CN109282418A - Construction method of air cooler fluorine-lack protection alarm model, alarm method and air cooler - Google Patents
Construction method of air cooler fluorine-lack protection alarm model, alarm method and air cooler Download PDFInfo
- Publication number
- CN109282418A CN109282418A CN201811420512.8A CN201811420512A CN109282418A CN 109282418 A CN109282418 A CN 109282418A CN 201811420512 A CN201811420512 A CN 201811420512A CN 109282418 A CN109282418 A CN 109282418A
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- Prior art keywords
- air
- cooler
- fluorine
- alarm
- air cooler
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- 238000010276 construction Methods 0.000 title claims abstract description 35
- 238000000034 method Methods 0.000 title claims abstract description 18
- YCKRFDGAMUMZLT-UHFFFAOYSA-N Fluorine atom Chemical compound [F] YCKRFDGAMUMZLT-UHFFFAOYSA-N 0.000 claims abstract description 138
- 229910052731 fluorine Inorganic materials 0.000 claims abstract description 138
- 239000011737 fluorine Substances 0.000 claims abstract description 138
- 230000007613 environmental effect Effects 0.000 claims abstract description 54
- 238000003062 neural network model Methods 0.000 claims abstract description 10
- 238000012549 training Methods 0.000 claims abstract description 9
- 238000004891 communication Methods 0.000 claims description 7
- NJPPVKZQTLUDBO-UHFFFAOYSA-N novaluron Chemical compound C1=C(Cl)C(OC(F)(F)C(OC(F)(F)F)F)=CC=C1NC(=O)NC(=O)C1=C(F)C=CC=C1F NJPPVKZQTLUDBO-UHFFFAOYSA-N 0.000 claims description 6
- 230000005540 biological transmission Effects 0.000 claims description 3
- 241000208340 Araliaceae Species 0.000 claims description 2
- 235000005035 Panax pseudoginseng ssp. pseudoginseng Nutrition 0.000 claims description 2
- 235000003140 Panax quinquefolius Nutrition 0.000 claims description 2
- 235000008434 ginseng Nutrition 0.000 claims description 2
- 230000002950 deficient Effects 0.000 abstract 3
- 238000005516 engineering process Methods 0.000 description 4
- 238000010586 diagram Methods 0.000 description 2
- 230000006835 compression Effects 0.000 description 1
- 238000007906 compression Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 230000000750 progressive effect Effects 0.000 description 1
Classifications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
- F24F11/32—Responding to malfunctions or emergencies
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/62—Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
Landscapes
- Engineering & Computer Science (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Mechanical Engineering (AREA)
- General Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Signal Processing (AREA)
- Air Conditioning Control Device (AREA)
Abstract
The invention relates to the technical field of air cooler equipment, in particular to a construction method of a fluorine-deficient protection alarm model of an air cooler, an alarm method and the air cooler, wherein the construction method of the fluorine-deficient protection alarm model of the air cooler comprises the steps of obtaining operation parameters of the air cooler in normal operation and/or fluorine-deficient operation; acquiring environmental parameters of the normal operation and/or fluorine-lacking operation of an air cooler; and training by using a neural network model according to the repeatedly acquired operating parameters and the environmental parameters corresponding to the operating parameters, and acquiring a fluorine-lacking protection alarm model of the air cooler after training. Compared with the prior art, the air cooler fluorine lack protection alarm model construction method, the air cooler fluorine lack protection alarm method and the air cooler realize automatic alarm of the air cooler fluorine lack protection by constructing the air cooler fluorine lack protection alarm model, timely remind users of the fluorine lack information of the air cooler, avoid compressor damage caused by continuous operation of the air cooler in a fluorine lack state for a long time, and prolong the service life of the air cooler.
Description
Technical field
The present invention relates to air-cooler equipment technical fields, and the structure of fluorine protection alarm model is lacked more particularly to a kind of air-cooler
Construction method, alarm method and air-cooler.
Background technique
With the development of science and technology, social progress, the technology of the household electrical appliances with Intelligent control system has been deep into people's
Among life, intelligent appliance is exactly to be formed after microprocessor, sensor technology and network communication technology are introduced household appliance
Household appliances have automatic sensing ability, existing under the background that increasingly demand of the people to intelligent appliance product is constantly promoted
Household appliances mostly develop towards direction that is more intelligent, more automating.
If existing cold wind machine equipment installs not in place or runing time will lack fluorine too long, if when compression captain
Between under scarce fluorine state continuous service will cause compressor damage.Existing air-cooler does not have scarce fluorine protection mechanism generally, when
When air-cooler runing time causes to lack fluorine too long, often fails the operating for stopping air-cooler in time, lead to compressor for a long time
The continuous service under scarce fluorine state and damage.
