CN108770151A - Intelligent lighting integrated control system based on scene and method - Google Patents
Intelligent lighting integrated control system based on scene and method Download PDFInfo
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- CN108770151A CN108770151A CN201810612888.2A CN201810612888A CN108770151A CN 108770151 A CN108770151 A CN 108770151A CN 201810612888 A CN201810612888 A CN 201810612888A CN 108770151 A CN108770151 A CN 108770151A
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- H—ELECTRICITY
- H05—ELECTRIC TECHNIQUES NOT OTHERWISE PROVIDED FOR
- H05B—ELECTRIC HEATING; ELECTRIC LIGHT SOURCES NOT OTHERWISE PROVIDED FOR; CIRCUIT ARRANGEMENTS FOR ELECTRIC LIGHT SOURCES, IN GENERAL
- H05B47/00—Circuit arrangements for operating light sources in general, i.e. where the type of light source is not relevant
- H05B47/10—Controlling the light source
- H05B47/175—Controlling the light source by remote control
- H05B47/19—Controlling the light source by remote control via wireless transmission
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B20/00—Energy efficient lighting technologies, e.g. halogen lamps or gas discharge lamps
- Y02B20/40—Control techniques providing energy savings, e.g. smart controller or presence detection
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- Engineering & Computer Science (AREA)
- Computer Networks & Wireless Communication (AREA)
- Circuit Arrangement For Electric Light Sources In General (AREA)
Abstract
The invention discloses intelligent lighting integrated control systems and method based on scene, it includes cloud platform, control of intelligent terminal, internet-of-things terminal equipment, intelligent gateway, big data analysis module；Control of intelligent terminal is sent to cloud platform and is instructed by WiFi connection cloud platforms, and cloud platform is communicated by wide area network with intelligent gateway, and intelligent gateway is communicated by internal private network with internet-of-things terminal equipment, to control internet-of-things terminal equipment；Big data analysis module carries out intelligent control module by analyzing characteristic the foundation of Controlling model, or is calibrated to established Controlling model, and Controlling model includes based on each scene mode and the lighting parameter that is set to internet-of-things terminal equipment.The different scenes of teaching are dissolved into illumination, different teaching scenes can be directed to, the illumination scheme customized is provided.
Description
Technical field
The present invention relates to a kind of intelligent lighting integrated control system and method based on scene.
Background technology
China students in middle and primary schools daily about 80% time in classroom, when classroom lighting and lighting condition are insufficient, light mistake
Secretly, student will can make ophthalmic refractive system generate variation, lead to near-sighted generation naturally by the light of nature close to books, once for a long time.
In project of national nature science fund project《Classroom Healthy Lighting research based on photo-biological effect》Show to learn more scientificly in experiment
School classroom illumination will directly affect student's learning efficiency and vision health.There are more and more schools to recognize illumination to learning at present
The importance of raw eyesight influence, sets about proceeding by light improvement project, has upgraded original lighting system.In recent years, with
The diversification for the scene and teaching means of imparting knowledge to students, the demand of classroom illumination is also in diversification, and various teaching scene is to the need of illumination
Seeking Truth is different.
More teacher's intelligent lighting system and method are disclosed in the prior art, such as：Application No. is
The patent of invention of CN201610652819.5 discloses a kind of intelligent classroom lighting control system, is perceived by illuminance transducer
Extraneous natural brightness controls the on or off of lamp and whether there is student inside classroom by infrared sensor to perceive,
To control the on or off of lamps and lanterns；Application No. is the utility model patents of CN201620296897.1 to disclose a kind of classroom intelligence
Energy illumination supervision device, is based on school instruction daily schedule, illuminance and student's number of users comprehensive control management classroom illumination,
Main control switch, reaches energy saving；Application No. is the patents of invention of CN201620690738.X to disclose one kind based on human body sense
The public intelligent classroom lighting control system answered mainly perceives extraneous natural brightness to control by ambient light detection module
The on or off of lamp and student whether there is inside classroom to perceive by human detection module, come control lamps and lanterns open or
It closes, reaches energy saving.Application No. is the utility models of CN201621014956.8 to disclose a kind of intelligent classroom lighting system, mainly
Combining environmental luminance sensor and brightness regulator perceive extraneous natural brightness and control the open and close and brightness of lamp, and
Reach section with the presence or absence of student to control the on or off of lamps and lanterns inside classroom by human body heat-releasing infrared sensor to perceive
Energy；Application No. is the utility models of CN201320098103.7 to disclose a kind of intelligent classroom lighting system, mainly passes through photoelectricity
Sensing circuit controls the open and close of lamp to perceive extraneous natural brightness, and adjusts brightness, and passes through infrared exoelectron inlet/outlet
Counting circuit reaches energy saving with the presence or absence of student inside classroom to calculate to control the on or off of lamps and lanterns；Application No. is
The utility model of CN201420143998.6 discloses a kind of intelligent classroom lighting system, mainly acquires light by photoelectric sensor
Environmental information data acquire infrared information data using infrared sensor of the human body, complete to monitor classroom illumination and have unmanned prison
Control in combination with natural information detect classroom entirety luminous environment, and is controlled lighting installation according to monitoring data,
Reach energy saving.
