CN207689356U - A kind of spectral detection server and system - Google Patents
A kind of spectral detection server and system Download PDFInfo
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- CN207689356U CN207689356U CN201721852499.4U CN201721852499U CN207689356U CN 207689356 U CN207689356 U CN 207689356U CN 201721852499 U CN201721852499 U CN 201721852499U CN 207689356 U CN207689356 U CN 207689356U
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Abstract
The utility model is related to spectral detection field, a kind of spectral detection server and system are disclosed.Wherein, above-mentioned spectral detection server includes receiving module, acquisition module and computing module, and the receiving module is used to receive the spectral information of terminal transmission and demand label, the spectral information are acquired by portable spectrometer and be sent to the terminal；The acquisition module is used to, according to the spectral information and the demand label, obtain from spectra database and preset spectrum analysis model；The computing module is used to, according to the default spectrum analysis model, calculate the spectral information.In the above manner, the spectral detection server of the present embodiment can quickly, advantageously obtain qualitative and quantitative detection result.
Description
Technical field
The utility model is related to spectral detection fields, more particularly to a kind of spectral detection server and system.
Background technology
As the improvement of people's living standards, people increasingly pay close attention to the health of itself, the problem of safety, it is desirable to obtain
Immediately the qualitative and quantitative analysis service of profession.For example, consumer want to know about the residual contents of agriculture of edible vegetables and fruits, protein content,
The qualitative questions such as the quantitative problems such as sugar content or red wine time, fruit-producing area, flesh quality.However these qualitative, quantitatives
Analysis, the testing agency for generally requiring to deliver profession is detected, by using large-scale spectrometer, mass spectrograph, in conjunction with complexity
Processing step, can just obtain final accurate qualitative, quantitative result.
The inventor of the utility model has found in the process of implementing the utility model, the spectral detection system of the relevant technologies
The tester etc. for being equipped with the detection device of profession, the testing process of profession and profession is needed, can not quickly, advantageously be obtained
Qualitative and quantitative detection result.
Utility model content
The utility model embodiment, can mainly solving the technical problems that provide a kind of spectral detection server and system
Quickly, qualitative and quantitative detection result is advantageously obtained.
In order to solve the above technical problems, the technical solution that the utility model embodiment uses is：A kind of spectrum is provided
Detection service device, including：Receiving module, for receive terminal transmission spectral information and demand label, the spectral information by
Portable spectrometer acquires and is sent to the terminal；Acquisition module is used for according to the spectral information and the demand label,
It is obtained from spectra database and presets spectrum analysis model；Computing module is used for according to the default spectrum analysis model, to described
Spectral information is calculated.
Wherein, the spectral detection server further includes authentication module, is connect respectively with the receiving module, the reception
Module is additionally operable to receive the user authentication information that the terminal is sent；The authentication module is used to, according to user authentication information, test
Demonstrate,prove the user right.
Wherein, the spectral detection server further include into library module, it is described enter library module connect with the authentication module,
If it is described enter library module be verified for the user right, the spectral information is stored to the spectra database.
Wherein, the spectral detection server further includes update module, the update module with it is described enter library module connect；
The update module is used to, according to the spectral information, update the default spectrum analysis model；The acquisition module is additionally operable to
According to the spectral information and the demand label, updated default spectrum analysis model is obtained from spectra database；It is described
Computing module is additionally operable to, according to the updated default spectrum analysis model, calculate the spectral information.
Wherein, the spectral detection server further includes modeling module, the modeling module with it is described enter library module connect；
The modeling module is used to, according to the spectral information, establish and create spectrum analysis model；The acquisition module is additionally operable to basis
The spectral information and the demand label obtain the newly-built analysis model from the spectra database；The computing module
It is additionally operable to, according to the newly-built analysis model, calculate the spectral information.
