spectrum of sunlight computation model in the spectrum of sunlight measuring method of the present embodiment, and algorithm corresponding to this default spectrum of sunlight computation model is included in model algorithm program, wherein, this model algorithm program is arranged in spectrum acquisition device, for calculating the spectrum of sunlight in place to be measured according to preset algorithm.Model algorithm program is the program being performed visible spectrum measurement by default visible spectrum computation model, wherein, the input parameter of model algorithm program is the input parameter of default visible spectrum computation model, presets visible spectrum computation model and is used for obtaining visible spectrum according to input parameter.Spectrum acquisition device in the spectrum of sunlight measuring method of this embodiment is preferably but is not limited to smart mobile phone, the terminal devices such as panel computer, and in addition, spectrum acquisition device can also be equipment for customizing, namely for the equipment measuring spectrum of sunlight and custom-made.Spectrum acquisition device in this embodiment can be fixed, also removable.The spectrum of sunlight measuring method of this embodiment utilizes spectrum acquisition device to achieve to treat the real-time spectrum of sunlight of geodetic point to measure rapidly and accurately, easy to carry, and structure is simple, easy and simple to handle.
Model algorithm program in the spectrum of sunlight measuring method of this embodiment comprises two kinds of patterns: first mode, obtains environment parameter by spectrum acquisition device, obtains visible spectrum by default visible spectrum computation model; And second pattern, receive the environment parameter of user's input, obtain visible spectrum by default visible spectrum computation model.The difference of first mode and the second pattern is different with the obtaining means of environment parameter.First mode obtains environment parameter by spectrum acquisition device, and this first mode is relatively applicable to not having the user of professional knowledge background and the experience of measurement to use; And user can the more meticulous environment parameter (such as air type, ground surface type etc.) of manually selection sort in a second mode, can obtain the better spectrum of sunlight measurement result of precision by the second pattern, the user that this second model comparision is applicable to having professional knowledge background and the experience of measurement uses.In actual application, user can select different patterns to carry out the measurement of spectrum of sunlight according to demand.The spectrum of sunlight measuring method of this embodiment is that user provides the model algorithm program with multiple modes of operation, not only increases the precision that spectrum of sunlight is measured, and enhances user's experience.
Based on two kinds of model algorithm program different operator schemes, the spectrum acquisition device in the spectrum of sunlight measuring method of this embodiment can obtain the environment parameter in place to be measured by one or more methods following, namely gather the environment parameter in place to be measured; Receive the environment parameter in the place to be measured of user's input.
Particularly, the environment parameter gathering place to be measured comprises: the image-forming information gathering place to be measured; Extract from image-forming information and preset feature; Judge to preset feature whether with default sample matches; And if judge default feature and default sample matches, using the environment parameter of environment parameter corresponding for default sample as place to be measured.Image-forming information can be picture or video, the collection of image-forming information can be realized by the acquisition module in spectrum acquisition device, extracts that preset feature and default feature and default sample are carried out mating can by the processing modules implement in spectrum acquisition device from image-forming information.When image-forming information is picture, processing module is extracted and is preset feature from this picture, and default feature is mated with default sample, and wherein, matching process can adopt master color feature comparison method.When image-forming information is video, processing module therefrom intercepts frame figure, and the default feature extracting this frame figure is mated with default sample.The environment parameter that the spectrum of sunlight measuring method of this embodiment gathers place to be measured by said method is convenient to real time correction environment parameter, improves acquisition efficiency and the accuracy of environment parameter.
In addition, obtain the mode that environment parameter also can adopt the environment parameter in the place to be measured receiving user's input, the environment parameter in the place to be measured that user manually can input according to the professional knowledge grasped on model algorithm programmatic client display interface, or select the environment parameter in place to be measured for user with the form of data access.
Obtain environment parameter in the spectrum of sunlight measuring method of this embodiment to comprise and at least obtain following any one or multiple parameter: earth external spectrum, longitude and latitude, height above sea level, date, time, atmospheric parameters, land surface parameters.