In view of this, the present inventor especially has developed a kind of construction method of scarce fluorine protection alarm model of air-cooler, alarm
Thus method and air-cooler, this case generate.
Summary of the invention
To solve the problems, such as that above-mentioned air-cooler continuous service under scarce fluorine state causes compressor damage, the present invention provides
A kind of air-cooler lacks construction method, alarm method and the air-cooler of fluorine protection alarm model.
To achieve the above object, The technical solution adopted by the invention is as follows: a kind of air-cooler lacks fluorine protection alarm model
Construction method, comprising:
Obtain operating parameter when air-cooler normal operation and/or the operation of scarce fluorine;
Obtain environmental parameter when air-cooler normal operation and/or the operation of scarce fluorine;
According to the operating parameter repeatedly obtained and environmental parameter corresponding with operating parameter, carried out using neural network model
Training obtains air-cooler and lacks fluorine protection alarm model after training.
Further, operating parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control
Or it is a variety of.
Further, environmental parameter includes room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity variation
One of speed, room pressure are a variety of.
Further, it is multilayer deepness belief network model that air-cooler, which lacks fluorine protection alarm model,.
A kind of air-cooler lacks the alarm method of fluorine protection, comprising:
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
The operating parameter that will acquire and corresponding environmental parameter input air-cooler lack fluorine and protect alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm.
A kind of air-cooler, including air-cooler main body further include operating parameter acquisition device, environmental parameter acquisition device, cold
Blower lacks fluorine and protects alarm model construction device, alarm device,
The operating parameter acquisition device, for obtaining operating parameter when air-cooler operation;
The environmental parameter acquisition device, for obtaining environmental parameter when air-cooler operation;
The air-cooler lack fluorine protect alarm model construction device, for according to air-cooler operating parameter and corresponding ring
Border parameter is trained neural network model, and building air-cooler lacks fluorine and protects alarm model;
The alarm device, the result for lacking fluorine protection alarm model output according to air-cooler, which issues, lacks fluorine alarm.
It further, further include controlling terminal, the controlling terminal is connect with alarm device signal, for receiving alarm dress
Set the warning message of transmission.
It further, further include communication device, the communication device is connect for controlling terminal with alarm device signal.
It further, further include pedestal, shaft, controller, the air-cooler main body is set on pedestal by shaft, described
Controller control air-cooler main body rotates around the shaft.
It further, further include human body sensing device, the human body sensing device is set in air-cooler main body, the control
Device processed is electrically connected with human body sensing device, the human body information control air-cooler work for being detected according to human body sensing device.
By the above-mentioned description of this invention it is found that compared with prior art, air-cooler of the invention lacks fluorine protection alarm mould
Construction method, alarm method and the air-cooler of type lack fluorine by building air-cooler and protect alarm model, realize that air-cooler lacks fluorine and protects
The automatic alarm of shield reminds the scarce fluorine information of user's air-cooler in time, and air-cooler is avoided persistently to transport under scarce fluorine state for a long time
It goes and causes compressor damage, extend the service life of air-cooler.
Detailed description of the invention
Fig. 1 is that the first embodiment air-cooler of the invention lacks the construction method that fluorine protects alarm model;
Fig. 2 is the alarm method that the first embodiment air-cooler of the invention lacks fluorine protection;
Fig. 3 is the structural schematic diagram of the first embodiment air-cooler of the invention;
Fig. 4 is the electrical connection schematic diagram of the first embodiment air-cooler of the invention;
Fig. 5 is that second of embodiment air-cooler of the present invention lacks the construction method that fluorine protects alarm model;
Fig. 6 is that the third embodiment air-cooler of the invention lacks the construction method that fluorine protects alarm model;
Fig. 7 is that the 4th kind of embodiment air-cooler of the present invention lacks the construction method that fluorine protects alarm model.
Specific embodiment
Core of the invention is to provide construction method, alarm method and the cold wind of a kind of scarce fluorine protection alarm model of air-cooler
Machine lacks fluorine by building air-cooler and protects alarm model, realizes that air-cooler lacks the automatic alarm of fluorine protection, reminds user cold in time
The scarce fluorine information of blower, avoid air-cooler for a long time under scarce fluorine state continuous service and cause compressor damage.
