CN108052056A - State monitoring method, the apparatus and system of LED illumination lamp - Google Patents
State monitoring method, the apparatus and system of LED illumination lamp Download PDFInfo
- Publication number
- CN108052056A CN108052056A CN201711387066.0A CN201711387066A CN108052056A CN 108052056 A CN108052056 A CN 108052056A CN 201711387066 A CN201711387066 A CN 201711387066A CN 108052056 A CN108052056 A CN 108052056A
- Authority
- CN
- China
- Prior art keywords
- information
- led illumination
- illumination lamp
- state
- led
- 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
Links
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/04—Programme control other than numerical control, i.e. in sequence controllers or logic controllers
- G05B19/048—Monitoring; Safety
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Automation & Control Theory (AREA)
- Circuit Arrangement For Electric Light Sources In General (AREA)
Abstract
The invention discloses a kind of state monitoring method of LED illumination lamp, including step:The history for obtaining LED illumination lamp safeguards the target information of critical component in information and predetermined threshold value information and the LED illumination lamp operational process collected;Data analysis is carried out to target information, extracts the state characteristic information of LED illumination lamp;Information and state characteristic information are safeguarded according to history, the fault status information of LED illumination lamp is obtained by information identifying processing algorithm;According to predetermined threshold value information and state characteristic information, pass through the service life state information of information comparison Processing Algorithm acquisition LED illumination lamp.Invention additionally discloses a kind of state monitoring apparatus of LED illumination lamp and the condition monitoring systems of LED illumination lamp.Design based on data-driven, by combining real-time target information, the fault status information of LED illumination lamp and service life state information are obtained, realizes accurately LED illumination lamp status monitoring in real time, beneficial to LED illumination System operation supervision and lifting system reliability.
Description
Technical field
The present invention relates to technical field of LED illumination, more particularly to a kind of state monitoring method of LED illumination lamp, dress
It puts and system.
Background technology
With the progress of LED technology, LED illumination lamp is had been widely used in the every field in society.LED illumination
Lamps and lanterns rely on energy saving, green pollution-free many merits, and are widely used in Modern Landscape illumination, room lighting, room
The fields such as outer illumination.Different LED illumination lamps, reliability height is different, application environment is complicated, in practical engineering application
In, LED illumination System is typically formed by series of LED illuminator and is come into operation, the LED illumination lamp in LED illumination System
The case that integrity problem occurs in tool is not within minority.Traditional posterior maintenance, the reliability method for improving of Curve guide impeller are
Construction and the use demand of modern semiconductors illuminating engineering can not be met, this is mainly traditional LED illumination lamp status predication
Method, such as the methods of relevant life test is with prediction, there are acquired results accuracy is relatively low, can not accurate measurements LED shine
Bright lamp tool is the state during LED illumination System operation the problem of, such as failure and remaining life state.
The content of the invention
Based on above-mentioned analysis, it is necessary to can not accurate measurements LED photographs for traditional LED illumination lamp trend prediction method
Bright lamp tool LED illumination System operation during state the problem of, provide a kind of state monitoring method of LED illumination lamp,
A kind of state monitoring apparatus of LED illumination lamp and a kind of condition monitoring system of LED illumination lamp.
A kind of state monitoring method of LED illumination lamp, including:
The history for obtaining LED illumination lamp safeguards information and predetermined threshold value information and the LED illumination lamp collected
Has the target information of critical component in operational process;
Data analysis is carried out to the target information, extracts the state characteristic information of the LED illumination lamp;
Information and the state characteristic information are safeguarded according to the history, by described in the acquisition of information identifying processing algorithm
The fault status information of LED illumination lamp;
According to the predetermined threshold value information and the state characteristic information, compared by information described in Processing Algorithm acquisition
The service life state information of LED illumination lamp.
A kind of state monitoring apparatus of LED illumination lamp, including:
Information acquisition module, the history for obtaining LED illumination lamp safeguard information and predetermined threshold value information and acquisition
To the LED illumination lamp operational process in critical component target information;
Characteristic extracting module for carrying out data analysis to the target information, extracts the state of the LED illumination lamp
Characteristic information;
Fault monitor module for safeguarding information and the state characteristic information according to the history, is identified by information
Processing Algorithm obtains the fault status information of the LED illumination lamp;
Service life monitoring modular, for according to the predetermined threshold value information and the state characteristic information, being compared by information
Processing Algorithm obtains the service life state information of the LED illumination lamp.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor
The step of state monitoring method of the LED illumination lamp is realized during row.