Particularly: earth external spectrum is obtained by satellite measurement data, can directly use.The longitude and latitude in place to be measured can be obtained by the positioning system of spectrum acquisition device.Height above sea level can be obtained by geography information.Date and time can pass through spectrum acquisition device or Network Capture.The obtain manner of above environment parameter is a kind of optimal way in the spectrum of sunlight measuring method of the embodiment of the present invention, and above environment parameter can also obtain by other means, and the present invention is not construed as limiting the obtain manner of above environment parameter.
Atmospheric parameters is mainly for the parameter of weather pattern, and weather pattern is divided into fine, cloudy, cloudy, haze etc.The spectrum of sunlight measuring method of this embodiment obtains atmospheric parameters can in the following manner: by the real-time weather information in the application program in spectrum acquisition device or Network Capture place to be measured, wherein, application program in spectrum acquisition device can be the weather software that spectrum acquisition device carries itself, also can be the application program that user is arranged on spectrum acquisition device according to demand.Preferably, the spectrum of sunlight measuring method acquisition atmospheric parameters of this embodiment passes through following steps: spectrum acquisition device obtains sky picture; And analyze sky picture, obtain atmospheric parameters.Wherein, spectrum acquisition device can utilize shoot function treat geodetic point directly over sky take, to obtain the sky picture in place to be measured.The sky photo of different weather type is as shown in Fig. 2 a, Fig. 2 b, Fig. 2 c, Fig. 2 d, wherein, Fig. 2 a is the schematic diagram of cloudy sky picture according to the weather pattern of the embodiment of the present invention, Fig. 2 b is the schematic diagram of fine sky picture according to the weather pattern of the embodiment of the present invention, Fig. 2 c is the schematic diagram of the sky picture being the moon according to the weather pattern of the embodiment of the present invention, and Fig. 2 d is the schematic diagram of the sky picture being haze according to the weather pattern of the embodiment of the present invention.Spectrum acquisition device in the spectrum of sunlight measuring method of this embodiment can install the model algorithm program for calculating spectrum of sunlight, equally, this spectrum acquisition device also can install the application program with shoot function, or this spectrum acquisition device itself also can have shoot function.
After the sky picture obtaining place to be measured, this sky picture is analyzed, to obtain the weather pattern in place to be measured.The spectrum of sunlight measuring method of this embodiment is to the analytical approach of sky picture and be not construed as limiting.The method that the analysis of sky picture can adopt picture master color to extract.So-called master color, refers to the color that in a width coloured image, occurrence number is maximum.Corresponding three components of each pixel in one width coloured image, as RGB gray-scale value, sRGB gray-scale value, CIE-XYZ coordinate, CIE-XY coordinate or HIS (i.e. colourity Hue, intensity I ntensity, saturation degree Saturation) coordinate.The method that master color extracts can be the occurrence number of these different coordinate points of counting, and then the coordinate points finding occurrence number maximum, and gets the master color that this coordinate points is entire image; Also can be count the different occurrence number of coordinate points in some coordinate range, and then find the coordinate range that coordinate points occurrence number is maximum, and get the master color that certain point in this coordinate range is entire image; Also can be certain metric calculating hue coordinate, the distance that such as distance [0,0,0] is put, counts the occurrence number of these different coordinate metrics, and then the coordinate points finding occurrence number maximum, and gets the master color that this coordinate points is entire image.After obtaining the master color of weather picture, different weather patterns can be classified to, and then be obtained the atmospheric parameters in the input parameter presetting spectrum of sunlight computation model.
Except master color extracting method, Artificial Neural Network can also be adopted to the analysis of sky picture.Artificial neural network is that a kind of application class is similar to the structure that cerebral nerve cynapse connects and carries out the mathematical model of information processing, forms by being coupled to each other between a large amount of nodes (or claiming neuron).A kind of specific output function of each node on behalf, is called excitation function.Every two internodal connections all represent one and are referred to as weight for the weighted value by this connection signal, and this is equivalent to the memory of artificial neural network.The output of network then because of the connected mode of network, the difference of weighted value and excitation function and different.And network self is all approaching certain algorithm of nature or function usually, also may be the expression to a kind of logic strategy.Artificial neural network is regarded as a black box by the spectrum of sunlight measuring method of this embodiment, need before setting up artificial neural network to train it, Fig. 3 is the schematic diagram according to the artificial neural network in the training of the