To sum up, although being illuminated in the prior art about smart classroom, there are many related scheme, and emphasis is all logical
Intelligent control is crossed to reach energy-efficient purpose, other means are the on and off by controlling lamps and lanterns, or switch plus brightness
The double control of adjusting, major function are embodied in management and energy saving aspect, have lacked finer adjusting and setting to light
(various combination of brightness and colour temperature) and further research to the relationship between scene and light of specifically imparting knowledge to students.Will illumination and
Specific combine of teaching scene still belongs to blank, the illumination specific demand being unable under Accurate Analysis student study different scenes.
Invention content
In order to solve the above technical problems, the object of the present invention is to provide a kind of intelligent lighting integrated control system based on scene
The different scenes of teaching are dissolved into illumination by system and method, can be directed to different teaching scenes and be provided the photograph customized
Bright scheme.
Intelligent lighting integrated control system proposed by the present invention based on scene, it include cloud platform, control of intelligent terminal,
Internet-of-things terminal equipment, intelligent gateway, big data analysis module；
Control of intelligent terminal by WiFi connection cloud platforms, and to cloud platform send instruct, cloud platform by wide area network with
Intelligent gateway communicates, and intelligent gateway is communicated by internal private network with internet-of-things terminal equipment, to realize to Internet of Things end
End equipment is controlled；
Big data analysis module carries out intelligent control module by analyzing characteristic the foundation of Controlling model, or to
The Controlling model of foundation is calibrated, and Controlling model includes being set to internet-of-things terminal equipment based on each scene mode
Lighting parameter.
Further, intelligent gateway has protocol process module, communication module, between protocol process module and communication module
It is connected for both-way communication, communication module includes at least one in RF2.4 communication module groups, Wi-Fi communication module groups, bluetooth communication module
Kind.
Further, internet-of-things terminal equipment include at least one terminal device and with terminal device mutually it is one-to-one extremely
A few Node Controller, Node Controller between corresponding terminal device and intelligent gateway for communicating.
Further, terminal device includes that indoor lamps and lanterns are being taught at least one setting.
Further, internal private network includes RF2.4G, BLE, 433, Wi-Fi or ZigBee.
Further, characteristic includes student achievement data, internet-of-things terminal equipment controlling behavior data.
The invention also provides a kind of control method of the intelligent lighting integrated control system based on scene based on above-mentioned,
Including autocontrol method, which judges current course according to the curriculum schedule of school by control of intelligent terminal,
And the scene mode for judging to use according to current course, internet-of-things terminal equipment is sent and current course according to Controlling model
The control instruction of corresponding scene mode.
Further, the method for Controlling model foundation is：
When sample size is less than certain amount, input or importing student achievement data sample and internet-of-things terminal are set respectively
Standby controlling behavior data sample, using statistical test method between group, the Internet of Things corresponding to Straight A achievement data are found out in screening
Network termination equipment controlling behavior data, and the lighting parameter of the internet-of-things terminal equipment of corresponding each scene mode is established, output control
Simulation；
When sample size reaches certain magnitude, new feature data are introduced, it is whole to import student achievement data sample, Internet of Things
End equipment controlling behavior data sample and new feature data sample, and filter out useful data sample and used for study, so
The data sample filtered out is extracted different features afterwards to combine, Controlling model, model tuning side are exported after carrying out model tuning
Method is：The data sample for extracting different characteristic combination is randomly divided into training dataset and test data set, carries out model respectively
Training, training dataset are used for training pattern, and test data set is used to evaluate the performance of final mask after the completion of each training；With
Being continuously increased for data sample, duplication model tuning, and exports the Controlling model after tuning.