A kind of condition monitoring system of LED illumination lamp, including information gathering module and information monitoring server, the letter
Breath acquisition module is communicated to connect with described information monitoring server;
Described information acquisition module is used to gather the target information of critical component and transmission in LED illumination lamp operational process
To described information monitoring server;The history that described information monitoring server obtains LED illumination lamp safeguards information and default threshold
Value information and after receiving the target information, carries out data analysis to the target information, extracts the LED illumination lamp
The state characteristic information of tool;Described information monitoring server safeguards information and the state characteristic information according to the history, leads to
It crosses information identifying processing algorithm and obtains the fault status information of the LED illumination lamp and according to the predetermined threshold value information
With the state characteristic information, pass through the service life state information of the information comparison Processing Algorithm acquisition LED illumination lamp.
State monitoring method, the apparatus and system of above-mentioned LED illumination lamp, the design based on data-driven, by real-time
The target information of critical component in LED illumination lamp operational process is gathered, and then extracts and sensitivity is declined to LED illumination lamp state
State characteristic information and carry out further information processing to complete accident analysis and life prediction, so as to obtain LED illumination
The fault status information of lamps and lanterns and service life state information, to realize accurately LED illumination lamp status monitoring in real time, beneficial to LED
Lighting system operation supervision and lifting system reliability.
Description of the drawings
Fig. 1 is the flow chart of the state monitoring method of one embodiment of the invention LED illumination lamp;
Fig. 2 is the flow chart of the state monitoring method of another embodiment of the present invention LED illumination lamp;
Fig. 3 is the function structure chart of the state monitoring apparatus of one embodiment of the invention LED illumination lamp;
Fig. 4 is the structure diagram of the condition monitoring system of LED illumination lamp of the embodiment of the present invention.
Specific embodiment
Below in conjunction with the accompanying drawings to the present invention LED illumination lamp state monitoring method, apparatus and system specific implementation
Mode is explained in detail.The preferred embodiment of the present invention is given in attached drawing.But the present invention can be with many different shapes
Formula is realized, however it is not limited to embodiment described herein.On the contrary, the purpose for providing these embodiments makes to the present invention
Disclosure more thorough and comprehensive.
With the continuous development of LED industry technology, LED illumination product has been widely used, such as urban road
The common arts such as illuminating engineering construction, industrial production area illumination, domestic lighting.Generally, large LED lighting system engineering
In, LED illumination lamp has generally comprised the critical pieces such as LED illuminating modules and LED drive power.Due to manufacture craft, material
The factors such as difference, use environment, different LED illumination lamps, reliability height are different.Application environment is complicated, in Practical Project
In, the case that integrity problem occurs in LED illumination lamp is not within minority.In the implementation of the present invention, invention human hair
Existing traditional posterior maintenance, the reliability method for improving of Curve guide impeller, can not meet modern LED illumination engineering construction and
Use demand.Traditional trend prediction method, for example, for LED illumination lamp associated lifetime experiment with prediction the methods of, deposit
It is relatively low in acquired results accuracy, state of the LED illumination lamp during being runed in LED illumination System can not be accurately obtained
The problem of, such as failure and remaining life state.To solve the problems, such as to find, a kind of status monitoring of LED illumination lamp is provided
Method.
Referring to Fig. 1, the state monitoring method of the LED illumination lamp of the embodiment of the present invention, comprises the following steps:
S12, the history for obtaining LED illumination lamp safeguard information and predetermined threshold value information and the LED illumination lamp collected
Has the target information of critical component in operational process.
Wherein, the history of LED illumination lamp safeguard information can include LED illumination lamp history health status information,
Work state information and history repair message.Predetermined threshold value information can be the engineering objective requirement according to LED illumination System, in advance
The parameter limits or threshold information first set, such as the brightness falling-threshold value of default LED illumination lamp failure is 30%, that is, is worked as
Brightness when LED illumination lamp works drops to the 70% of normal brightness value, then judges that the LED illumination lamp fails.LED illumination
Lamps and lanterns critical component can be the LED drive power of LED illumination lamp and LED illuminating modules.Target information can include real-time
The input and output for monitoring the environmental stress information, LED drive power of obtained each critical component local environment of LED illumination lamp are special
Two kinds or more of information in the luminance information of property information and LED illuminating modules.It can be taken according to actual monitoring
House.
