CN105568621B - A kind of intelligent washing facility based on big data analysis - Google Patents
A kind of intelligent washing facility based on big data analysis Download PDFInfo
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- CN105568621B CN105568621B CN201610090792.5A CN201610090792A CN105568621B CN 105568621 B CN105568621 B CN 105568621B CN 201610090792 A CN201610090792 A CN 201610090792A CN 105568621 B CN105568621 B CN 105568621B
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- D—TEXTILES; PAPER
- D06—TREATMENT OF TEXTILES OR THE LIKE; LAUNDERING; FLEXIBLE MATERIALS NOT OTHERWISE PROVIDED FOR
- D06F—LAUNDERING, DRYING, IRONING, PRESSING OR FOLDING TEXTILE ARTICLES
- D06F33/00—Control of operations performed in washing machines or washer-dryers
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- D06F2202/08—
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- D06F2202/10—
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- D06F2212/02—
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Abstract
The present invention relates to a kind of intelligent washing facility based on big data analysis, the washing facility is provided with big data intelligence control system, the big data intelligence control system includes control centre, communication module, information collection module, washing procedure control module, the washing information that control centre's receive information collection module is collected, and washing information is sent by communication module, the control centre receives washing procedure data and instruction, and changes the data of washing procedure storage module storage according to instruction;The washing procedure storage module store the first washing information and with the one-to-one washing procedure of the first washing information;The washing procedure control module receives the first washing information that the first washing information collection module is collected, according to the type of the washing procedure of washing procedure storage module control detergent, input amount, water injection rate, scavenging period, wash number, drying time.The washing facility can use rational washing methods for different dress materials.
Description
Technical field
The present invention relates to a kind of intelligent washing facility based on big data analysis.
Background technology
Washing and dehydrating integrated machine is a washing industry nearly century relatively advanced washing tool, and it has answering for maturation in many fields
With from small laundry drycleaner's to the industrial washing clothes factory of maximum.Traditional washing flow:It will be washed before fabric washing and strictly be divided
Class, cased by modes such as the thin and thicks of dyefastness, fabric of kinds of fibers clothing and carry out manual operation, first prewashing is opened temperature and manually added
Become owner of and wash material, rear manual operation discharges water plus detergent plus auxiliary material, throw water, again plus new water, throwing water, upper new water adds auxiliary material to dry again.
, it is necessary to which operating personnel are voluntarily according to the species of washing clothes fiber, dyefastness, fabric in traditional washing process
Thickness selection detergent species, concentration and dosage, voluntarily selection determine wash temperature, wash time, dry the time.For
Every kind of garment material is different, and every kind of detergent concentration, the difference of injected volume, the effect of washing is also different, and any of the above kind is all
Operating personnel are needed voluntarily to be set.
It is therefore desirable to have a kind of a kind of new intelligent washing facility based on big data analysis, according to substantial amounts of washing number
According to a kind of more efficiently washing methods being analyzed, so as to automatically select suitable washing methods for operating personnel.
The content of the invention
In order to solve the above-mentioned technical problem, the invention provides a kind of intelligent washing facility based on big data analysis.
A kind of intelligent washing facility based on big data analysis of the present invention realizes washing number by the shared of washing data
According to the foundation in storehouse;By the way that new washing procedure is learnt and judged, security warning is sent to reduce the generation of washing accident.
The washing facility is provided with big data intelligence control system, and the big data intelligence control system is included in control
The heart, communication module, information collection module, washing procedure control module,
Described information collection module, communication module, washing procedure control module are connected with control centre,
Described information collection module includes the first washing information collection module, and the first washing information collection module is used for
Collect the information before washing;
The washing information that control centre's receive information collection module is collected, and washing letter is sent by communication module
Breath, the control centre receive washing procedure data and instruction, and change the number of washing procedure storage module storage according to instruction
According to;
The washing procedure storage module stores the first washing information and washed correspondingly with the first washing information
Program;
The washing procedure control module receives the first washing information that the first washing information collection module is collected, according to washing
The washing procedure for washing program storage module controls the type of detergent, input amount, water injection rate, scavenging period, wash number, drying
Time.
Described information collection module also includes the second washing information collection module, and the second washing information collection module is used
In the information for collecting washing process.
The first washing information collection module includes clothing information identification module, locating module, pre- washed gross weight
One or more in detection module, water quality detection module.
The second washing information collection module includes dosage of scour and type detection module, Turbidity measurement module, washed
Wash the one or more in water detection module, washings temperature detection module.
The clothing information identification module is used for the knowledge that material, manufacturer, weight, kinds of laundry are carried out to prerinse clothing
Not.
The locating module is used to position the geographical position residing for washing facility.
The dosage of scour and type detection module are used for the type for detecting detergent used in washing process and corresponding
Dosage.
The pre- washed gross weight detection module is used to detect the gross weight for previewing clothing.