Wherein, the computing module further includes preprocessing module, the preprocessing module be used for the spectral information into
Row pretreatment, the pretreatment include centralization, normalization, multiplicative scatter correction, smoothing, variation calibration and/or wavelength choosing
It selects.
Wherein, the spectral detection server further includes memory, the memory for store the spectral information and
The spectra database.
Wherein, the spectral detection server further includes device management module, and the device management module is set for receiving
Standby status information, and according to the status information of equipment, determine unit exception situation.
Wherein, the spectral detection server further includes：Sending module is connect with the computing module, and being used for will be described
The result of calculation of spectral information is sent to the terminal.
In order to solve the above technical problems, another technical solution that the utility model embodiment uses is：A kind of light is provided
Detecting system, including portable spectrometer, terminal and claim 1-9 any one of them spectral detection servers are composed, it is described
Portable spectrometer is connect with the terminal, and the terminal is connect with the spectral detection server；The portable spectrometer
Including spectra collection circuit and data communication module, the spectra collection circuit is used for the spectral information of acquisition testing object, institute
Data communication module is stated for the spectral information to be sent to the terminal；The terminal for receive the spectral information with
And demand label input by user, and the spectral information and the demand label are sent to the spectral detection server；
The spectral detection server is used to, according to the spectral information and the demand label, analyze the spectral information.
Wherein, the terminal is additionally operable to receive user authentication information, and the user authentication information is sent to the light
Compose detection service device.
Wherein, the terminal is additionally operable to receive the status information of equipment of the portable spectrometer, and by the equipment shape
State information is sent to the spectral detection server.
Wherein, the data communication module is wireless transport module or wire transmission module；
The wireless transport module include WIFI module, bluetooth module, 2G modules, 3G module, 4G moulds it is in the block a kind of or
It is a variety of.
Wherein, the spectral detection server is additionally operable to send the result of calculation of the spectral information to the terminal；Institute
Terminal is stated to be additionally operable to receive and show the result of calculation.
The advantageous effect of the utility model embodiment is：The case where being different from the prior art, the utility model embodiment
Spectral detection server includes receiving module, acquisition module and computing module, and the receiving module is used to receive terminal transmission
Spectral information and demand label, the spectral information are acquired by portable spectrometer and are sent to the terminal；The acquisition mould
Block is used to, according to the spectral information and the demand label, obtain from spectra database and preset spectrum analysis model；The meter
Module is calculated to be used to, according to the default spectrum analysis model, calculate the spectral information.In the above manner, this implementation
The spectral detection server of example can quickly, advantageously obtain qualitative and quantitative detection result.
Description of the drawings
One or more embodiments are illustrated by the picture in corresponding attached drawing, these exemplary theorys
The bright restriction not constituted to embodiment, the element with same reference numbers label is expressed as similar element in attached drawing, removes
Non- to have special statement, composition does not limit the figure in attached drawing.
Fig. 1 is the structural schematic diagram of the utility model spectral detection system that wherein an embodiment provides；
Fig. 2 is the structural schematic diagram for the spectral detection server that the utility model wherein embodiment provides；
Fig. 3 is the structural schematic diagram for the spectral detection server that another embodiment of the utility model provides.
Specific implementation mode
For the ease of understanding the utility model, in the following with reference to the drawings and specific embodiments, the utility model is carried out more detailed
Thin explanation.It should be noted that when element is expressed " being fixed on " another element, it can be directly in another element
Upper or placed in the middle there may be one or more therebetween elements.When an element is expressed " connection " another element, it can
To be directly to another element or may exist one or more elements placed in the middle therebetween.
Unless otherwise defined, technical and scientific term all used in this specification and the skill for belonging to the utility model
The normally understood meaning of technical staff in art field is identical.Art used in the description of the utility model in this specification
Language, which is only for the purpose of describing specific embodiments, is not intended to limitation the utility model.