It safeguards information it is appreciated that computing terminal can acquire history from relevant database server and presets
The target information of critical component in threshold information and the LED illumination lamp operational process collected.Above- mentioned information is in database
It can be respectively stored in different databases on server.The newest target information monitored can continual deposit pair
It is stored in the database server answered, in case computing terminal can call at any time.
S14 carries out data analysis to target information, extracts the state characteristic information of LED illumination lamp.
Wherein, state characteristic information can cause LED illumination lamp that performance degradation or failure occurs in target information
Information.
It is appreciated that computing terminal can the target information based on acquisition, utilize principal component analytical method, mutual information algorithm
Data Analysis Services are carried out with Fisher criterion scheduling algorithm, the state characteristic information of LED illumination lamp is obtained with extraction.
S16 safeguards information and state characteristic information according to history, and LED illumination lamp is obtained by information identifying processing algorithm
The fault status information of tool.
Wherein, the fault status information of LED illumination lamp can include the machine failure state and geography of LED illumination lamp
The information such as location information, the fault message of each critical component of the LED illumination lamp and maintenance suggestion.Information identifying processing algorithm
Can be Self-organizing Maps algorithm, NB Algorithm, neural network algorithm or algorithm of support vector machine scheduling algorithm, by upper
The information identifying processing algorithm stated using the history of LED illumination lamp safeguard corresponding information in information and state characteristic information into
Capable information identifying processing, such as safeguarded according to history in information, history input current and the state feature of the LED illumination lamp
Input and output electric current in information is compared identification, history stress information with the stress information in state characteristic information compared with
The processing such as identification.
It is appreciated that computing terminal after completion status feature information extraction, can be calculated by above-mentioned information identifying processing
Method identifies the LED illumination lamp with the presence or absence of abnormal and exception into row information identifying processing from state characteristic information
Specifying information etc., to obtain the fault status information of LED illumination lamp.
S18 according to predetermined threshold value information and state characteristic information, compares Processing Algorithm by information and obtains LED illumination lamp
The service life state information of tool.
Wherein, service life state information can be the remaining lifetime value of LED illumination lamp.Information compares Processing Algorithm
One or more kinds of algorithms in gray model, Kalman filtering, autoregression model or neural network algorithm.
It is appreciated that computing terminal can utilize predetermined threshold value information and state characteristic information, pass through above-mentioned information ratio
Processing Algorithm into row information comparison is handled, obtains the service life state information of LED illumination lamp.
In this way, as the target information of each critical component passes back to database server, computing terminal can be by upper
Step is stated, the fault status information of LED illumination lamp and service life state information obtained by continuous updating.Above-described embodiment utilizes LED
The history of illuminator safeguards the target information for the critical component that information, predetermined threshold value information and continuous collecting obtain, and carries out
Corresponding data calculate analysis, the fault status information of LED illumination lamp and service life state information are obtained, based on real-time target
Status information accuracy obtained by the analysis method of information and data-driven is higher.Solve traditional trend prediction method, gained
Prediction result accuracy is relatively low, the problem of can not being accurately obtained the state of LED illumination lamp in the process of running, beneficial to pair
The operation and maintenance of LED illumination lamp, so as to promote the global reliability of LED illumination System.LED illumination System can be that power grid supplies
Electricity or the city public lighting system of solar cell for supplying power or the lighting system of rural road or the photograph for producing plant area
Bright system.
In an optional embodiment, the target information of critical component can be sensed by the performance test of critical component
Device is monitored to obtain and reached in database server, such as can be by integrated current sensors and luminance sensor, respectively
Monitor the input and output electric current of LED drive power and the luminance information of illuminating module.Sensor is tested by environmental stress, such as
Integrated temperature sensor, humidity sensor, acceleration transducer, luminance sensor and air quality detection sensor, to realize
The environmental stress information of each critical component local environment of LED illumination lamp.Environmental stress information can be temperature, humidity, wind-force,
Noise, illumination and air quality etc..In this way, the various target informations needed for computing terminal can be provided at any time.
Referring to Fig. 2, in one embodiment, further, it can also comprise the following steps before step S16:
S15, carries out state characteristic information disorder data recognition and status assessment is handled, and obtains disorder data recognition and shape
State characteristic information after state assessment processing.