embodiment of the present invention, as shown in Figure 3, the spectrum of sunlight measuring method of this embodiment chooses a large amount of sky pictures and the weather pattern corresponding with this sky picture is trained this artificial neural network, after artificial neural network has been trained, just the mathematical model that known can be it can be used as, as shown in Figure 4, wherein, Fig. 4 is the schematic diagram of the artificial neural network after completing according to the training of the embodiment of the present invention.The spectrum of sunlight measuring method of this embodiment utilizes this mathematical model can realize input sky picture, just can export and obtain the weather pattern corresponding with this sky picture, namely this training complete after artificial neural network automatically complete analysis identification to sky picture.Wherein, adopt artificial neural network to analyze to sky picture the precision obtaining weather pattern and depend on the complexity of artificial neural network and the training sample amount to artificial neural network.
The spectrum of sunlight measuring method of this embodiment provides the multiple sky picture by treating geodetic point and analyzes, identify weather pattern, and then obtain the method for the input parameter atmospheric parameters presetting spectrum of sunlight computation model, simplify the measuring process of spectrum of sunlight, improve the precision that spectrum of sunlight is measured, meanwhile, also convenience is brought for user uses spectrum acquisition device to obtain atmospheric parameters.
Land surface parameters depends primarily on ground surface type, and ground surface type can be divided into road surface, seawater, snowfield, meadow etc. usually.Alternatively, the spectrum of sunlight measuring method of this embodiment obtain base parameter can in the following manner: distinguish ground surface type by the positioning system of spectrum acquisition device; Obtain earth's surface picture by spectrum acquisition device, analysis is carried out to this earth's surface picture and identifies ground surface type; Manually select to determine ground surface type according to the second pattern of model algorithm program.
Preferably, the spectrum of sunlight measuring method acquisition land surface parameters of this embodiment comprises: spectrum acquisition device obtains earth's surface picture; And analytically chart sheet, obtain land surface parameters.Wherein, it is similar that spectrum acquisition device acquisition earth's surface picture and spectrum acquisition device obtain sky photo, all can utilize the shoot function of spectrum acquisition device, the earth's surface picture immediately below place to be measured is taken by spectrum acquisition device, by to the analysis of this earth's surface picture and then the ground surface type obtaining place to be measured, obtain the input parameter land surface parameters presetting spectrum of sunlight computation model.The earth's surface photo of different ground surface type is as shown in Fig. 5 a, Fig. 5 b, Fig. 5 c, Fig. 5 d, wherein, Fig. 5 a is the schematic diagram of the earth's surface picture being road surface according to the ground surface type of the embodiment of the present invention, Fig. 5 b is the schematic diagram of the earth's surface picture being seawater according to the ground surface type of the embodiment of the present invention, Fig. 5 c is the schematic diagram of the earth's surface picture being snowfield according to the ground surface type of the embodiment of the present invention, and Fig. 5 d is the schematic diagram of the earth's surface picture being meadow according to the ground surface type of the embodiment of the present invention.
The analytical approach of the spectrum of sunlight measuring method of this embodiment chart sheet is over the ground not construed as limiting, master color extracting method can be adopted, the color of earth's surface picture is obtained according to image processing techniques, and classify in conjunction with the earth's surface that the positioning system of spectrum acquisition device treats geodetic point, thus obtain the ground surface type in place to be measured.Manual mode can also be adopted to select ground surface type, the elliptically shooting process of chart sheet, but this manual mode select ground surface type to be only applicable to have the user of professional knowledge background and the experience of measurement.The spectrum of sunlight measuring method of this embodiment obtains the ground surface type in place to be measured by said method, and then obtains the input parameter land surface parameters presetting spectrum of sunlight computation model.
After spectrum acquisition device obtains environment parameter, the spectrum of sunlight measuring method of this embodiment also comprises: be stored in preset data list using input parameter as table data, wherein, in preset data list, a corresponding input parameter of table data.Input parameter is stored, be conducive to inquiring about the measurement result of the spectrum of sunlight of different input parameters at any time, but also can contrast the measurement result of spectrum of sunlight corresponding to different input parameters, and then analyze the different variation tendency of spectrum of sunlight along with input parameter.
Step S104, spectrum acquisition device environmentally parameter performs daylight spectral measurement.