Following will be combined with the drawings in the embodiments of the present invention, and technical solution in the embodiment of the present invention carries out clear, complete
Site preparation description, it is clear that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.It is based on
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts every other
Embodiment shall fall within the protection scope of the present invention.Specific embodiment one:
Shown in referring to Fig.1~Fig. 4, present embodiment discloses a kind of air-coolers to lack the construction method that fluorine protects alarm model,
Include:
Obtain the operating parameter and corresponding environmental parameter when air-cooler operates normally;
Operating parameter and environmental parameter corresponding with operating parameter when being operated normally according to the air-cooler repeatedly obtained, make
It is trained with neural network model, air-cooler is obtained after training and lacks fluorine protection alarm model, the air-cooler lacks fluorine protection
Alarm model is multilayer deepness belief network model.
The operating parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control or more
Kind.
The environmental parameter includes room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity variation speed
One of degree, room pressure are a variety of.
Also disclose a kind of alarm method of scarce fluorine protection of air-cooler, comprising:
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
Operating parameter and corresponding environmental parameter input air-cooler when the air-cooler that will acquire currently is run lack fluorine protection
Alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm, when air-cooler is currently run
When operating parameter and corresponding environmental parameter meet the operating parameter and corresponding environmental parameter when air-cooler operates normally, then recognize
Determine air-cooler normal operation, does not issue scarce fluorine alarm;Operating parameter and corresponding environmental parameter when air-cooler is currently run
When the operating parameter and corresponding environmental parameter that are unsatisfactory for when air-cooler operates normally, then assert that air-cooler is in and lack fluorine operation shape
State issues and lacks fluorine alarm.
A kind of air-cooler, including air-cooler main body 1, further include operating parameter acquisition device 2, environmental parameter acquisition device 3,
Air-cooler lacks fluorine and protects alarm model construction device 4, alarm device 5,
The operating parameter acquisition device 2, for obtaining operating parameter when air-cooler operation;
The environmental parameter acquisition device 3, for obtaining environmental parameter when air-cooler operation;
The air-cooler lacks fluorine and protects alarm model construction device 4, for according to the operating parameter of air-cooler and corresponding
Environmental parameter is trained neural network model, and building air-cooler lacks fluorine and protects alarm model;
The alarm device 5, the result for lacking fluorine protection alarm model output according to air-cooler, which issues, lacks fluorine alarm.
Described further includes controlling terminal 6, and the controlling terminal 6 is connect with 5 signal of alarm device, for receiving alarm dress
Set the warning message of 5 transmissions.
Described further includes communication device 7, and the communication device 7 is connect for controlling terminal 6 with 5 signal of alarm device.
Described further includes pedestal 8, shaft 9, controller 10, and the air-cooler main body 1 is set on pedestal 8 by shaft 9,
The controller 10 controls 9 rotation around the shaft of air-cooler main body 1.
Described further includes human body sensing device 11, and the human body sensing device 11 is set in air-cooler main body 1, described
Controller 10 is electrically connected with human body sensing device 11, and the human body information for being detected according to human body sensing device 11 controls cold wind
Machine work, the controller 10 lacks fluorine protection alarm model construction device 4 with air-cooler and is electrically connected, for being lacked according to air-cooler
The result control air-cooler work that fluorine protects alarm model construction device 4 to export.
Specific embodiment two:
Referring to Figure 5, the air-cooler as described in embodiment one lacks the construction method of fluorine protection alarm model, the present embodiment
Air-cooler lack fluorine protection alarm model construction method include:
Obtain the operating parameter and corresponding environmental parameter when air-cooler lacks fluorine operation;
The operating parameter and environmental parameter corresponding with operating parameter when fluorine operation are lacked according to the air-cooler repeatedly obtained, are made
It is trained with neural network model, air-cooler is obtained after training and lacks fluorine protection alarm model, the air-cooler lacks fluorine protection
Alarm model is multilayer deepness belief network model.
The operating parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control or more
Kind.
The environmental parameter includes room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity variation speed
One of degree, room pressure are a variety of.
Also disclose a kind of alarm method of scarce fluorine protection of air-cooler, comprising:
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
Operating parameter and corresponding environmental parameter input air-cooler when the air-cooler that will acquire currently is run lack fluorine protection
Alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm, when air-cooler is currently run
When operating parameter and corresponding environmental parameter are unsatisfactory for operating parameter and corresponding environmental parameter when the scarce fluorine of air-cooler is run, then
Assert that air-cooler operates normally, does not issue scarce fluorine alarm;Operating parameter and corresponding environment ginseng when air-cooler is currently run
When number meets the operating parameter and corresponding environmental parameter when the scarce fluorine of air-cooler is run, then assert that air-cooler is in scarce fluorine and runs shape
State issues and lacks fluorine alarm.