Wherein, disorder data recognition can be beyond the data for limiting scope in advance in state characteristic information, such as can be with
Brightness higher than nominal luminance value or less than lower limit brightness value or the input current of LED illuminating modules be more than rated current or
Person is less than lower current.Such as it can also be the temperature of LED illuminating modules higher than ceiling temperature or LED drive power output electricity
Stream is more than rated current etc..Status assessment can be as a result, from abnormal degree from slightly to weight according to disorder data recognition
After spending divided rank, status indicator is carried out to the state characteristic information of the part.
It is appreciated that computing terminal disorder data recognition can be carried out to state characteristic information and status assessment is handled, obtain
To disorder data recognition and status assessment treated state characteristic information.Disorder data recognition and the method for status assessment processing
But mahalanobis distance algorithm, rank sum test algorithm and gauss hybrid models.In this way, subsequent malfunction letter can be more convenient
The acquisition of breath and service life state information is handled, and improves data-handling efficiency.
In one embodiment, optionally, step can also be included after the step S18 of above-described embodiment:
Fault status information and service life state information are sent to display terminal by S19.Fault status information and service life state
The geographical distribution that information is used to indicate display terminal progress status information shows, pushes maintenance suggestion and alarm.
Wherein, display terminal can be the integral display or splicing wall display system for including processor.Status information
It can be using map function that geographical distribution, which is shown, and fault status information and service life state information to gained correspond to each
LED illumination lamp node, progress real-time distribution is shown in the geographic distribution of LED illumination System.For example, on display terminal
LED illumination System is shown in a manner of map, LED illumination lamp is the node of wherein each illuminating line, will be each
The fault status information and service life state information of a LED illumination lamp carry out mark display in real time.Maintenance suggestion can be corresponding
The visual cue information of maintenance suggestion information generation in fault status information, such as the maintenance suggestion message of push.
It is appreciated that computing terminal can complete the fault status information of LED illumination lamp and service life state information
After obtaining step, the fault status information of gained and service life state information are sent to display terminal so that display terminal can be with
The fault status information for each LED illumination lamp that instant playback receives and service life state information, and real time propelling movement maintenance suggestion
Information and the LED illumination lamp in LED illumination System, breaking down carry out alarm or shorter to remaining life
LED illumination lamp carries out alarm.
In another embodiment, above-mentioned computing terminal can carry out at hierarchical the target information acquired
Reason obtains corresponding LED illumination lamp and the target information of each level critical component.
It is appreciated that hierarchical processing can (can include LED drive power according to LED illumination lamp, LED module
With LED illuminating modules) and its component three level trees, to target information carry out layering classification processing.In this way, pass through
Orderly data structure is established, and can promote the data-handling efficiency of computing terminal.
Optionally, the computing terminal in above-described embodiment can be computer.
Referring to Fig. 3, a kind of status information monitoring device 100 of LED illumination lamp is provided, including information acquisition module
12nd, characteristic extracting module 14, fault monitor module 16 and service life monitoring modular 18.
The history that information acquisition module 12 is used to obtain LED illumination lamp is safeguarded information and predetermined threshold value information and is adopted
The target information of critical component in the LED illumination lamp operational process collected.Characteristic extracting module 14 be used for target information into
The state characteristic information of LED illumination lamp is extracted in row data analysis.Fault monitor module 16 be used for according to history safeguard information and
State characteristic information obtains the fault status information of LED illumination lamp by information identifying processing algorithm.Service life monitoring modular 18
For according to predetermined threshold value information and state characteristic information, passing through the service life of information comparison Processing Algorithm acquisition LED illumination lamp
Status information.
In this way, the status information monitoring device 100 of LED illumination lamp is carried by above-mentioned information acquisition module 12, feature
Modulus block 14, fault monitor module 16 and service life monitoring modular 18 can acquire the malfunction of LED illumination lamp immediately
Information and service life state information.It is higher based on the status information accuracy obtained by the analysis method of data-driven.Solves tradition
Trend prediction method, gained prediction result accuracy is relatively low, can not be accurately obtained LED illumination lamp in the process of running
The problem of state, beneficial to the operation and maintenance to LED illumination lamp.