The spectrum of sunlight measuring method of this embodiment is using the input parameter of environment parameter as model algorithm program, and obtain spectrum of sunlight by model algorithm program, wherein, input parameter to comprise: earth external spectrum, longitude and latitude, height above sea level, date, time, atmospheric parameters and land surface parameters.Fig. 6 is the system architecture schematic diagram of the spectrum of sunlight measuring method according to the embodiment of the present invention, as shown in Figure 6, vacuum spectrum of sunlight model is the model that when not considering air and land surface parameters, vacuum spectrum of sunlight pattern function is corresponding, and spectrum of sunlight is only by the impact of longitude and latitude, height above sea level, date and time.When considering the affecting of air and land surface parameters, preset spectrum of sunlight computation model and also will consider Atmospheric models and terrain model, wherein, Atmospheric models correspond to atmospheric parameters, i.e. weather pattern, terrain model corresponds to land surface parameters, i.e. ground surface type, can be obtained the real-time spectrum of sunlight in place to be measured by default spectrum of sunlight computation model.
Preferably, in the spectrum of sunlight measuring method of this embodiment spectrum acquisition device environmentally parameter in the processor or Cloud Server of spectrum acquisition device, perform visible spectrum measure.
Preferably, spectrum acquisition device environmentally parameter in the processor of spectrum acquisition device, perform visible spectrum measurement comprise: the processor reception environment parameter of spectrum acquisition device; The processor of spectrum acquisition device processes environment parameter, obtains visible spectrum data; And visible spectrum data are sent to display by communication module and show by the processor of spectrum acquisition device.Fig. 7 measures according to the spectrum of sunlight of the embodiment of the present invention structural representation performed in the processor of spectrum acquisition device, as shown in Figure 7, processor is sent to after the clock acquisition date and time of spectrum acquisition device, processor is sent to after the positioning system acquisition longitude and latitude of spectrum acquisition device, processor is sent to after the digital camera acquisition sky picture of spectrum acquisition device and earth's surface picture, simultaneously, weather information comprises weather and height above sea level, weather information is sent to processor by communication module, processor processes it after receiving the input parameter of default spectrum of sunlight computation model, obtain spectrum of sunlight, then the spectrum of sunlight obtained is sent to display via traffic model and shows by processor.The measuring process of spectrum of sunlight performs the processor requirement of spectrum acquisition device higher in the processor of spectrum acquisition device.
Preferably, spectrum acquisition device environmentally parameter in Cloud Server, perform visible spectrum measurement comprise: cloud server environment parameter; Cloud Server processes environment parameter, obtains visible spectrum data; And visible spectrum data are sent to display by communication module and show by Cloud Server.Fig. 8 measures according to the spectrum of sunlight of the embodiment of the present invention structural representation performed in Cloud Server, as shown in Figure 8, processor is sent to after the positioning system acquisition longitude and latitude of spectrum acquisition device, processor is sent to after the digital camera acquisition sky picture of spectrum acquisition device and earth's surface picture, the longitude and latitude that processor will receive, sky picture and earth's surface picture are sent to Cloud Server by communication module, simultaneously, the weather information (comprising weather and height above sea level) that cloud server is obtained by spectrum acquisition device or manual mode is selected, date and time, Cloud Server processes the input parameter receiving default spectrum of sunlight computation model, obtain spectrum of sunlight, then the spectrum of sunlight obtained is sent to display via traffic model to show.The measuring process of spectrum of sunlight performs and requires higher to the communication module of spectrum acquisition device in Cloud Server.
Preferably, spectrum acquisition device environmentally parameter performs visible spectrum measurement, using the input parameter of environment parameter as model algorithm program, and is comprised by model algorithm program acquisition visible spectrum: the list of traversal preset data; And respectively using the input parameter of the table data in preset data list as default visible spectrum computation model, obtain the visible spectrum that every bar table data is corresponding respectively.When the number inputting parameter is multiple, the spectrum of sunlight corresponding to multiple input parameter can be realized by the spectrum of sunlight measuring method of this embodiment and contrast, thus analyze the influence factor of spectrum of sunlight.Such as, the spectrum of sunlight measuring method of this embodiment is utilized can to obtain the variation tendency of place to be measured any intraday spectrum of sunlight in certain season.Based on default spectrum of sunlight computation model, when do not change longitude and latitude, height above sea level, the date, atmospheric parameters and land surface parameters, input the different time, namely can obtain the spectrum of sunlight of this place to be measured different time.The room lighting that can carry out solar simulated according to the spectrum of sunlight measuring method of this embodiment controls, thus builds the luminous environment more meeting body ' s physiological rhythm.
