CN103175287A - Energy-saving control method and device for detecting character movement for air conditioner based on background modeling - Google Patents

Energy-saving control method and device for detecting character movement for air conditioner based on background modeling Download PDF

Info

Publication number
CN103175287A
CN103175287A CN2013101422082A CN201310142208A CN103175287A CN 103175287 A CN103175287 A CN 103175287A CN 2013101422082 A CN2013101422082 A CN 2013101422082A CN 201310142208 A CN201310142208 A CN 201310142208A CN 103175287 A CN103175287 A CN 103175287A
Authority
CN
China
Prior art keywords
personage
air conditioner
photos
air conditioning
conditioning area
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN2013101422082A
Other languages
Chinese (zh)
Inventor
刘雷波
蔡珊珊
尹首一
张威龙
魏少军
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Tsinghua University
Original Assignee
Tsinghua University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Tsinghua University filed Critical Tsinghua University
Priority to CN2013101422082A priority Critical patent/CN103175287A/en
Publication of CN103175287A publication Critical patent/CN103175287A/en
Pending legal-status Critical Current

Links

Images

Abstract

The invention provides an energy-saving control method and device for detecting character movement for an air conditioner based on background modeling. The method comprises the following steps of: S, timely collecting images in an air conditioner area through a camera to obtain photos; S2, analyzing the photos to determine whether characters exist in the air conditioner area or not; S3, when characters exist in the air conditioner area, judging whether the characters leave the characters exist in the air conditioner area or not according to characters existing in the air conditioner area; and S4, when the characters leave the air conditioner area, automatically closing a switch by the air conditioner. According to the method provided by the embodiment of the invention, the air conditioner is automatically adjusted by detecting the movement of the characters by photographing the photos of the space in which the air conditioner is positioned and analyzing the photos, so that users can conveniently use the device, and meanwhile, the waste on electric energy is reduced.