In another embodiment, the status information monitoring device 100 of above-mentioned LED illumination lamp can also include information
Sending module.Information sending module is used to fault status information and service life state information being sent to display terminal.In this way, can be with
So that display terminal can be with fault status information and service life state information that instant playback receives, and it is directed to LED illumination System
In, the LED illumination lamp push maintenance suggestion information and progress alarm or shorter to remaining life that break down
LED illumination lamp carries out alarm.
In one embodiment, a kind of computer readable storage medium is provided, which has
Computer program.When the computer program is executed by processor, it may be such that processor performs following steps:Obtain LED illumination lamp
The history of tool safeguards the mesh of critical component in information and predetermined threshold value information and the LED illumination lamp operational process collected
Mark information;Data analysis is carried out to target information, extracts the state characteristic information of LED illumination lamp;Information is safeguarded according to history
With state characteristic information, pass through the fault status information of information identifying processing algorithm acquisition LED illumination lamp;According to predetermined threshold value
Information and state characteristic information compare the service life state information of Processing Algorithm acquisition LED illumination lamp by information.
In another embodiment, the computer program stored in above-mentioned computer readable storage medium is held by processor
During row, the sub-step of the state monitoring method of LED illumination lamp in the various embodiments described above can also be realized.
It will appreciated by the skilled person that realizing all or part of flow in above-described embodiment method, being can
To be completed by the relevant hardware of computer program instructions, the program can be stored in computer read/write memory medium
In, it is independent production marketing or use.Described program upon execution, can perform the whole of the embodiment such as above-mentioned each method
Or part steps.Wherein, the storage medium can be magnetic disc, CD, read-only memory (Read-Only Memory,
) or random access memory (Random Access Memory, RAM) etc. ROM.
Referring to Fig. 4, provide a kind of state information monitoring system 200 of LED illumination lamp.Including information gathering module 22
With information monitoring server 24.Information gathering module 22 is communicated to connect with information monitoring server 24.
Information gathering module 22 is used to gather the target information of critical component in LED illumination lamp operational process and be sent to
Information monitoring server 24;The history that information monitoring server 24 obtains LED illumination lamp safeguards information and predetermined threshold value information,
And after receiving target information, data analysis is carried out to target information, extracts the state characteristic information of LED illumination lamp.Letter
Breath monitoring server 24 safeguards information and state characteristic information according to history, and LED illumination is obtained by information identifying processing algorithm
The fault status information of lamps and lanterns and according to predetermined threshold value information and state characteristic information, compares Processing Algorithm by information and obtains
Take the service life state information of LED illumination lamp.
Optionally, information gathering module 22 can be disposed on the sensing in each LED illumination lamp in LED illumination System
Device array passes through Integrated Accelerometer, current sensor, luminance sensor, temperature sensor and humidity sensor
Sensor array, can be realize monitor respectively the environmental stress of LED illumination lamp, LED drive power input and output electric current,
The humidity information of the luminance information of illuminating module, the temperature information of radiator and lampshade internal environment.Information gathering module 22
It can also be the special monitoring device of integrated vision sensor and current sensor, the special monitoring device is by being installed in LED
Appropriate location on illuminator, can realize the environmental stress of LED illumination lamp, LED drive power input and output electric current,
The monitoring of the humidity information of the luminance information of illuminating module, the temperature information of radiator and lampshade internal environment.
Correspondingly, information monitoring server 24 can be for monitoring the back-end data of one or more LED illumination Systems
Server.In this way, gathering required target data by information gathering module 22, LED photographs are carried out by information monitoring server 24
The fault status information of bright lamp tool and the monitoring of life information obtain, and can realize each LED illumination lamp in LED illumination System
The real-time monitoring of malfunction and service life state provides effective foundation, so as to promote maintenance efficiency for LED illumination System maintenance.
In another embodiment, the state information monitoring system 200 of LED illumination lamp can also include display terminal
26.Display terminal 26 is communicated to connect with information monitoring server 24.Display terminal 26 is used to receive information monitoring server 24
After the fault status information of transmission and service life state information, geographical point is carried out to the fault status information and service life state information
Cloth shows, pushes maintenance suggestion and alarm.
Display terminal 26 can be the integral display or splicing wall display system for including processor.In this way, pass through information
Obtained fault status information and service life state information are sent to display terminal 26 by monitoring server 24, can be with real-time display
The malfunction and service life state of each LED illumination lamp in LED illumination System.It is for example, each in real-time display LED illumination System
The malfunction and remaining life of a LED illumination lamp.It is thus possible to significantly facilitating maintenance personnel carries out maintenance work.