Fig. 1 is the structural schematic diagram of the utility model spectral detection system that wherein an embodiment provides.As shown in Figure 1,
The spectral detection system 100 includes portable spectrometer 30, terminal 40 and spectral detection server 10.Portable spectrometer 30 with
Terminal 40 connects, and terminal 40 is connect with spectral detection server 10.
Also referring to Fig. 2, above-mentioned spectral detection server 10 includes receiving module 11, acquisition module 12, computing module
13 and sending module 14, receiving module 11 connect with acquisition module 12, acquisition module 12 is connect with computing module 13, sending module
14 connect with computing module 13.
Receiving module 11 can be data receiver circuit, communication mode can be wire communication or wireless communication, wherein
Wireless communication can be WIFI, bluetooth, NFC, radio frequency, broadband etc..Receiving module 10 is used to receive the spectrum letter of terminal transmission
Breath and demand label, the spectral information are acquired by portable spectrometer and are sent to the terminal, wherein spectral detection service
Device 10 is connect with terminal, and terminal is connect with portable spectrometer, and spectral information is sent to terminal by portable spectrometer, and terminal is again
Spectral information is sent to spectral detection server 10, meanwhile, terminal receives demand label, and demand label is sent to light together
Compose detection service device 10.Wherein, spectral information can be by infrared spectrum principle and Raman spectrometer principle to detection pair
The data obtained as carrying out contactless spectra collection, spectral information can be by portable spectrometer, Handheld spectrometers or miniature
The equipment such as spectrometer are sent.Demand label can be user according to detection object and self-demand, transmission it is corresponding qualitative fixed
Service analysis demand is measured, for example, it is assumed that user wishes to carry out object A the qualitative analysis of constituent, then sends constituent
Demand label.Demand label is inputted by user in terminal, is then sent to connecing for spectral detection server 10 by terminal
Receive module 11.
Acquisition module 12 is used to, according to spectral information and demand label, obtain from spectra database and preset spectrum analysis mould
Type.Wherein, spectra database is the set of all kinds of object reflective spectrum data measured under certain condition, each spectroscopic data
Correspond to many calculating analysis models.Default spectrum analysis model is the spectrum analysis model for being pre-stored in spectra database,
May include Quantitative Analysis Model and qualitative analysis model, wherein Quantitative Analysis Model is led to according to the data in spectra database
Cross offset minimum binary (PLS), support vector regression (SVR, Support Vector Regression), SDG (Stochastic
Gradient Descent) recurrence, multiple linear regression, Kalman filter method, K matrix method, P matrix methods or residual error bilinearity point
Solution scheduling algorithm, is modeled, and it is to be called that the model is saved in spectra database etc.；Qualitative analysis model is according to spectrum number
According to the data in library, by offset minimum binary (PLS), support vector machines (SVM), K adjacent to method, Bayesian Method or SDG
(Stochastic Gradient Descent) classification scheduling algorithm, is modeled, and the model is saved in spectra database
Etc. to be called.Default spectrum analysis model can be searched from spectra database and obtain according to spectral information and demand label,
For example, it is assumed that user wishes to carry out object A the qualitative analysis of constituent, demand label is constituent label, then basis
The spectral information X and constituent label of object A obtains the default spectrum point for calculating constituent from spectra database
Analyse model X '.
Computing module 13 can be processor, which is the processor with certain logical operation capability, such as singly
Piece machine, microprocessor or CPU etc., the processor can also have one or more processing core.Computing module 13 is used for
According to default spectrum analysis model, spectral information is calculated.Wherein, it can be to believe spectrum to calculate spectral information
Breath carries out Spectral matching with default spectrum analysis model, such as can be binary-coding matching, spectrum angle automatching, crosscorrelation
Coefficients match etc..
Wherein, computing module 13 may include preprocessing module 131, preprocessing module 131 may include Gaussian filter,
Filter, smoothing filter or wavelength selection circuit etc. are normalized, preprocessing module 131 for locating spectral information in advance
Reason, pretreatment includes centralization, normalization, multiplicative scatter correction, smoothing, variation calibration and/or wavelength selection.