In order to verify the feasibility of the spectrum of sunlight measuring method of this embodiment, below list the distribution situation of spectrum of sunlight at different conditions: the input parameter of the spectrum of sunlight of different location is as shown in table 1 (with on the spot situation is not corresponding for its intermediate altitude and ground surface type).As shown in Figure 9, wherein, Fig. 9 schemes according to the spectrum of sunlight profiles versus of the different location of the embodiment of the present invention spectrum of sunlight corresponding to the input parameter of different condition.As can be seen from Figure 9, during ceteris paribus, the relative radiant intensity of Yalong Bay is higher than Pekinese's relative radiant intensity, and Pekinese's relative radiant intensity is higher than the relative radiant intensity of the Arctic Circle.It can also be seen that from Fig. 9, the relative radiant intensity of spectrum of sunlight when wavelength is 460 ran corresponding to three places is higher.
Table 1
The input parameter of the spectrum of sunlight of different time is as shown in table 2 (with on the spot situation is not corresponding for its intermediate altitude and ground surface type).As shown in Figure 10, wherein, Figure 10 schemes according to the spectrum of sunlight profiles versus of the different time of the embodiment of the present invention spectrum of sunlight corresponding to the input parameter of different time.As can be seen from Figure 10 during ceteris paribus, the relative radiant intensity of 12:00 higher than the relative radiant intensity of 16:00,16:00 higher than 8:00.As can be seen from Figure 10 also, the relative radiant intensity of spectrum of sunlight when wavelength is 460 ran that three time is corresponding is higher.
Table 2
The input parameter (with on the spot situation is not corresponding for its intermediate altitude and ground surface type) as shown in table 3 of the spectrum of sunlight of different ground surface type, spectrum of sunlight corresponding to the input parameter of different ground surface type as shown in figure 11, wherein, Figure 11 schemes according to the spectrum of sunlight profiles versus of the different ground surface type of the embodiment of the present invention.As can be seen from Figure 11 during ceteris paribus, ground surface type is that the relative radiant intensity of snowfield is the highest, ground surface type is that the relative radiant intensity of seawater is minimum, and the relative radiant intensity of spectrum of sunlight when wavelength is 460 ran corresponding to four kinds of ground surface type is higher.
Table 3
The input parameter of the spectrum of sunlight of different weather type is as shown in table 4 (with on the spot situation is not corresponding for its intermediate altitude and ground surface type), spectrum of sunlight corresponding to the input parameter of different weather type as shown in figure 12, wherein, Figure 12 schemes according to the spectrum of sunlight profiles versus of the different weather type of the embodiment of the present invention.As can be seen from Figure 12, during ceteris paribus, the relative radiant intensity of fine day is higher than the relative radiant intensity at cloudy day, and the relative radiant intensity of spectrum of sunlight when wavelength is 460 ran corresponding to two kinds of weather patterns is higher
Table 4
By above-mentioned actual verification, the spectrum of sunlight measuring method of this embodiment adopts spectrum acquisition device to obtain environment parameter, environmentally parameter performs daylight spectral measurement, using the input parameter of environment parameter as default spectrum of sunlight computation model, and obtain spectrum of sunlight by this default spectrum of sunlight computation model, solve the problem that prior art measures the surveying instrument that spectrum of sunlight needs use special.The spectrum of sunlight measuring method of this embodiment uses spectrum acquisition device to measure spectrum of sunlight, has not only ensured the measuring accuracy of spectrum of sunlight, and has simplified measurement structure, optimized measuring process, reduced measurement cost.
It should be noted that, can perform in the computer system of such as one group of computer executable instructions in the step shown in the process flow diagram of accompanying drawing, and, although show logical order in flow charts, but in some cases, can be different from the step shown or described by order execution herein.
The embodiment of the present invention additionally provides a kind of spectrum of sunlight measurement mechanism.It should be noted that, this spectrum of sunlight measurement mechanism may be used for the spectrum of sunlight measuring method performing the embodiment of the present invention.
Figure 13 is the schematic diagram of the spectrum of sunlight measurement mechanism according to the embodiment of the present invention.As shown in figure 13, this spectrum of sunlight measurement mechanism comprises: acquisition module 10 and measurement module 20.
Acquisition module 10, obtain environment parameter for spectrum acquisition device, wherein, environment parameter is the parameter affecting spectrum of sunlight, is provided with model algorithm program in spectrum acquisition device, and model algorithm program is used for calculating spectrum of sunlight according to preset algorithm.