In another embodiment, information monitoring server 24 can give birth to according to fault status information and service life state information
Into warning message and it is sent to the progress warning reminding of display terminal 26.The information for example, information monitoring server 24 is nonserviceabled
Over current fault occurs comprising LED illumination lamp, during the state for burning the LED illumination lamp, generation corresponds to the LED illumination lamp
Tool burns warning message and is sent to display terminal 26.Display terminal 26 is connected to after this burns warning message, by corresponding LED
Illuminator mark is differently shown, to form warning reminding.Display terminal 26 can also be by corresponding LED illumination lamp
Mark, which is differently shown, is simultaneously emitted by alarm sound.In another example information monitoring server 24 is included in service life state information
During the too short state of remaining life, generation is corresponding to the too short warning message of the remaining life of the LED illumination lamp and sends receipts
To display terminal 26.After display terminal 26 is connected to the warning message, corresponding LED illumination lamp mark is differently shown,
To form warning reminding.
Embodiment described above only expresses the several embodiments of the present invention, and description is more specific and detailed, but simultaneously
Cannot the limitation to the scope of the claims of the present invention therefore be interpreted as.It should be pointed out that for those of ordinary skill in the art
For, without departing from the inventive concept of the premise, various modifications and improvements can be made, these belong to the guarantor of the present invention
Protect scope.Therefore, the protection domain of patent of the present invention should be determined by the appended claims.
Claims (10)
1. a kind of state monitoring method of LED illumination lamp, which is characterized in that including:
The history for obtaining LED illumination lamp safeguards information and predetermined threshold value information and the LED illumination lamp collected fortune
The target information of critical component during row;
Data analysis is carried out to the target information, extracts the state characteristic information of the LED illumination lamp;
Information and the state characteristic information are safeguarded according to the history, obtaining the LED by information identifying processing algorithm shines
The fault status information of bright lamp tool;
According to the predetermined threshold value information and the state characteristic information, Processing Algorithm is compared by information and obtains the LED photographs
The service life state information of bright lamp tool.
2. the state monitoring method of LED illumination lamp according to claim 1, which is characterized in that tieed up according to the history
Information and the state characteristic information are protected, the fault status information of the LED illumination lamp is obtained by information identifying processing
Before step, further include:
Disorder data recognition and status assessment processing are carried out to the state characteristic information, disorder data recognition is obtained and state is commented
The state characteristic information of estimating that treated.
3. the state monitoring method of LED illumination lamp according to claim 1 or 2, which is characterized in that according to described default
Threshold information and the state characteristic information compare the service life state information of the processing acquisition LED illumination lamp by information
The step of after, further include:
The fault status information and service life state information are sent to display terminal;The fault status information and the service life
The geographical distribution that status information is used to indicate the display terminal progress status information shows, pushes maintenance suggestion and alarm.
4. the state monitoring method of LED illumination lamp according to claim 1, which is characterized in that the critical component bag
Include the LED drive power of the LED illumination lamp and LED illuminating modules.
5. the state monitoring method of LED illumination lamp according to claim 1, which is characterized in that the target information bag
Include the luminance information of environmental stress information, the input-output characteristic information of the LED drive power and the LED illuminating modules.
6. the state monitoring method of LED illumination lamp according to claim 1, which is characterized in that at described information identification
Adjustment method includes Self-organizing Maps algorithm, NB Algorithm, neural network algorithm or algorithm of support vector machine;
Described information, which compares Processing Algorithm, includes gray model, Kalman filtering, autoregression model or neural network algorithm.
7. a kind of state monitoring apparatus of LED illumination lamp, which is characterized in that including:
Information acquisition module, the history for obtaining LED illumination lamp are safeguarded information and predetermined threshold value information and are collected
The target information of critical component in the LED illumination lamp operational process;
Characteristic extracting module for carrying out data analysis to the target information, extracts the state feature of the LED illumination lamp
Information;
Fault monitor module for safeguarding information and the state characteristic information according to the history, passes through information identifying processing
Algorithm obtains the fault status information of the LED illumination lamp;
Service life monitoring modular, for according to the predetermined threshold value information and the state characteristic information, being handled by information comparison
Algorithm obtains the service life state information of the LED illumination lamp.
8. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program quilt
The step of state monitoring method such as claim 1-6 any one of them LED illumination lamps is realized when processor performs.