Further, including hand operated control method, i.e., internet-of-things terminal equipment is artificially manually set according to actual demand
Lighting parameter.
Further, scene mode includes mode standard, natural sciences teaching tempo, literal arts teaching tempo, performance pattern, PPT
Pattern, break pattern at least one of review one's lessons pattern, examination pattern；The lighting parameter of internet-of-things terminal equipment includes illumination
At least one of with colour temperature.
According to the above aspect of the present invention, the present invention has at least the following advantages：
1. introducing the control mode based on school curricula table time-interval strategy, classroom is shone for different teaching scenes
Bright pattern dynamic regulation has also better met different courses to illumination while improving the degree of automation of system control
Different use demands；
2. introducing based on the diversified control mode of school instruction scene, can be passed through according to specific teaching scene
Various ways control the lighting environment in classroom, also better while improving the degree of automation of system control
Meet different use demands of the various teaching scene to illumination；
3. introducing automatic scene pattern and control mode that manual mode is combined, allow to be needed to carry out hand according to teaching
It is dynamic to adjust, improve flexibility and the ease for use of control；
4. introducing the adjusting of light colour temperature, traditional classroom illumination is based on cold light, and in fact, warm light more eyeshield more has
Conducive to the eyes of protection student, improve the eyesight status of student.
5. system can integrate student's Ge Ke study achievement datas, relatively determine dynamic lighting pattern to each class by analyzing
Grade student learns the influence of performance, so as to advanced optimize light illumination mode configuration strategy.
Above description is only the general introduction of technical solution of the present invention, in order to better understand the technical means of the present invention,
And can be implemented in accordance with the contents of the specification, below with presently preferred embodiments of the present invention and after coordinating attached drawing to be described in detail such as.
Description of the drawings
Fig. 1 is that the present invention is based on the structural schematic diagrams of the intelligent lighting integrated control system of scene；
Fig. 2 is that the present invention is based on the structural representations of intelligent gateway in the intelligent lighting integrated control system and method for scene
Figure；
Fig. 3 is that the present invention is based on the flow diagrams of autocontrol method in the intelligent lighting integrated control method of scene；
Fig. 4 is that the present invention is based on the setting source schematic diagrames of the intelligent lighting integrated control method Scene pattern of scene；
Control module is established when Fig. 5 is smaller the present invention is based on data sample in the intelligent lighting integrated control method of scene
Flow diagram；
Fig. 6 is that the present invention is based on control modules when data sample in the intelligent lighting integrated control method of scene is larger to build
Vertical flow diagram；
Fig. 7 is that control of intelligent terminal automatically controls in intelligent lighting integrated control system and method the present invention is based on scene
With the workflow for manually controlling (i.e. scene mode and manual mode)；
Fig. 8 is the flow chart the present invention is based on the intelligent lighting integrated control system of scene and the concrete application of method.
Specific implementation mode
With reference to the accompanying drawings and examples, the specific implementation mode of the present invention is described in further detail.Implement below
Example is not limited to the scope of the present invention for illustrating the present invention.
With reference to figures 1 through attached drawing 8, the intelligent lighting integrated control system based on scene, it includes cloud platform, intelligent control
Terminal, internet-of-things terminal equipment, intelligent gateway, big data analysis module.
Control of intelligent terminal by WiFi connection cloud platforms, and to cloud platform send instruct, cloud platform by wide area network with
Intelligent gateway communicates, and intelligent gateway is communicated by internal private network with internet-of-things terminal equipment, to realize to Internet of Things end
End equipment is controlled.
Big data analysis module carries out intelligent control module by analyzing characteristic the foundation of Controlling model, or to
The Controlling model of foundation is calibrated, and Controlling model includes being set to internet-of-things terminal equipment based on each scene mode
Lighting parameter.Above-mentioned characteristic includes student achievement data, internet-of-things terminal equipment controlling behavior data.
Specifically, internet-of-things terminal equipment include at least one terminal device and with terminal device mutually it is one-to-one at least
One Node Controller, Node Controller between corresponding terminal device and intelligent gateway for communicating.Terminal
Equipment includes that indoor lamps and lanterns are being taught at least one setting, and the present embodiment includes blackboard lights and headlamp.