Description

Air conditioner energy saving control method and device based on background modeling personage motion detection
Technical field
The present invention relates to the air conditioner controlling technology field, particularly a kind of air conditioner energy saving control method and device based on background modeling personage motion detection.
Background technology
Along with the development of science and technology, nowadays household appliances are more to efficient, energy-conservation and intelligent future development.The development of microcomputer-recognized intelligent control technology reaches its maturity, and this technology is also day by day infiltrated in each family's large electric appliances and used.The use of this intelligent control technology makes on air-conditioning market and is also eliminating gradually the regulating and controlling effect of the single control function of old-fashioned air-conditioning.
In the epoch of energy scarcity, the problem that the use of household appliances is most important, also be badly in need of most facing solution is energy-saving and emission-reduction, reduces electrical equipment and uses power consumption.Therefore, need to satisfy following several standards for a good intelligent air condition.At first, this intelligent air condition must be accomplished energy-conservation; Secondly, the temperature of intelligent air condition arranges the health requirements that needs to adapt to human body; Again, the valuation taked of climate change need to reach the requirement of environmental protection; At last, the intelligent air condition of producing needs cheap, can satisfy most people's demand.
A lot of research at present mainly utilizes temperature sensor, by detecting indoor temperature, indoor humidity, thereby adjust the temperature of air-conditioning effect, refrigeration is set, heats the Based Intelligent Control that isotype realizes air-conditioning, yet this Based Intelligent Control is mainly based on environment temperature, can't good and indoor people link together, thereby also can't meet in some aspects people's wish fully.
Summary of the invention
Purpose of the present invention is intended to solve at least one of above-mentioned technological deficiency.
For this reason, one object of the present invention is to propose a kind of air conditioner energy saving control method based on background modeling personage motion detection.
Another object of the present invention is to propose a kind of air conditioner energy saving controller based on background modeling personage motion detection.
For achieving the above object, the embodiment of one aspect of the present invention proposes a kind of air conditioner energy saving control method based on background modeling personage motion detection, comprises the following steps: S1: the image by camera timing acquiring air conditioning area is to obtain a plurality of photos; S2: described a plurality of photos are carried out in the described air conditioning area of Analysis deterrmination, whether the personage being arranged; S3: when having the personage to occur in described air conditioning area, judge according to the appearance situation of personage in a plurality of photos whether the personage leaves described air conditioning area; And S4: when described personage leaves described air conditioning area, described air-conditioning automatic cut-off switch.
In one embodiment of the present of invention, described step S3 further comprises: in a plurality of photos that judgement gathers in Preset Time, whether the personage is arranged; If all without the personage, judging in described air conditioning area does not have the personage to occur.
In one embodiment of the present of invention, described image capture device carries out filtering, denoising to the image information of described collection.
In one embodiment of the present of invention, by the mode update background module of iterative learning, differentiate the personage in described photo between the adjacent photo in described a plurality of photos.
According to the method for the embodiment of the present invention, by a plurality of photos in shooting space, air-conditioning place, and it is analyzed to detect personage's motion conditions, and then automatically adjust air-conditioning, convenient for users, reduced simultaneously the waste of electric energy.
For achieving the above object, embodiments of the invention propose a kind of air conditioner energy saving controller based on background modeling personage motion detection on the other hand, comprising: acquisition module is used for image by camera timing acquiring air conditioning area to obtain a plurality of photos; Analysis module is used for described a plurality of photos are carried out in the described air conditioning area of Analysis deterrmination, whether the personage being arranged; Judge module is used for when having the personage to occur in described air conditioning area, judges according to the appearance situation of personage in a plurality of photos whether the personage leaves described air conditioning area; And adjusting module, be used for when described personage leaves described air conditioning area described air-conditioning automatic cut-off switch.
In one embodiment of the present of invention, described judge module specifically comprises: judging unit is used for judging whether a plurality of photos that gather have the personage in Preset Time; Identifying unit, if be used for all without the personage, judging in described air conditioning area does not have the personage to occur.
In one embodiment of the present of invention, described image capture device carries out filtering, denoising to the image information of described collection.
In one embodiment of the present of invention, the mode update background module by iterative learning between the adjacent photo in described a plurality of photos is differentiated the personage in described photo.
According to the device of the embodiment of the present invention, by a plurality of photos in shooting space, air-conditioning place, and it is analyzed to detect personage's motion conditions, and then automatically adjust air-conditioning, convenient for users, reduced simultaneously the waste of electric energy.
The aspect that the present invention adds and advantage part in the following description provide, and part will become obviously from the following description, or recognize by practice of the present invention.
Description of drawings
Above-mentioned and/or the additional aspect of the present invention and advantage will become from the following description of the accompanying drawings of embodiments and obviously and easily understand, wherein:
Fig. 1 is according to an embodiment of the invention based on the flow chart of the air conditioner energy saving control method of background modeling personage motion detection;
Fig. 2 is the photo that collects when the personage is in air conditioning area according to an embodiment of the invention;
The photo of Fig. 3 for collecting during nobody in air conditioning area according to an embodiment of the invention; And
Fig. 4 is according to an embodiment of the invention based on the structured flowchart of the air conditioner energy saving controller of background modeling personage motion detection.
The specific embodiment
The below describes embodiments of the invention in detail, and the example of embodiment is shown in the drawings, and wherein same or similar label represents same or similar element or the element with identical or similar functions from start to finish.Be exemplary below by the embodiment that is described with reference to the drawings, only be used for explaining the present invention, and can not be interpreted as limitation of the present invention.