Sending module 14 can be data transmission circuit, communication mode can be wire communication or wireless communication, wherein
Wireless communication can be WIFI, bluetooth, NFC, radio frequency, broadband etc..Sending module 14 is used for the result of calculation of spectral information
It is sent to terminal, to show the result of calculation of spectral information in terminal.
Spectral detection server 10 in the present embodiment includes receiving module 11, acquisition module 12 and computing module 13, is connect
Receive spectral information and demand label that module 11 is used to receive detection object；Acquisition module 12 is used for according to spectral information and demand
Label obtains from spectra database and presets spectrum analysis model；Computing module 13 is used for according to spectrum analysis model is preset, to light
Spectrum information is calculated.In the above manner, the spectral detection server 10 of the present embodiment can quickly, advantageously obtain it is qualitative
Quantitative testing result.
Also referring to Fig. 3, spectral detection system 10 can also include authentication module 15, enter library module 16, update module
171, memory 18 and device management module 19.Authentication module 15 is connect with receiving module, enters library module 16 and authentication module 15
Connection, update module 171 are connect with library module 16 is entered, and acquisition module 12 is connect with update module 171 and receiving module 11 respectively,
Memory 18 can be connected with device management module 19 by bus.
Receiving module 11 is additionally operable to receive the user authentication information that terminal is sent.User inputs user's checking letter in terminal
User authentication information is sent to spectral detection server 10 by breath, terminal.Wherein, user authentication information is for recognizing active user
Whether can by Authority Verification, can be password input by user, user fingerprints, user's face picture, user speech and
Etc..
Authentication module 15 can be comparator, and comparator can be used for being verified when user right, export high level, when
User right verification does not pass through, and exports low level；Or when user right is verified, output logic "Yes" works as user right
Verification does not pass through, output logic " non-".In the present embodiment, authentication module 15 is used to, according to user authentication information, verify user
Permission.Authentication module 15 can match user authentication information with preset verification information, if matching, user right are tested
Card passes through, if mismatching, user right does not pass through, then user right verification does not pass through.Wherein, user can be advance in terminal
Verification information is preset in setting, and default verification information is sent to the receiving module 11 of spectral detection server by terminal, and is stored in
Memory 18.
It can be data transmission circuit to enter library module 16, and data transmission circuit is used for data from a module transfer to another
One module.In the present embodiment, it is verified for user right if entering library module 16, spectral information is stored to spectrum number
According to library.Wherein, the signal that user right is verified is received when entering library module 16, then by transfer spectral information to memory
18, so that spectral information is stored into spectra database.
Optionally, it can also be data transmission network to enter library module 16, and data transmission network is used for when the traffic is larger,
By data from a module transfer to another module.
Update module 171 can be processor, and update module 171 is used to, according to spectral information, update and preset spectrum analysis
Model.Wherein, it updates and presets spectrum analysis model to store spectral information to spectra database, to each default spectrum point
Analysis model is recalculated, and preserves new default spectrum analysis model for calling.Update module 171 can be touched by user
Hair starts, and regular working can also be arranged, such as carries out primary update every other month and preset spectrum analysis model, regularly updates
Default spectrum analysis model can improve the accuracy rate of spectral detection.After update module 171 updates and presets spectrum analysis model,
Acquisition module 12 is additionally operable to obtain updated default spectrum analysis model from spectra database；Computing module 13 is additionally operable to basis
Updated default spectrum analysis model, calculates spectral information.Wherein, when update module 171 is by default spectrum analysis
After model modification, user acquires and inputs new spectral information and demand label, after spectral detection server 10 receives, obtains mould
Block 12 obtains updated default spectrum analysis model according to new spectral information and demand label, from update module 171, calculates
Module 13 carries out Spectral matching calculating according to updated default spectrum analysis model, to spectral information.