Core component of the intelligent gateway as the intelligent lighting integrated control system based on scene, as shown in Fig. 2,
With protocol process module, communication module, connected for both-way communication between protocol process module and communication module, communication module packet
Include at least one of RF2.4 communication module groups, Wi-Fi communication module groups, bluetooth communication module.Intelligent gateway further includes service logic
Module and other function modules, but business logic modules and other function modules are not present invention points, therefore do not do
It specifically describes.
Above-mentioned inside private network includes RF2.4G, BLE, 433, Wi-Fi or ZigBee.
The present embodiment additionally provides a kind of controlling party of the intelligent lighting integrated control system based on scene based on above-mentioned
Method, including autocontrol method.Refer to the attached drawing 3, the autocontrol method by control of intelligent terminal according to the curriculum schedule of school come
Current course, and the scene mode for judging to use according to current course are judged, according to Controlling model to internet-of-things terminal equipment
The control instruction for sending scene mode corresponding with current course, to make the indoor each fixture of religion be shown as corresponding scene
The state of pattern.
In the present embodiment, the setting scheme of one group of scene mode is given in conjunction with the curriculum schedule of school, scene mode includes
Mode standard, literal arts teaching tempo, performance pattern, PPT patterns, break pattern, reviews one's lessons pattern, examination mould at natural sciences teaching tempo
At least one of formula.Above-described scene mode can be deleted or be increased according to actual conditions in practical applications.
And the lighting parameter that the lighting parameter of internet-of-things terminal equipment includes internet-of-things terminal equipment include in illumination and colour temperature at least
It is a kind of.
Here one group of corresponding illumination scheme of scene mode (setting for including specific lighting parameter) is provided：
The setting of mode standard：The illuminance of lamp 350lux of conventional lighting scene, blackboard lights, headlamp, colour temperature 6000K；
The setting of natural sciences teaching tempo：Blackboard lights illumination 800lux, colour temperature 6500K, headlamp illumination 300lux, colour temperature
6500K；
The setting of literal arts teaching tempo：Blackboard lights illumination 800lux, colour temperature 5000K, headlamp illumination 300lux, colour temperature
5000K；
The setting of performance pattern：Blackboard lights illumination 800lux, colour temperature 5000K, headlamp are closed；
PPT patterns are set：Blackboard lights are closed, headlamp illumination 100lux, 200lux, 300lux from front to back, colour temperature
5000K；
Break pattern is set：Blackboard lights are closed, headlamp illumination 200lux, colour temperature 3000K from front to back；
Review one's lessons pattern setting：Blackboard lights are closed, headlamp illumination 500lux, colour temperature 5000K from front to back；
Examination pattern is set：Blackboard lights are closed, headlamp illumination 650lux, colour temperature 6500K from front to back.
The above scene mode is preferred embodiment to the setting value of lamp brightness and colour temperature, and concrete numerical value can be according to reality
Border situation floats up and down.
Above-mentioned Controlling model is established, and attached drawing 4 is can refer to, by big data analysis module, in conjunction with student achievement data and
Internet-of-things terminal equipment controlling behavior data (i.e. lamps and lanterns behaviour control data, including lighting parameter), establish phase between the two
Then Guan Xing sets up Controlling model by using the test method (ANOVA) counted between group again, sets the photograph of each scene mode
Bright scheme, and as case is more and more abundant, data volume is increasing, it later can be by the method for machine learning come model tune
It is excellent, so that model is increasingly come accurate, scene also can increasingly science.
The specific method that Controlling model is established：
1. when sample size (can specifically set according to actual conditions, be set as in the present embodiment less than certain amount
500) it when, inputs respectively or imports student achievement data sample and internet-of-things terminal equipment controlling behavior data sample, using group
Between statistical test method, screening finds out internet-of-things terminal equipment controlling behavior data corresponding to Straight A achievement data, and
The lighting parameter for establishing the internet-of-things terminal equipment of corresponding each scene mode, exports Controlling model.