Fig. 1 is according to an embodiment of the invention based on the flow chart of the air conditioner energy saving control method of background modeling personage motion detection.As shown in Figure 1, the air conditioner energy saving control method based on background modeling personage motion detection according to the embodiment of the present invention comprises the following steps:
Step S101, the image by camera timing acquiring air conditioning area is to obtain a plurality of photos.
Particularly, within camera of the present invention can cover the process range of air-conditioning fully.If a camera can't satisfy, a plurality of cameras can be set, and then cover whole air conditioning area.
Step S102 carries out to a plurality of photos whether the personage is arranged in the Analysis deterrmination air conditioning area.
Particularly, adopt the model such as Gauss model to detect the background of a plurality of photos that collect.Utilize the mixing background modeling method to carry out the background image collection to continuous a plurality of photos, and all do filtering for each photo that collects, in order to smoothed image, then remove noise, to prevent that noise is to the interference of actual testing result.In one embodiment of the invention, constantly update the resultant error of background model to avoid scene changes to bring by the mode of iterative learning.In the process that different photos are compared, differentiate by frame difference method whether the personage is arranged in photo between the adjacent photo in a plurality of photos.
Step S103 when having the personage to occur in air conditioning area, judges according to the appearance situation of personage in a plurality of photos whether the personage leaves air conditioning area.
Particularly, judge at first in a plurality of photos that gather whether the personage is arranged in Preset Time.If all without the personage, judging does not have the personage to occur in air conditioning area.
In one embodiment of the invention, judge the situation of motion by the study of some photos, movement once in a while can not be enough to judge personage's state.For personage's state judgement, can carry out according to the needs of concrete scene time threshold and set.For example, time threshold is set as 5 minutes, if the time of nobody surpasses 5 minutes in air conditioning area, is judged to be inactive state, and namely the personage leaves.
Step S104, when the personage leaves air conditioning area, the air-conditioning automatic cut-off switch.
Particularly, according to the air conditioning area judgement whether someone exists, when not having the personage to occur in the inherent air conditioning area of Preset Time, the autoshutdown air-conditioning.As shown in Figures 2 and 3, show that when surpassing the photo that Preset Time collected in 15 minutes in this air conditioning area, nobody occurs, the autoshutdown air-conditioning.Above-mentioned Preset Time can according to specifically deciding, also can arrange according to demand voluntarily.
In one embodiment of the invention, a plurality of people are arranged in air conditioning area, when wherein everyone leaves and nobody occurs in Preset Time, think and close air-conditioning for inactive state in air conditioning area.
According to the method for the embodiment of the present invention, by a plurality of photos in shooting space, air-conditioning place, and it is analyzed to detect personage's motion conditions, and then automatically adjust air-conditioning, convenient for users, reduced simultaneously the waste of electric energy.
Fig. 4 is according to an embodiment of the invention based on the structured flowchart of the air conditioner energy saving controller of background modeling personage motion detection.As shown in Figure 4, the air conditioner energy saving controller based on background modeling personage motion detection according to the embodiment of the present invention comprises acquisition module 100, analysis module 200, judge module 300 and adjusting module 400.
Particularly, acquisition module 100 is used for image by camera timing acquiring air conditioning area to obtain a plurality of photos.
Within camera of the present invention can cover the process range of air-conditioning fully.If a camera can't satisfy, a plurality of cameras can be set, and then cover whole air conditioning area.
Analysis module 200 is used for a plurality of photos are carried out whether the personage is arranged in the Analysis deterrmination air conditioning area.
Particularly, analysis module 200 adopts the model such as Gauss models to detect the background of a plurality of photos that collect.Analysis module 200 utilizes the mixing background modeling method to carry out the background image collection to continuous a plurality of photos, and all does filtering for each photo that collects, and in order to smoothed image, then removes noise, to prevent that noise is to the interference of actual testing result.In one embodiment of the invention, constantly update the resultant error of background model to avoid scene changes to bring by the mode of iterative learning.Analysis module 200 differentiates by frame difference method whether the personage is arranged in photo between the adjacent photo in a plurality of photos in the process that different photos are compared.
Judge module 300 is used for when having the personage to occur in air conditioning area, judges according to the appearance situation of personage in a plurality of photos whether the personage leaves air conditioning area.
In one embodiment of the invention, judge module 300 comprises judging unit 310 and identifying unit 320.
Wherein, judging unit 310 is used for judging whether a plurality of photos that gather have the personage in Preset Time.
If identifying unit 320 is used for all without the personage, judging does not have the personage to occur in air conditioning area.
In one embodiment of the invention, judge module 300 is judged the situation of motion by the study of some photos, and movement once in a while can not be enough to judge personage's state.For personage's state judgement, can carry out according to the needs of concrete scene time threshold and set.For example, time threshold is set as 5 minutes, if the time of nobody surpasses 5 minutes in air conditioning area, is judged to be inactive state, and namely the personage leaves.
Adjusting module 400 is used for when the personage leaves air conditioning area, the air-conditioning automatic cut-off switch.
Particularly, according to the judgement whether someone exists of 300 pairs of air conditioning areas of judge module, when not having the personage to occur in the inherent air conditioning area of Preset Time, adjusting module 400 is closed air-conditioning.As shown in Figures 2 and 3, show that when surpassing the photo that Preset Time collected in 15 minutes in this air conditioning area, nobody occurs, the autoshutdown air-conditioning.Above-mentioned Preset Time can according to specifically deciding, also can arrange according to demand voluntarily.
In one embodiment of the invention, a plurality of people are arranged in air conditioning area, when wherein everyone left and nobody occurs in Preset Time, judge module 300 was just thought in air conditioning area for inactive state, then is closed air-conditioning by adjusting module 400.
According to the device of the embodiment of the present invention, by a plurality of photos in shooting space, air-conditioning place, and it is analyzed to detect personage's motion conditions, and then automatically adjust air-conditioning, convenient for users, reduced simultaneously the waste of electric energy.
Although the above has illustrated and has described embodiments of the invention, be understandable that, above-described embodiment is exemplary, can not be interpreted as limitation of the present invention, those of ordinary skill in the art is not in the situation that break away from principle of the present invention and aim can change above-described embodiment within the scope of the invention, modification, replacement and modification.