Optionally, above-mentioned spectral detection server 10 can also include modeling module 172, modeling module 172 respectively with enter
Library module 16 and acquisition module 12 connect, and modeling module 172 is used to, according to spectral information, establish and create spectrum analysis model.Its
In, it can be the spectrum analysis model that spectral information input by user is established to create spectrum analysis model.User can be free
Input spectrum information is created using modeling module 172 and creates spectrum analysis model, and preserves the newly-built spectrum analysis model, when
User again input spectrum information when, newly-built spectrum analysis model can be called to analyze spectral information.By modeling mould
Block 172, user can according to oneself need establish the small-sized library of spectra of oneself, substantially increase specific aim and practicability.
After modeling module 172 establishes newly-built spectrum analysis model, acquisition module 12 can be also used for according to spectral information and demand label,
It is obtained from spectra database and creates analysis model；Computing module 13 can be also used for according to analysis model is created, to spectral information
It is calculated.
Memory 18 can be built in the modules of spectral detection server 100, external can also be taken in spectral detection
It is engaged in outside the modules of device 10, memory 18 can also be remotely located memory, be taken by network connection spectral detection
The modules of business device 10.Memory 18 and the modules of spectral detection server 10 can pass through bus or other modes
It connects, in Fig. 3 for being connected by bus.Memory can be used for as a kind of non-volatile computer readable storage medium storing program for executing
Store non-volatile software program, non-volatile computer executable program and module.In the present embodiment, memory 18 is used
In storage spectral information and spectra database, wherein spectra database includes default spectrum analysis model, updated spectrum
Analysis model etc..
Device management module 19 is used for receiving device status information, and according to status information of equipment, determines unit exception feelings
Condition.Wherein, equipment can be the spectroanalysis instrument of acquisition spectral information, and equipment state can be the normal work of spectroanalysis instrument
State or stand-by state etc., status information of equipment can be the data such as log information, size of current；Unit exception situation with
Status information of equipment corresponds to, and according to its correspondence, determines unit exception situation, such as light is read from status information of equipment
The detector circuit of spectrum analysis instrument is abnormal, it is determined that unit exception situation is that detector is abnormal.Determine unit exception situation it
Afterwards, device management module 19 can be also used for sending device abnormal conditions to terminal or spectroanalysis instrument, to notify that user is timely
Maintenance.
Spectral detection server 10 in the present embodiment further includes authentication module 15, enter library module 16, update module 171,
Memory 18 and device management module 19 carry out Authority Verification, after Authority Verification passes through, user by authentication module 15 to user
In collected spectral information typing spectra database, the precision of spectral detection server 10 can will can be improved, and fast
Speed advantageously obtains qualitative and quantitative detection result.
Above-mentioned portable spectrometer 30 includes spectra collection circuit 31 and data communication module 32.Spectra collection circuit 31 with
Data communication module 32 connects, and spectra collection circuit 31 is used for the spectral information of acquisition testing object, and is transmitted to data communication
Module 32.Data communication module 32 can be wireless transport module or wire transmission module, and wireless transport module includes WIFI moulds
Block, bluetooth module, 2G modules, 3G module, 4G moulds are in the block one or more.In the present embodiment, data communication module 32 with
Terminal 40 connects, for spectral information to be sent to terminal 40.
Above-mentioned terminal 40 can be smart mobile phone, computer, smartwatch, Intelligent bracelet, tablet computer, palm PC etc.
Electronic equipment, and can support the installation of multipad.Terminal 40 is for receiving spectral information and input by user
Demand label, and spectral information and demand label are sent to spectral detection server 10.Wherein, demand label input by user
The demand label for detection object inputted in terminal 40 for user；Spectral information and demand label are sent to spectrum inspection
It can be that terminal 40 first caches the spectroscopic data sent by portable spectrometer 30 to survey server 10, then received input by user
Then spectral information and the packing of demand label are sent to spectral detection server 10 by demand label together.