9. a kind of condition monitoring system of LED illumination lamp, which is characterized in that including information gathering module and information monitoring service
Device, described information acquisition module are communicated to connect with described information monitoring server;
Described information acquisition module is used to gather the target information of critical component in LED illumination lamp operational process and be sent to institute
State information monitoring server;The history that described information monitoring server obtains LED illumination lamp safeguards information and predetermined threshold value letter
After ceasing and receiving the target information, data analysis is carried out to the target information, extracts the LED illumination lamp
State characteristic information;Described information monitoring server safeguards information and the state characteristic information according to the history, passes through letter
It ceases identifying processing algorithm and obtains the fault status information of the LED illumination lamp and according to the predetermined threshold value information and institute
State characteristic information is stated, the service life state information of the Processing Algorithm acquisition LED illumination lamp is compared by information.
10. the condition monitoring system of LED illumination lamp according to claim 9, which is characterized in that further include display eventually
End, the display terminal are communicated to connect with described information monitoring server;The display terminal is supervised for receiving described information
After surveying the fault status information and the service life state information of server transmission, to the fault status information and the longevity
Life status information carries out geographical distribution and shows, pushes maintenance suggestion and alarm.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201711387066.0A CN108052056A (en) | 2017-12-20 | 2017-12-20 | State monitoring method, the apparatus and system of LED illumination lamp |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201711387066.0A CN108052056A (en) | 2017-12-20 | 2017-12-20 | State monitoring method, the apparatus and system of LED illumination lamp |
Publications (1)
Publication Number | Publication Date |
---|---|
CN108052056A true CN108052056A (en) | 2018-05-18 |
Family
ID=62130466
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201711387066.0A Pending CN108052056A (en) | 2017-12-20 | 2017-12-20 | State monitoring method, the apparatus and system of LED illumination lamp |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN108052056A (en) |
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109587909A (en) * | 2018-12-21 | 2019-04-05 | 奇点新源国际技术开发(北京)有限公司 | A kind of lamp light control method and device |
CN110196855A (en) * | 2019-05-07 | 2019-09-03 | 中国人民解放军海军航空大学岸防兵学院 | The consistency check method of Performance Degradation Data and fault data based on sum of ranks |
CN111556630A (en) * | 2020-06-29 | 2020-08-18 | 东北大学 | Intelligent lamp self-adaptive scene recognition system and method based on Bayesian network |
CN111833634A (en) * | 2019-04-17 | 2020-10-27 | 青岛海信网络科技股份有限公司 | Signal lamp fault detection method and device |
CN111931388A (en) * | 2020-09-27 | 2020-11-13 | 北京中设光环境科技研究院有限公司 | LED street lamp operation analysis system and method based on big data |
CN114489554A (en) * | 2020-10-26 | 2022-05-13 | 上海三思电子工程有限公司 | LED display management system, method, electronic terminal and storage medium |
CN117213806A (en) * | 2023-09-15 | 2023-12-12 | 深圳可视科技有限公司 | Service life monitoring system and method for LED liquid crystal display screen |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103901876A (en) * | 2014-03-10 | 2014-07-02 | 上海大学 | LED street lamp breakdown diagnosis system and method based on multi-sensor information fusion |
CN104486876A (en) * | 2014-12-01 | 2015-04-01 | 苏州市欧博锐自动化科技有限公司 | Street lamp control system based on ZigBee |
-
2017
- 2017-12-20 CN CN201711387066.0A patent/CN108052056A/en active Pending
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103901876A (en) * | 2014-03-10 | 2014-07-02 | 上海大学 | LED street lamp breakdown diagnosis system and method based on multi-sensor information fusion |
CN104486876A (en) * | 2014-12-01 | 2015-04-01 | 苏州市欧博锐自动化科技有限公司 | Street lamp control system based on ZigBee |
Non-Patent Citations (1)
Title |
---|
陈侃松等: "具有寿命预测的LED路灯监控系统设计", 《计算机测量与控制》 * |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109587909A (en) * | 2018-12-21 | 2019-04-05 | 奇点新源国际技术开发(北京)有限公司 | A kind of lamp light control method and device |