Claims (8)

1. the air conditioner energy saving control method based on background modeling personage motion detection, is characterized in that, comprises the following steps:
S1: the image by camera timing acquiring air conditioning area is to obtain a plurality of photos;
S2: described a plurality of photos are carried out in the described air conditioning area of Analysis deterrmination, whether the personage being arranged;
S3: when having the personage to occur in described air conditioning area, judge according to the appearance situation of personage in a plurality of photos whether the personage leaves described air conditioning area; And
S4: when described personage leaves described air conditioning area, described air-conditioning automatic cut-off switch.
2. the air conditioner energy saving control method based on background modeling personage motion detection as claimed in claim 1, is characterized in that, described step S3 further comprises:
In a plurality of photos that judgement gathers, whether the personage is arranged in Preset Time;
If all without the personage, judging in described air conditioning area does not have the personage to occur.
3. the air conditioner energy saving control method based on background modeling personage motion detection as claimed in claim 1, is characterized in that, described image capture device carries out filtering, denoising to the image information of described collection.
4. the air conditioner energy saving control method based on background modeling personage motion detection as claimed in claim 1, it is characterized in that, constantly update background model by the mode of iterative learning between adjacent photo in described a plurality of photo and compare with real-time photo, differentiating the personage in described photo.
5. the air conditioner energy saving controller based on background modeling personage motion detection, is characterized in that, comprising:
Acquisition module is used for image by camera timing acquiring air conditioning area to obtain a plurality of photos;
Analysis module is used for described a plurality of photos are carried out in the described air conditioning area of Analysis deterrmination, whether the personage being arranged;
Judge module is used for when having the personage to occur in described air conditioning area, judges according to the appearance situation of personage in a plurality of photos whether the personage leaves described air conditioning area; And
Adjusting module is used for when described personage leaves described air conditioning area described air-conditioning automatic cut-off switch.
6. the air conditioner energy saving controller based on background modeling personage motion detection according to claim 5, is characterized in that, described judge module specifically comprises:
Judging unit is used for judging whether a plurality of photos that gather have the personage in Preset Time;
Identifying unit, if be used for all without the personage, judging in described air conditioning area does not have the personage to occur.
7. the air conditioner energy saving controller based on background modeling personage motion detection according to claim 5, is characterized in that, described image capture device carries out filtering, denoising to the image information of described collection.
8. the air conditioner energy saving controller based on background modeling personage motion detection according to claim 5, it is characterized in that, by the mode update background module of iterative learning, compare with photo between adjacent photo in described a plurality of photo, differentiate the personage in described photo.
CN2013101422082A 2013-04-22 2013-04-22 Energy-saving control method and device for detecting character movement for air conditioner based on background modeling Pending CN103175287A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN2013101422082A CN103175287A (en) 2013-04-22 2013-04-22 Energy-saving control method and device for detecting character movement for air conditioner based on background modeling

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN2013101422082A CN103175287A (en) 2013-04-22 2013-04-22 Energy-saving control method and device for detecting character movement for air conditioner based on background modeling

Publications (1)

Publication Number Publication Date
CN103175287A true CN103175287A (en) 2013-06-26

Family

ID=48635330

Family Applications (1)

Application Number Title Priority Date Filing Date
CN2013101422082A Pending CN103175287A (en) 2013-04-22 2013-04-22 Energy-saving control method and device for detecting character movement for air conditioner based on background modeling

Country Status (1)

Country Link
CN (1) CN103175287A (en)