Alternatively, the acquisition module in the spectrum of sunlight measurement mechanism of this embodiment comprises: acquisition module, for gathering the environment parameter in place to be measured; Receiver module, for receiving the environment parameter in the place to be measured of user's input.Wherein, acquisition module comprises: first gathers submodule, for gathering the image-forming information in place to be measured; Extraction module, presets feature for extracting from image-forming information; Judge module, for judge default feature whether with default sample matches; And determination module, for when judging default feature and default sample matches, environment parameter corresponding for default sample is defined as the environment parameter in place to be measured.
Measurement module 20, for spectrum acquisition device environmentally parameter execution daylight spectral measurement, wherein, using the input parameter of environment parameter as model algorithm program, and obtains spectrum of sunlight by model algorithm program.
Alternatively, the spectrum acquisition device in the spectrum of sunlight measurement mechanism of this embodiment can comprise: first processor, and for reception environment parameter, environmentally parameter performs visible spectrum measurement in first processor, obtains visible spectrum; First communication module, is connected with first processor, for receiving visible spectrum; First display, is connected with first communication module, for receiving the visible spectrum that first communication module sends, and shows visible spectrum.Perform in the first processor of model algorithm programmed control spectrum of sunlight measuring process in this moves.
Alternatively, the spectrum acquisition device in the spectrum of sunlight measurement mechanism of this embodiment can comprise: the second processor, for reception environment parameter; Second communication module, is connected with the second processor, for receiving the environment parameter that the second processor sends; And second display, be connected with second communication module, for showing visible spectrum, wherein, second communication module is connected with Cloud Server, for environment parameter is sent to Cloud Server, in Cloud Server, perform visible spectrum measure, obtain visible spectrum, visible spectrum also for receiving visible spectrum, and is sent to second display by second communication module.Herein, spectrum of sunlight measuring process does not perform in the processor of spectrum acquisition device, but performs in Cloud Server.
The spectrum of sunlight measurement mechanism of this embodiment performs place difference according to spectrum of sunlight measuring process is to there being two kinds of different system architectures, the function of the processor of the spectrum acquisition device in these two kinds different system architectures is different, when daylight Spectroscopy procedures performs in the processor of spectrum acquisition device, the processor of spectrum acquisition device has the function measuring spectrum of sunlight, when daylight Spectroscopy procedures performs in Cloud Server, the processor of spectrum acquisition device does not possess the function measuring spectrum of sunlight, Cloud Server has the function measuring spectrum of sunlight.
The spectrum of sunlight measurement mechanism of this embodiment comprises acquisition module 10 and measurement module 20, the environment parameter affecting spectrum of sunlight is obtained by acquisition module 10 spectrum acquisition device, measurement module 20 performs the measurement of spectrum of sunlight according to the environment parameter that acquisition module 10 obtains, particularly, the environment parameter that acquisition module 10 obtains by measurement module 20, as the input parameter of the default spectrum of sunlight computation model in model algorithm program, utilizes and presets spectrum of sunlight computation model calculating spectrum of sunlight.The problem that prior art measures the surveying instrument that spectrum of sunlight needs use special is solved by the spectrum of sunlight measurement mechanism of this embodiment, reach while guarantee spectrum of sunlight measuring accuracy and simplify spectrum of sunlight measuring process and measure structure, reduce the effect measuring cost.
Obviously, those skilled in the art should be understood that, above-mentioned of the present invention each module or each step can realize with general calculation element, they can concentrate on single calculation element, or be distributed on network that multiple calculation element forms, alternatively, they can realize with the executable program code of calculation element, thus, they can be stored and be performed by calculation element in the storage device, or they are made into each integrated circuit modules respectively, or the multiple module in them or step are made into single integrated circuit module to realize.Like this, the present invention is not restricted to any specific hardware and software combination.
The foregoing is only the preferred embodiments of the present invention, be not limited to the present invention, for a person skilled in the art, the present invention can have various modifications and variations.Within the spirit and principles in the present invention all, any amendment done, equivalent replacement, improvement etc., all should be included within protection scope of the present invention.