Optionally, above-mentioned terminal 40 can be also used for receiving user authentication information, and user authentication information is sent to light
Detection service device 10 is composed, to carry out user right verification.
Optionally, above-mentioned terminal 40 can be also used for receiving the status information of equipment of portable spectrometer 30, and by equipment
Status information is sent to spectral detection server 10, to determine the abnormality of portable spectrometer 30.
Optionally, above-mentioned terminal 40 can also include display module (not shown), which can be liquid crystal display
Screen, OLED display screen etc., the display module is by receiving and showing based on the spectral information sent by spectral detection server 10
Calculate result.
Spectral detection system 100 in the present embodiment includes that can quickly, advantageously obtain qualitative and quantitative detection result
Spectral detection server 10 is sent to spectrum after so that user is passed through the acquisition spectral information of portable spectrometer 30 by terminal 40
Detection service device 10 can obtain to quick and convenient qualitative and quantitative detection result.
Finally it should be noted that：Above example is only to illustrate the technical solution of the application, rather than its limitations；At this
It under the thinking of application, can also be combined between the technical characteristic in above example or different embodiment, step can be with
It is realized with random order, and there are many other variations of the different aspect of the application as described above, for simplicity, they do not have
Have and is provided in details；Although the application is described in detail with reference to the foregoing embodiments, the ordinary skill people of this field
Member should understand that：It still can be with technical scheme described in the above embodiments is modified, or to which part skill
Art feature carries out equivalent replacement；And these modifications or replacements, each reality of the application that it does not separate the essence of the corresponding technical solution
Apply the range of a technical solution.
Claims (14)
1. a kind of spectral detection server, which is characterized in that including：
Receiving module, spectral information and demand label for receiving terminal transmission, the spectral information is by portable spectrometer
It acquires and is sent to the terminal；
Acquisition module, for according to the spectral information and the demand label, being obtained from spectra database and presetting spectrum analysis
Model；
Computing module, for according to the default spectrum analysis model, calculating the spectral information.
2. spectral detection server according to claim 1, which is characterized in that the spectral detection server further includes testing
Module is demonstrate,proved, is connect respectively with the receiving module；
The receiving module is additionally operable to receive the user authentication information that the terminal is sent；
The authentication module is used to, according to user authentication information, verify the user right.
3. spectral detection server according to claim 2, which is characterized in that the spectral detection server further include into
Library module, it is described enter library module connect with the authentication module, if it is described enter library module be verified for the user right,
The spectral information is stored to the spectra database.
4. spectral detection server according to claim 3, which is characterized in that the spectral detection server further includes more
New module, the update module with it is described enter library module connect；
The update module is used to, according to the spectral information, update the default spectrum analysis model；
The acquisition module is additionally operable to, according to the spectral information and the demand label, obtain from spectra database updated
Default spectrum analysis model；
The computing module is additionally operable to, according to the updated default spectrum analysis model, count the spectral information
It calculates.
5. spectral detection server according to claim 3, which is characterized in that the spectral detection server further includes building
Mould module, the modeling module with it is described enter library module connect；
The modeling module is used to, according to the spectral information, establish and create spectrum analysis model；
The acquisition module is additionally operable to according to the spectral information and the demand label, described in spectra database acquisition
Newly-built analysis model；
The computing module is additionally operable to, according to the newly-built analysis model, calculate the spectral information.
6. spectral detection server according to claim 2, which is characterized in that the computing module further includes pretreatment mould
Block, for the preprocessing module for being pre-processed to the spectral information, the pretreatment includes centralization, normalization, more
First scatter correction, smoothing, variation calibration and/or wavelength selection.
7. spectral detection server according to claim 2, which is characterized in that the spectral detection server further includes depositing
Reservoir, the memory is for storing the spectral information and the spectra database.