Cited By (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103383129A (en) * 2013-07-23 2013-11-06 四川长虹电器股份有限公司 Control method, control device and air conditioner
CN104317397A (en) * 2014-10-14 2015-01-28 奇瑞汽车股份有限公司 Vehicle-mounted man-machine interactive method
CN104780309A (en) * 2014-01-15 2015-07-15 瑞昱半导体股份有限公司 Camera module, electronic device and method for determining operation mode of electronic device
CN105444358A (en) * 2015-12-11 2016-03-30 四川长虹电器股份有限公司 Identification method and air conditioning equipment
CN105526671A (en) * 2015-12-11 2016-04-27 四川长虹电器股份有限公司 User identification method and air conditioning equipment
CN105972760A (en) * 2016-05-23 2016-09-28 珠海格力电器股份有限公司 Central air conditioner control method and device
CN106016951A (en) * 2016-05-26 2016-10-12 青岛海尔股份有限公司 Running state control method of refrigerator and refrigerator
CN107152765A (en) * 2017-05-31 2017-09-12 信利光电股份有限公司 A kind of air conditioning control method and system based on camera module
CN107479388A (en) * 2017-09-26 2017-12-15 西南科技大学 A kind of classroom central air-conditioning and the energy-saving control system and control method of illumination
US9900174B2 (en) 2015-03-06 2018-02-20 Honeywell International Inc. Multi-user geofencing for building automation
US9967391B2 (en) 2015-03-25 2018-05-08 Honeywell International Inc. Geo-fencing in a building automation system
US10057110B2 (en) 2015-11-06 2018-08-21 Honeywell International Inc. Site management system with dynamic site threat level based on geo-location data
US10271284B2 (en) 2015-11-11 2019-04-23 Honeywell International Inc. Methods and systems for performing geofencing with reduced power consumption
US10317102B2 (en) 2017-04-18 2019-06-11 Ademco Inc. Geofencing for thermostatic control
US10516965B2 (en) 2015-11-11 2019-12-24 Ademco Inc. HVAC control using geofencing
US10605472B2 (en) 2016-02-19 2020-03-31 Ademco Inc. Multiple adaptive geo-fences for a building
CN111025953A (en) * 2019-04-12 2020-04-17 张长阵 Intelligent household appliance switching method
US10802459B2 (en) 2015-04-27 2020-10-13 Ademco Inc. Geo-fencing with advanced intelligent recovery

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2007012253A1 (en) * 2005-07-25 2007-02-01 Gree Electric Appliances, Inc. Of Zhuhai An intellective blowing air conditioner and an intellective blowing method thereof
CN101571302A (en) * 2008-05-02 2009-11-04 Lg电子株式会社 Air conditioner and action method thereof
CN101603720A (en) * 2008-12-24 2009-12-16 昆山锐芯微电子有限公司 Air conditioner
US20100063636A1 (en) * 2008-09-10 2010-03-11 Mitsubishi Electric Corporation Air conditioner
CN102278805A (en) * 2010-06-11 2011-12-14 三菱电机株式会社 Air conditioner
CN102509073A (en) * 2011-10-17 2012-06-20 上海交通大学 Static target segmentation method based on Gauss background model
CN102927652A (en) * 2012-10-09 2013-02-13 清华大学 Intelligent air conditioner control method based on positions of indoor persons and objects

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2007012253A1 (en) * 2005-07-25 2007-02-01 Gree Electric Appliances, Inc. Of Zhuhai An intellective blowing air conditioner and an intellective blowing method thereof
CN101571302A (en) * 2008-05-02 2009-11-04 Lg电子株式会社 Air conditioner and action method thereof
US20100063636A1 (en) * 2008-09-10 2010-03-11 Mitsubishi Electric Corporation Air conditioner
CN101603720A (en) * 2008-12-24 2009-12-16 昆山锐芯微电子有限公司 Air conditioner
CN102278805A (en) * 2010-06-11 2011-12-14 三菱电机株式会社 Air conditioner
CN102509073A (en) * 2011-10-17 2012-06-20 上海交通大学 Static target segmentation method based on Gauss background model
CN102927652A (en) * 2012-10-09 2013-02-13 清华大学 Intelligent air conditioner control method based on positions of indoor persons and objects