Claims (14)

1. a spectrum of sunlight measuring method, is characterized in that, comprising:
Spectrum acquisition device obtains environment parameter, and wherein, described environment parameter is the parameter affecting spectrum of sunlight, in described spectrum acquisition device, be provided with model algorithm program, and described model algorithm program is used for calculating spectrum of sunlight according to preset algorithm; And
Described spectrum acquisition device performs daylight spectral measurement according to described environment parameter, wherein, using the input parameter of described environment parameter as described model algorithm program, and obtains spectrum of sunlight by described model algorithm program.
2. spectrum of sunlight measuring method according to claim 1, is characterized in that, spectrum acquisition device obtains environment parameter by following any one or various ways:
Gather the environment parameter in place to be measured;
Receive the environment parameter in the place described to be measured of user's input.
3. spectrum of sunlight measuring method according to claim 2, is characterized in that, the environment parameter gathering place to be measured comprises:
Gather the image-forming information in described place to be measured;
Extract from described image-forming information and preset feature;
Judge described default feature whether with default sample matches; And
If judge described default feature and described default sample matches, using the environment parameter of environment parameter corresponding for described default sample as described place to be measured.
4. spectrum of sunlight measuring method according to any one of claim 1 to 3, it is characterized in that, described model algorithm program is the program being performed daylight spectral measurement by default spectrum of sunlight computation model, wherein, described input parameter is the input parameter of described default spectrum of sunlight computation model, and described default spectrum of sunlight computation model is used for obtaining spectrum of sunlight according to described input parameter.
5. spectrum of sunlight measuring method according to claim 4, is characterized in that, described input parameter comprises:
Earth external spectrum, longitude and latitude, height above sea level, date, time, atmospheric parameters and land surface parameters.
6. spectrum of sunlight measuring method according to claim 5, is characterized in that,
After spectrum acquisition device obtains environment parameter, described method also comprises: be stored in preset data list using described input parameter as table data, wherein, in described preset data list, and a corresponding described input parameter of described table data,
Described spectrum acquisition device performs daylight spectral measurement according to described environment parameter, wherein, using the input parameter of described environment parameter as described model algorithm program, and is comprised by described model algorithm program acquisition spectrum of sunlight:
Travel through described preset data list; And
Respectively using the input parameter of the table data in described preset data list as described default spectrum of sunlight computation model, obtain the spectrum of sunlight that every bar table data is corresponding respectively.
7. spectrum of sunlight measuring method according to claim 1, is characterized in that, described spectrum acquisition device performs daylight spectral measurement according to described environment parameter in the processor or Cloud Server of described spectrum acquisition device.
8. spectrum of sunlight measuring method according to claim 7, is characterized in that, described spectrum acquisition device performs daylight spectral measurement according to described environment parameter and comprises in the processor of described spectrum acquisition device:
The processor of described spectrum acquisition device receives described environment parameter;
The processor of described spectrum acquisition device processes described environment parameter, obtains spectrum of sunlight data; And
Described spectrum of sunlight data are sent to display by communication module and show by the processor of described spectrum acquisition device.
9. spectrum of sunlight measuring method according to claim 8, is characterized in that, described spectrum acquisition device performs daylight spectral measurement according to described environment parameter and comprises in described Cloud Server:
Environment parameter described in described cloud server;
Described Cloud Server processes described environment parameter, obtains spectrum of sunlight data; And
Described spectrum of sunlight data are sent to described display by described communication module and show by described Cloud Server.
10. a spectrum of sunlight measurement mechanism, is characterized in that, comprising:
Acquisition module, obtain environment parameter for spectrum acquisition device, wherein, described environment parameter is the parameter affecting spectrum of sunlight, in described spectrum acquisition device, be provided with model algorithm program, described model algorithm program is used for calculating spectrum of sunlight according to preset algorithm; And
Measurement module, performs daylight spectral measurement for described spectrum acquisition device according to described environment parameter, wherein, using the input parameter of described environment parameter as described model algorithm program, and obtains spectrum of sunlight by described model algorithm program.
11. spectrum of sunlight measurement mechanisms according to claim 10, it is characterized in that, described acquisition module comprises:
Acquisition module, for gathering the environment parameter in place to be measured;
Receiver module, for receiving the environment parameter in the place described to be measured of user's input.
12. spectrum of sunlight measurement mechanisms according to claim 11, it is characterized in that, described acquisition module comprises:
First gathers submodule, for gathering the image-forming information in described place to be measured;
Extraction module, presets feature for extracting from described image-forming information;
Judge module, for judge described default feature whether with default sample matches; And
Determination module, for when judging described default feature and described default sample matches, is defined as the environment parameter in described place to be measured by environment parameter corresponding for described default sample.
13. spectrum of sunlight measurement mechanisms according to claim 10, is characterized in that, described spectrum acquisition device also comprises:
First processor, for receiving described environment parameter, performing daylight spectral measurement according to described environment parameter, obtaining spectrum of sunlight in described first processor;
First communication module, is connected with described first processor, for receiving described spectrum of sunlight; And
First display, is connected with described first communication module, for receiving the described spectrum of sunlight that described first communication module sends, and shows described spectrum of sunlight.
14. spectrum of sunlight measurement mechanisms according to claim 10, is characterized in that, described spectrum acquisition device also comprises:
Second processor, for receiving described environment parameter;
Second communication module, is connected with described second processor, for receiving the described environment parameter that described second processor sends; And
Second display, is connected with described second communication module, for showing spectrum of sunlight,
Wherein, described second communication module is connected with Cloud Server, for described environment parameter is sent to described Cloud Server, daylight spectral measurement is performed in described Cloud Server, obtain described spectrum of sunlight, described spectrum of sunlight also for receiving described spectrum of sunlight, and is sent to described second display by described second communication module.
CN201510179642.7A 2015-04-15 2015-04-15 Solar spectrum measurement method and device Pending CN104748853A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510179642.7A CN104748853A (en) 2015-04-15 2015-04-15 Solar spectrum measurement method and device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201510179642.7A CN104748853A (en) 2015-04-15 2015-04-15 Solar spectrum measurement method and device