Specific embodiment three:
Referring to shown in Fig. 6, the air-cooler as described in embodiment one lacks the construction method of fluorine protection alarm model, the present embodiment
Air-cooler lack fluorine protection alarm model construction method include:
Obtain environmental parameter when operating parameter and air-cooler when air-cooler operates normally lack fluorine operation;
Operating parameter and air-cooler when being operated normally according to the air-cooler repeatedly obtained lack environmental parameter when fluorine operation,
It is trained using neural network model, air-cooler is obtained after training and lacks fluorine protection alarm model, the air-cooler lacks fluorine and protects
Shield alarm model is multilayer deepness belief network model.
The operating parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control or more
Kind.
The environmental parameter includes room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity variation speed
One of degree, room pressure are a variety of.
Also disclose a kind of alarm method of scarce fluorine protection of air-cooler, comprising:
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
Operating parameter and corresponding environmental parameter input air-cooler when the air-cooler that will acquire currently is run lack fluorine protection
Alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm, when the currently running fortune of air-cooler
When row parameter meets air-cooler normal operation, judge whether its corresponding environmental parameter meets environment when air-cooler lacks fluorine operation
Parameter issues if it is satisfied, then assert that air-cooler lacks fluorine operation and lacks fluorine alarm, if conditions are not met, then assert that air-cooler is normally transported
Row does not issue scarce fluorine alarm;
When the currently running operating parameter of air-cooler, which is unsatisfactory for air-cooler, to be operated normally, its corresponding environmental parameter is judged
Whether meet environmental parameter when air-cooler lacks fluorine operation, if it is satisfied, then assert that air-cooler lacks fluorine operation, issues and lack fluorine report
It is alert, if conditions are not met, then assert that air-cooler operates normally, scarce fluorine alarm is not issued.
Specific embodiment four:
Referring to shown in Fig. 7, the air-cooler as described in embodiment one lacks the construction method of fluorine protection alarm model, the present embodiment
Air-cooler lack fluorine protection alarm model construction method include:
Obtain environmental parameter when operating parameter and air-cooler when air-cooler lacks fluorine operation operate normally;
Environmental parameter when operating parameter and air-cooler when lacking fluorine operation according to the air-cooler repeatedly obtained operate normally,
It is trained using neural network model, air-cooler is obtained after training and lacks fluorine protection alarm model, the air-cooler lacks fluorine and protects
Shield alarm model is multilayer deepness belief network model.
The operating parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control or more
Kind.
The environmental parameter includes room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity variation speed
One of degree, room pressure are a variety of.
Also disclose a kind of alarm method of scarce fluorine protection of air-cooler, comprising:
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
Operating parameter and corresponding environmental parameter input air-cooler when the air-cooler that will acquire currently is run lack fluorine protection
Alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm, when the currently running fortune of air-cooler
Row parameter meet air-cooler lack fluorine operation when, judge its corresponding environmental parameter whether meet air-cooler operate normally when environment
Parameter issues if conditions are not met, then assert that air-cooler lacks fluorine operation and lacks fluorine alarm, if it is satisfied, then assert that air-cooler is normally transported
Row does not issue scarce fluorine alarm;
When the currently running operating parameter of air-cooler, which is unsatisfactory for air-cooler, lacks fluorine operation, its corresponding environmental parameter is judged
Whether meet environmental parameter when air-cooler operates normally, if conditions are not met, then assert that air-cooler lacks fluorine operation, issues and lack fluorine report
It is alert, if it is satisfied, then assert that air-cooler operates normally, scarce fluorine alarm is not issued.
By the above-mentioned description of this invention it is found that compared with prior art, air-cooler of the invention lacks fluorine protection alarm mould
Construction method, alarm method and the air-cooler of type lack fluorine by building air-cooler and protect alarm model, realize that air-cooler lacks fluorine and protects
The automatic alarm of shield reminds the scarce fluorine information of user's air-cooler in time, and air-cooler is avoided persistently to transport under scarce fluorine state for a long time
It goes and causes compressor damage, extend the service life of air-cooler.
Each embodiment in this specification is described in a progressive manner, the highlights of each of the examples are with other
The difference of embodiment, the same or similar parts in each embodiment may refer to each other.
The foregoing description of the disclosed embodiments enables those skilled in the art to implement or use the present invention.
Various modifications to these embodiments will be readily apparent to those skilled in the art, as defined herein
General Principle can be realized in other embodiments without departing from the spirit or scope of the present invention.Therefore, of the invention
It is not intended to be limited to the embodiments shown herein, and is to fit to and the principles and novel features disclosed herein phase one
The widest scope of cause.