Cited By (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103383129A (en) * 2013-07-23 2013-11-06 四川长虹电器股份有限公司 Control method, control device and air conditioner
CN104780309A (en) * 2014-01-15 2015-07-15 瑞昱半导体股份有限公司 Camera module, electronic device and method for determining operation mode of electronic device
CN104317397A (en) * 2014-10-14 2015-01-28 奇瑞汽车股份有限公司 Vehicle-mounted man-machine interactive method
US9900174B2 (en) 2015-03-06 2018-02-20 Honeywell International Inc. Multi-user geofencing for building automation
US10674004B2 (en) 2015-03-25 2020-06-02 Ademco Inc. Geo-fencing in a building automation system
US9967391B2 (en) 2015-03-25 2018-05-08 Honeywell International Inc. Geo-fencing in a building automation system
US10462283B2 (en) 2015-03-25 2019-10-29 Ademco Inc. Geo-fencing in a building automation system
US10802459B2 (en) 2015-04-27 2020-10-13 Ademco Inc. Geo-fencing with advanced intelligent recovery
US10057110B2 (en) 2015-11-06 2018-08-21 Honeywell International Inc. Site management system with dynamic site threat level based on geo-location data
US10516965B2 (en) 2015-11-11 2019-12-24 Ademco Inc. HVAC control using geofencing
US10271284B2 (en) 2015-11-11 2019-04-23 Honeywell International Inc. Methods and systems for performing geofencing with reduced power consumption
CN105526671A (en) * 2015-12-11 2016-04-27 四川长虹电器股份有限公司 User identification method and air conditioning equipment
CN105444358A (en) * 2015-12-11 2016-03-30 四川长虹电器股份有限公司 Identification method and air conditioning equipment
CN105444358B (en) * 2015-12-11 2019-03-08 四川长虹电器股份有限公司 A kind of recognition methods and air-conditioning equipment
US10605472B2 (en) 2016-02-19 2020-03-31 Ademco Inc. Multiple adaptive geo-fences for a building
CN105972760A (en) * 2016-05-23 2016-09-28 珠海格力电器股份有限公司 Central air conditioner control method and device
CN105972760B (en) * 2016-05-23 2018-11-27 珠海格力电器股份有限公司 Central air-conditioner control method and device
CN106016951A (en) * 2016-05-26 2016-10-12 青岛海尔股份有限公司 Running state control method of refrigerator and refrigerator
US10317102B2 (en) 2017-04-18 2019-06-11 Ademco Inc. Geofencing for thermostatic control
CN107152765A (en) * 2017-05-31 2017-09-12 信利光电股份有限公司 A kind of air conditioning control method and system based on camera module
CN107479388A (en) * 2017-09-26 2017-12-15 西南科技大学 A kind of classroom central air-conditioning and the energy-saving control system and control method of illumination
CN111025953A (en) * 2019-04-12 2020-04-17 张长阵 Intelligent household appliance switching method

Similar Documents

Publication Publication Date Title
CN103175287A (en) Energy-saving control method and device for detecting character movement for air conditioner based on background modeling
CN204515369U (en) A kind of can the room air monitoring device of intelligent control of household electrical appliance
CN104360607A (en) Intelligent appliance system and intelligent appliance control method
CN107461860B (en) A kind of intelligent fresh air purification system and its control method
CN105605741B (en) The dehumidification control method and device of air-conditioning
CN202486609U (en) intelligent household control system
CN108829074A (en) A kind of artificial intelligence domestic environment system control method based on big data
CN106557103B (en) A kind of water purifier intelligence control system and its detection control method
CN104729174A (en) Heat pump drying controller for crop drying and control method thereof
CN103281064A (en) Method and device for saving energy of household appliances
CN203771504U (en) Smoke detection device of range hood
CN104848467A (en) Control method of air conditioner and air conditioner
CN105864881B (en) A kind of wired home heating system and its demand control method
CN208186713U (en) A kind of domestic environment intelligence regulation and control system
CN106016612A (en) Air conditioner control method and device and air conditioner
CN106152396B (en) Control method and control device for startup and shutdown of air conditioner and air conditioner
CN104266312B (en) Air conditioner and control method and system thereof
CN106765877A (en) A kind of intelligent control module and its control method for air purifier
CN104359185A (en) Energy-saving control method and system for air conditioners in hotel
CN110686393A (en) Monitoring method and system based on air conditioner and computer readable storage medium
CN207849665U (en) One kind being based on big data analysis air-conditioning energy consumption managing device
CN105257143B (en) Method and device for controlling window to open and close
CN112146243B (en) Air conditioner control method and air conditioner
CN111043733B (en) Air conditioner air supply mode control method based on spatial layout characteristics and air conditioner
CN209086697U (en) Artificial intelligence domestic environment management system based on big data

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C12 Rejection of a patent application after its publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20130626