Publications (1)

Publication Number Publication Date
CN104748853A true CN104748853A (en) 2015-07-01

Family

ID=53588876

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201510179642.7A Pending CN104748853A (en) 2015-04-15 2015-04-15 Solar spectrum measurement method and device

Country Status (1)

Country Link
CN (1) CN104748853A (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111024629A (en) * 2018-10-09 2020-04-17 索尼半导体解决方案公司 Processing device and method, air pollution detection device and method

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5315513A (en) * 1991-10-29 1994-05-24 The United States Of America As Represented By The Secretary Of The Air Force System for modelling moderate resolution atmospheric propagation
CN101598797A (en) * 2009-07-16 2009-12-09 北京航空航天大学 A kind of method that realizes rugged topography remote sensing scene simulation
CN102997994A (en) * 2012-11-23 2013-03-27 北京航空航天大学 Skylight spectrum stimulating method based on artificial light source
CN103278479A (en) * 2013-04-23 2013-09-04 中国科学院安徽光学精密机械研究所 Atmospheric radiation transmission correction system and correction method
CN103698305A (en) * 2013-12-30 2014-04-02 中国科学院遥感与数字地球研究所 Method and system for observing atmospheric transmittance in real time
CN104463196A (en) * 2014-11-11 2015-03-25 中国人民解放军理工大学 Video-based weather phenomenon recognition method

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5315513A (en) * 1991-10-29 1994-05-24 The United States Of America As Represented By The Secretary Of The Air Force System for modelling moderate resolution atmospheric propagation
CN101598797A (en) * 2009-07-16 2009-12-09 北京航空航天大学 A kind of method that realizes rugged topography remote sensing scene simulation
CN102997994A (en) * 2012-11-23 2013-03-27 北京航空航天大学 Skylight spectrum stimulating method based on artificial light source
CN103278479A (en) * 2013-04-23 2013-09-04 中国科学院安徽光学精密机械研究所 Atmospheric radiation transmission correction system and correction method
CN103698305A (en) * 2013-12-30 2014-04-02 中国科学院遥感与数字地球研究所 Method and system for observing atmospheric transmittance in real time
CN104463196A (en) * 2014-11-11 2015-03-25 中国人民解放军理工大学 Video-based weather phenomenon recognition method

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
傅炳珊等: "利用MODTRAN3计算我国太阳直接辐射和散射辐射", 《南京气象学院学报》 *
刘勇洪等: "基于MODTRAN模式与卫星资料的晴空净太阳辐射模拟", 《高原气象》 *
文军 王介民 何淑杰: "《辐射传输PCModWin》程序及应用前景评述", 《遥感技术与应用》 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111024629A (en) * 2018-10-09 2020-04-17 索尼半导体解决方案公司 Processing device and method, air pollution detection device and method

Similar Documents

Publication Publication Date Title
CN110865040A (en) Sky-ground integrated hyperspectral water quality monitoring and analyzing method
CN105004320B (en) A kind of high score satellite data land table vegetation coverage inversion method and system
CN102538717B (en) Automatic leaf area index observation system and method thereof
CN111368817B (en) Method and system for quantitatively evaluating thermal effect based on earth surface type
CN107527038A (en) A kind of three-dimensional atural object automatically extracts and scene reconstruction method
CN109478232A (en) The identification of weeds in natural environment
Rautiainen et al. Coupling forest canopy and understory reflectance in the Arctic latitudes of Finland
CN113222054B (en) Remote sensing image fusion method, system, equipment and medium based on characteristic ratio index
CN108875583A (en) A kind of TNL-GDP regression model construction method based on urban architecture classification
CN109253976B (en) High-spectrum real-time radiometric calibration method based on light sensing module
CN103439265A (en) Real-time monitoring method for growth characters of tea trees in intensive cultivation
CN113240758B (en) Remote sensing image fusion method, system, equipment and medium based on fusion derivative index
CN108932521A (en) A kind of Crop classification method and system based on deep learning
CN108804394A (en) A kind of construction method of city noctilucence total amount-urban population regression model
CN108681715A (en) Hainan Tropical wildwood vegetation type group sorting technique
CN110414738A (en) A kind of crop yield prediction technique and system
CN108520127A (en) A kind of EO-1 hyperion inversion method of seeds leaf area index
CN106500841B (en) A kind of method and system of remote sensing monitoring large area tea place plant polyphenol content
CN111666827B (en) Forestry disease and pest intelligent identification method and system
CN111460687A (en) Simulation evaluation analysis-based camouflage scheme aided design system and method
CN114067222B (en) Urban water body remote sensing classification method and device
CN115015258A (en) Crop growth and soil moisture association determination method and related device
CN104748853A (en) Solar spectrum measurement method and device
CN103268618A (en) Method for calibrating multispectral remote sensing data true colors
Kittler et al. Scattered sunlight determining sky luminance patterns

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication

Application publication date: 20150701

RJ01 Rejection of invention patent application after publication