Claims (10)
1. the construction method that a kind of air-cooler lacks fluorine protection alarm model characterized by comprising
Obtain operating parameter when air-cooler normal operation and/or the operation of scarce fluorine;
Obtain environmental parameter when air-cooler normal operation and/or the operation of scarce fluorine;
According to the operating parameter repeatedly obtained and environmental parameter corresponding with operating parameter, instructed using neural network model
Practice, air-cooler is obtained after training and lacks fluorine protection alarm model.
2. the construction method that air-cooler according to claim 1 lacks fluorine protection alarm model, it is characterised in that: the operation
Parameter includes one of the operational mode of air-cooler, set temperature, wind speed, pendulum air control or a variety of.
3. the construction method that air-cooler according to claim 1 lacks fluorine protection alarm model, it is characterised in that: the environment
Parameter includes one of room temperature, indoor temperature change generated in case speed, indoor humidity, indoor humidity pace of change, room pressure
Or it is a variety of.
4. the construction method that air-cooler according to claim 1 lacks fluorine protection alarm model, it is characterised in that: the cold wind
It is multilayer deepness belief network model that machine, which lacks fluorine protection alarm model,.
5. the alarm method that a kind of air-cooler lacks fluorine protection characterized by comprising
Obtain the operating parameter and corresponding environmental parameter when air-cooler is currently run;
The operating parameter that will acquire and corresponding environmental parameter input air-cooler lack fluorine and protect alarm model;
It is issued according to the result that air-cooler lacks fluorine protection alarm model output and lacks fluorine alarm.
6. a kind of air-cooler, including air-cooler main body, it is characterised in that: further include that operating parameter acquisition device, environmental parameter obtain
Device, air-cooler is taken to lack fluorine protection alarm model construction device, alarm device,
The operating parameter acquisition device, for obtaining operating parameter when air-cooler operation;
The environmental parameter acquisition device, for obtaining environmental parameter when air-cooler operation;
The air-cooler lacks fluorine and protects alarm model construction device, for according to the operating parameter of air-cooler and corresponding environment ginseng
Several pairs of neural network models are trained, and building air-cooler lacks fluorine and protects alarm model;
The alarm device, the result for lacking fluorine protection alarm model output according to air-cooler, which issues, lacks fluorine alarm.
7. air-cooler according to claim 6, it is characterised in that: it further include controlling terminal, the controlling terminal and alarm
Device signal connection, for receiving the warning message of alarm device transmission.
8. air-cooler according to claim 7, it is characterised in that: further include communication device, the communication device is for controlling
Terminal processed is connect with alarm device signal.
9. air-cooler according to claim 6, it is characterised in that: further include pedestal, shaft, controller, the air-cooler
Main body is set on pedestal by shaft, and the controller control air-cooler main body rotates around the shaft.
10. air-cooler according to claim 9, it is characterised in that: it further include human body sensing device, the human body sensing
Device is set in air-cooler main body, and the controller is electrically connected with human body sensing device, for being detected according to human body sensing device
The human body information control air-cooler work arrived.
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CN201811420512.8A CN109282418A (en) | 2018-11-26 | 2018-11-26 | Construction method of air cooler fluorine-lack protection alarm model, alarm method and air cooler |
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CN201811420512.8A CN109282418A (en) | 2018-11-26 | 2018-11-26 | Construction method of air cooler fluorine-lack protection alarm model, alarm method and air cooler |
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CN208139424U (en) * | 2018-01-19 | 2018-11-23 | 广东新宝电器股份有限公司 | Air conditioning device capable of automatically adjusting air supply range |
CN209214069U (en) * | 2018-11-26 | 2019-08-06 | 珠海格力电器股份有限公司 | Air cooler with lack fluorine protect function |
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US20110112814A1 (en) * | 2009-11-11 | 2011-05-12 | Emerson Retail Services, Inc. | Refrigerant leak detection system and method |
CN106705384A (en) * | 2017-02-09 | 2017-05-24 | 美的集团股份有限公司 | Refrigerant leakage reminding method and device and air conditioner |
CN107730000A (en) * | 2017-09-15 | 2018-02-23 | 珠海格力电器股份有限公司 | Refrigerant leakage detection method and device for air conditioner |
CN208139424U (en) * | 2018-01-19 | 2018-11-23 | 广东新宝电器股份有限公司 | Air conditioning device capable of automatically adjusting air supply range |
CN108361927A (en) * | 2018-02-08 | 2018-08-03 | 广东美的暖通设备有限公司 | A kind of air-conditioner control method, device and air conditioner based on machine learning |
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