With reference to attached drawing 5, this gives a kind of Controlling model modeling methods that initial stage data sample is smaller, including
Following steps：
Step 1：First input grade, class, section's purpose student achievement data sample；
Step 2：Lamplight brightness when inputting corresponding grade, class, subject teaching scene and colour temperature data and right
That answers uses duration and frequency；
Step 3：Initial stage (such as sample size is less than 500) when data sample is smaller uses ANOVA variance analyses
Method find out the illumination scheme of each scene mode of correspondence for comparing optimization.Pass through and control variable (brightness and colour temperature), sieves
The mean value and standard deviation of optimal observational variable (each section's purpose achievement) are found out in choosing；Obtain Controlling model, and output model；
Step 4：When having new data sample (and sample size is less than 500), step 1, step 2 and step are repeated
3。
2. (can specifically be set according to actual conditions) when sample size reaches certain magnitude, new feature data are introduced,
The classification of the new feature data can be determined according to actual conditions, it may include but be not limited to age, area, gender, family status etc.,
Using machine learning method, finer, the more optimized model of training.Specially：It is whole to import student achievement data sample, Internet of Things
End equipment controlling behavior data sample and new feature data sample, and filter out useful data sample and used for study, so
The data sample filtered out is extracted different features afterwards to combine, Controlling model, model tuning side are exported after carrying out model tuning
Method is：The data sample for extracting different characteristic combination is randomly divided into training dataset and test data set, carries out model respectively
Training, training dataset are used for training pattern, and test data set is used to evaluate the performance of final mask after the completion of each training；With
Being continuously increased for data sample, duplication model tuning, and exports the Controlling model after tuning.
With reference to attached drawing 6, this gives a kind of Controlling model established based on initial stage, later data sample is sufficiently large
Controlling model modeling method, include the following steps：
Step 1：Import student achievement data sample, internet-of-things terminal equipment controlling behavior data sample and new feature number
According to sample；
Step 2：Useful data sample is filtered out to use for study；
Step 3：The data sample filtered out in step 2 is extracted to different feature combinations, and data sample is divided at random
At training dataset and test data set, model training is carried out respectively, and training dataset is used for training pattern, and test data set is used
The performance of final mask after the completion of evaluation every time training；
Step 4：Export Controlling model；
Step 5：With being continuously increased for data sample, step 1, step 2, step 3 and step 4 are repeated.
Further include the side of manually controlling based on the control method of the above-mentioned intelligent lighting integrated control system based on scene
Method artificially manually sets the lighting parameter of internet-of-things terminal equipment according to actual demand.It is thus possible to carry out artificial control and
Handoff scenario pattern.Such as attached drawing 7, gives a kind of control of intelligent terminal and automatically control and manually control (i.e. scene mode and hand
Dynamic model formula) workflow.
Here a kind of concrete application of intelligent lighting integrated control system and method based on scene, refer to the attached drawing are given
8, classroom is equipped with internet-of-things terminal equipment (including lamps and lanterns and Node Controller), control of intelligent terminal, intelligent gateway, and teaches
It room can be with connecting wan equipped with Wi-Fi network.First the curriculum information of school can be recorded in a manual manner with merging cloud platform
Enter, can also document mode import.Under default situations, cloud platform can go to judge current curriculum information, if it find that being literal arts
Course can then send the lighting instruction of literal arts scene mode automatically；If it find that being science course, then natural sciences field can be sent automatically
The lighting instruction of scape pattern；If it find that being performance course, then the lighting instruction of performance pattern can be sent automatically；If it find that being
Break can then send the lighting instruction of break pattern automatically；When teacher artificially goes control or handoff scenario, it is
System can automatically return operating rights to teacher on hand, when such as needing to demonstrate PPT, progress quiz or examination.People
After intervention, system can automatically again go back operating rights recycling.
The above is only a preferred embodiment of the present invention, it is not intended to restrict the invention, it is noted that for this skill
For the those of ordinary skill in art field, without departing from the technical principles of the invention, can also make it is several improvement and
Modification, these improvements and modifications also should be regarded as protection scope of the present invention.
Claims (10)
1. the intelligent lighting integrated control system based on scene, it is characterised in that：It includes cloud platform, control of intelligent terminal, object
Networked terminals equipment, intelligent gateway, big data analysis module；
The control of intelligent terminal is sent to cloud platform and is instructed by WiFi connection cloud platforms, and the cloud platform passes through wide
Domain net is communicated with the intelligent gateway, and the intelligent gateway is communicated by internal private network with the internet-of-things terminal equipment,
To control internet-of-things terminal equipment；
The big data analysis module carries out intelligent control module by analyzing characteristic the foundation of Controlling model, or to
The Controlling model of foundation is calibrated, the Controlling model include based on each scene mode and to internet-of-things terminal equipment institute into
The lighting parameter of row setting.