CN111833634A (en) * | 2019-04-17 | 2020-10-27 | 青岛海信网络科技股份有限公司 | Signal lamp fault detection method and device |
CN111833634B (en) * | 2019-04-17 | 2021-07-13 | 青岛海信网络科技股份有限公司 | Signal lamp fault detection method and device |
CN110196855A (en) * | 2019-05-07 | 2019-09-03 | 中国人民解放军海军航空大学岸防兵学院 | The consistency check method of Performance Degradation Data and fault data based on sum of ranks |
CN110196855B (en) * | 2019-05-07 | 2023-03-10 | 中国人民解放军海军航空大学岸防兵学院 | Consistency checking method of performance degradation data and fault data based on rank sum |
CN111556630A (en) * | 2020-06-29 | 2020-08-18 | 东北大学 | Intelligent lamp self-adaptive scene recognition system and method based on Bayesian network |
CN111556630B (en) * | 2020-06-29 | 2021-06-01 | 东北大学 | Intelligent lamp self-adaptive scene recognition system and method based on Bayesian network |
CN111931388A (en) * | 2020-09-27 | 2020-11-13 | 北京中设光环境科技研究院有限公司 | LED street lamp operation analysis system and method based on big data |
CN111931388B (en) * | 2020-09-27 | 2021-05-14 | 北京中设光环境科技研究院有限公司 | LED street lamp operation analysis system and method based on big data |
CN114489554A (en) * | 2020-10-26 | 2022-05-13 | 上海三思电子工程有限公司 | LED display management system, method, electronic terminal and storage medium |
CN117213806A (en) * | 2023-09-15 | 2023-12-12 | 深圳可视科技有限公司 | Service life monitoring system and method for LED liquid crystal display screen |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN108052056A (en) | State monitoring method, the apparatus and system of LED illumination lamp | |
CN109660206B (en) | Wasserstein GAN-based photovoltaic array fault diagnosis method | |
CN111861211B (en) | System with double-layer anti-electricity-stealing model | |
CN108135052A (en) | The status information monitoring method of LED lamp, apparatus and system | |
CN113536440B (en) | Data processing method based on BIM operation and maintenance management system | |
CN101507658A (en) | Sick pig identification method and system based on behavior monitor | |
CN115544140A (en) | Photovoltaic power station performance detection system and method based on artificial intelligence | |
CN115865649A (en) | Intelligent operation and maintenance management control method, system and storage medium | |
CN115393142A (en) | Intelligent park management method and management platform | |
CN109948919A (en) | A kind of substation's O&M service system | |
CN108093210A (en) | A kind of transformer oil level warning system and its alarm method | |
CN113607271A (en) | GIL defect online monitoring system and method based on vibration signals | |
CN113177646A (en) | Power distribution equipment online monitoring method and system based on self-adaptive edge proxy | |
CN115796390A (en) | Data-driven building energy consumption abnormity diagnosis method and system | |
CN115965625B (en) | Instrument detection device based on visual recognition and detection method thereof | |
CN116993166A (en) | Park safety risk monitoring method | |
CN116089843A (en) | New energy settlement data anomaly detection and early warning method based on data clustering | |
CN115980062A (en) | Industrial production line whole-process vision inspection method based on 5G | |
CN109711500A (en) | Safety helmet type inspection terminal, the substation inspection system with safety helmet type inspection terminal and the method for inspecting using the system | |
CN108009221A (en) | A kind of self-service event database safeguarded for family with photovoltaic Generation Control | |
CN111914493B (en) | System and method for simulating service life of LED street lamp | |
CN114646735A (en) | Carbon dioxide concentration monitoring system in air | |
CN114157026A (en) | Scheduling method for offshore wind power operation and maintenance | |
CN110310047A (en) | A kind of plant produced abnormal state detection model design method | |
CN108536741B (en) | Energy consumption abnormity monitoring method |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
CB02 | Change of applicant information | ||
CB02 | Change of applicant information |
Address after: 511300 No.78, west of Zhucun Avenue, Zhucun street, Zengcheng District, Guangzhou City, Guangdong Province Applicant after: CHINA ELECTRONIC PRODUCT RELIABILITY AND ENVIRONMENTAL TESTING Research Institute Address before: 510610 No. 110 Zhuang Road, Tianhe District, Guangdong, Guangzhou, Dongguan Applicant before: CHINA ELECTRONIC PRODUCT RELIABILITY AND ENVIRONMENTAL TESTING Research Institute |
|
RJ01 | Rejection of invention patent application after publication | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20180518 |