8. spectral detection server according to claim 2, which is characterized in that the spectral detection server further includes setting
Standby management module, the device management module are used for receiving device status information, and according to the status information of equipment, determination is set
Standby abnormal conditions.
9. according to claim 1-8 any one of them spectral detection servers, which is characterized in that the spectral detection server
Further include：
Sending module is connect with the computing module, for the result of calculation of the spectral information to be sent to the terminal.
10. a kind of spectral detection system, which is characterized in that including any one of portable spectrometer, terminal and claim 1-9 institutes
The spectral detection server stated, the portable spectrometer are connect with the terminal, the terminal and the spectral detection service
Device connects；
The portable spectrometer includes spectra collection circuit and data communication module, and the spectra collection circuit is examined for acquiring
The spectral information of object is surveyed, the data communication module is used to the spectral information being sent to the terminal；
The terminal is for receiving the spectral information and demand label input by user, and by the spectral information and described
Demand label is sent to the spectral detection server；
The spectral detection server is used to, according to the spectral information and the demand label, divide the spectral information
Analysis.
11. system according to claim 10, which is characterized in that the terminal is additionally operable to receive user authentication information, and
The user authentication information is sent to the spectral detection server.
12. system according to claim 10, which is characterized in that the terminal is additionally operable to receive the portable spectrometer
Status information of equipment, and the status information of equipment is sent to the spectral detection server.
13. system according to claim 10, which is characterized in that the data communication module is wireless transport module or has
Line transmission module；
The wireless transport module includes that WIFI module, bluetooth module, 2G modules, 3G module, 4G moulds are in the block one or more.
14. according to claim 10-13 any one of them systems, which is characterized in that the spectral detection server is additionally operable to
The result of calculation of the spectral information is sent to the terminal；
The terminal is additionally operable to receive and show the result of calculation.
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| CN201721852499.4U CN207689356U (en) | 2017-12-26 | 2017-12-26 | A kind of spectral detection server and system |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111239054A (en) * | 2018-11-28 | 2020-06-05 | 中移物联网有限公司 | Spectral analysis model application method and device |
| CN112432909A (en) * | 2019-08-26 | 2021-03-02 | 中移物联网有限公司 | Cloud spectrum detection method and device and electronic equipment |
| CN113358594A (en) * | 2020-06-30 | 2021-09-07 | 北京领主科技有限公司 | Substance component analysis system, method, device and medium based on spectrum detection |
| CN114530216A (en) * | 2020-11-23 | 2022-05-24 | 中移物联网有限公司 | Spectral analysis method, device and readable storage medium |
-
2017
- 2017-12-26 CN CN201721852499.4U patent/CN207689356U/en active Active
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN111239054A (en) * | 2018-11-28 | 2020-06-05 | 中移物联网有限公司 | Spectral analysis model application method and device |
| CN112432909A (en) * | 2019-08-26 | 2021-03-02 | 中移物联网有限公司 | Cloud spectrum detection method and device and electronic equipment |
| CN113358594A (en) * | 2020-06-30 | 2021-09-07 | 北京领主科技有限公司 | Substance component analysis system, method, device and medium based on spectrum detection |
| CN114530216A (en) * | 2020-11-23 | 2022-05-24 | 中移物联网有限公司 | Spectral analysis method, device and readable storage medium |
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Address after: 518000 Guangdong science and technology innovation and Research Institute, Shenzhen, Shenzhen, Nanshan District No. 6, science and technology innovation and Research Institute, Shenzhen, D 10, 1004, 10 Patentee after: Shenzhen Hetai intelligent home appliance controller Co.,Ltd. Address before: 518000 Guangdong science and technology innovation and Research Institute, Shenzhen, Shenzhen, Nanshan District No. 6, science and technology innovation and Research Institute, Shenzhen, D 10, 1004, 10 Patentee before: SHENZHEN H&T DATA RESOURCES AND CLOUD TECHNOLOGY Ltd. |