2. the intelligent lighting integrated control system according to claim 1 based on scene, it is characterised in that：The intelligence
Gateway has protocol process module, communication module, is connected for both-way communication between the protocol process module and communication module, institute
The communication module stated includes at least one of RF2.4 communication module groups, Wi-Fi communication module groups, bluetooth communication module.
3. the intelligent lighting integrated control system according to claim 1 based on scene, it is characterised in that：The Internet of Things
Network termination equipment include at least one terminal device and with the terminal device mutually one-to-one at least one Node Controller,
The Node Controller between corresponding terminal device and the intelligent gateway for communicating.
4. the intelligent lighting integrated control system according to claim 3 based on scene, it is characterised in that：The terminal
Equipment includes that indoor lamps and lanterns are being taught at least one setting.
5. the intelligent lighting integrated control system according to claim 1 based on scene, it is characterised in that：The inside
Private network includes RF2.4G, BLE, 433, Wi-Fi or ZigBee.
6. the intelligent lighting integrated control system according to claim 1 based on scene, it is characterised in that：The feature
Data include student achievement data, internet-of-things terminal equipment controlling behavior data.
7. a kind of control method based on the intelligent lighting integrated control system based on scene described in claim 1-6, special
Sign is：Including autocontrol method, which is sentenced by the control of intelligent terminal according to the curriculum schedule of school
Break current course, and the scene mode for judging to use according to current course, is sent out internet-of-things terminal equipment according to Controlling model
Send the control instruction of scene mode corresponding with current course.
8. the intelligent lighting integrated control method according to claim 7 based on scene, it is characterised in that：The control
The method of model foundation is：
When sample size is less than certain amount, student achievement data sample and internet-of-things terminal equipment control are inputted or imported respectively
Behavioral data sample processed, using statistical test method between group, it is whole that the Internet of Things corresponding to Straight A achievement data is found out in screening
End equipment controlling behavior data, and the lighting parameter of the internet-of-things terminal equipment of corresponding each scene mode is established, output control mould
Type；
When sample size reaches certain magnitude, new feature data are introduced, import student achievement data sample, internet-of-things terminal is set
Standby controlling behavior data sample and new feature data sample, and filter out useful data sample and used for study, then will
The data sample filtered out extracts different feature combinations, and Controlling model, the model tuning side are exported after carrying out model tuning
Method is：The data sample for extracting different characteristic combination is randomly divided into training dataset and test data set, carries out model respectively
Training, the training dataset are used for training pattern, and the test data set is for evaluating final mask after the completion of each training
Performance；With being continuously increased for data sample, the model tuning is repeated, and export the Controlling model after tuning.
9. according to claim 7 based on the intelligent lighting integrated control method based on scene, it is characterised in that：Including hand
Flowing control method artificially manually sets the lighting parameter of internet-of-things terminal equipment according to actual demand.
10. the intelligent lighting integrated control method according to claim 7 based on scene, it is characterised in that：The field
Scape pattern includes mode standard, natural sciences teaching tempo, literal arts teaching tempo, performance pattern, PPT patterns, break pattern, reviews one's lessons mould
At least one of formula, examination pattern；The lighting parameter of the internet-of-things terminal equipment includes at least one in illumination and colour temperature
Kind.
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|---|---|---|---|
| CN201810612888.2A CN108770151A (en) | 2018-06-14 | 2018-06-14 | Intelligent lighting integrated control system based on scene and method |
| PCT/CN2018/109856 WO2019237596A1 (en) | 2018-06-14 | 2018-10-11 | Scene-based intelligent lighting integrated control system and method |
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| Application Number | Priority Date | Filing Date | Title |
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| CN201810612888.2A CN108770151A (en) | 2018-06-14 | 2018-06-14 | Intelligent lighting integrated control system based on scene and method |
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| CN110113836A (en) * | 2018-12-29 | 2019-08-09 | 中国计量大学 | Scene-type intelligent classroom lighting system, control device and optimization and control method |
| CN110262442A (en) * | 2019-07-31 | 2019-09-20 | 浙江工商职业技术学院 | A kind of scenery control method and control centre's equipment based on Internet of Things |
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| CN112055445A (en) * | 2020-08-07 | 2020-12-08 | 中山市视佳乐照明科技有限公司 | Wisdom education lighting system |
| WO2021072951A1 (en) * | 2019-10-14 | 2021-04-22 | 苏州数言信息技术有限公司 | Internet of things and machine learning-based smart indoor energy conservation system |
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