Turbidity measurement module is used for the turbidity change for detecting washing process water.
Wash the water consumption that water detection module is used for washing process each stage.
Washings temperature detection module is used to detect water temperature during washing.
Water quality detection module is used for the hardness for detecting washing water used.
The first information collection module also includes several dress materials selection control unit, and the dress material selection control unit is used
In the material of dress material described in artificial selection.
Described information collection module also includes the 3rd washing information collection module, and the 3rd washing information collection module is used
Clean result information after washing is collected.
The 3rd washing information collection module includes turbidity judge module, and the turbidity judge module receives washing process
Turbidity measurement module detects obtained several turbidity datas, judges clean result by turbidity data.
The turbidity judge module includes:
Data reception module, the time/turbidity data and washing that reception washing process Turbidity measurement module detects to obtain are opened
The turbidity to begin with the end of;
Data processing module, processing time/turbidity data, obtain turbidity comparison time first derivative or second dervative or
Higher derivative;
Judge module, when the first derivative or second dervative or higher derivative are when outside from pre-set threshold value scope, then
Judge clean result exception, when when the first derivative or second dervative or higher derivative are when within the scope of pre-set threshold value,
Then judge that clean result is normal.
The 3rd washing information collection module also includes manual input module, the information of the manual input module input
Including clothing and corresponding clean result.
A kind of intelligent washing facility based on big data analysis based on big data analysis of the present invention passes through washing data
It is shared, realize the foundation in washing data storehouse;By the way that new washing procedure is learnt and judged, security warning is sent to subtract
The generation of accident is washed less.
The above-mentioned of the application and other features, aspect and advantage is more readily understood with reference to described further below.
Brief description of the drawings
Fig. 1 is big data intelligent control in a kind of intelligent washing facility based on big data analysis based on big data analysis
A kind of structural representation of system.
Fig. 2 is big data intelligent control in a kind of intelligent washing facility based on big data analysis based on big data analysis
Another structural representation of system.
Fig. 3 is big data intelligent control in a kind of intelligent washing facility based on big data analysis based on big data analysis
Another structural representation of system.
Fig. 4 is big data intelligent control in a kind of intelligent washing facility based on big data analysis based on big data analysis
Another structural representation of system.
Fig. 5 is turbidity than the curve map with the time.
Fig. 6 is turbidity than the first derivative curve map with the time.
Fig. 7 is turbidity than the second derivative plot with the time.
Wherein, reference is as follows:
Big data intelligence control system 1, high in the clouds computer 3, washing facility 2, control centre 11, communication module 13, information
Collection module 14, washing procedure control module 12, clothing information identification module 141, locating module 142, pre- washed gross weight
Detection module 143, water quality detection module 144, dress material selection control unit 145.
Embodiment
To make the purpose, technical scheme and advantage of the embodiment of the present invention clearer, below in conjunction with the embodiment of the present invention
Accompanying drawing, the technical scheme of the embodiment of the present invention is clearly and completely described.Obviously, described embodiment is this hair
Bright part of the embodiment, rather than whole embodiments.Based on described embodiments of the invention, ordinary skill
All other embodiment that personnel are obtained on the premise of without creative work, belongs to the scope of protection of the invention.
Unless otherwise defined, technical term or scientific terminology used herein should be in art of the present invention and had
The ordinary meaning that the personage of general technical ability is understood.Used in present patent application specification and claims " the
One ", " second " and similar word are not offered as any order, quantity or importance, and are used only to distinguish different
Part.Equally, the similar word such as "one" or " one " does not indicate that quantity limits yet, but represents to exist at least one.
Such as Fig. 1, the invention provides a kind of intelligent washing facility based on big data analysis, washing facility is provided with big number
According to intelligence control system, big data intelligence control system includes control centre, communication module, information collection module, washing procedure
Control module,
Described information collection module, communication module, washing procedure control module are connected with control centre,
Information collection module includes the first washing information collection module, and the first washing information collection module is used to collect
Information before washing;
The washing information that control centre's receive information collection module is collected, and washing information, institute are sent by communication module
State control centre and receive washing procedure data and instruction, and change the data of washing procedure storage module storage according to instruction;
Washing procedure control module receives the first washing information that the first washing information collection module is collected, according to being stored in
The first washing information in washing procedure control module and with the one-to-one washing procedure of the first washing information, control washing
The type of agent, input amount, water injection rate, scavenging period, wash number, drying time.
The first washing information collection module includes clothing information identification module, locating module, pre- washed gross weight
One or more in detection module, water quality detection module.Clothing information identification module be used for prerinse clothing carry out material,
Manufacturer, the identification of weight, kinds of laundry.Locating module is used to position the geographical position residing for washing facility.Dosage of scour
It is used to detect the type of detergent used in washing process and corresponding dosage with type detection module.Pre- washed gross weight inspection
Module is surveyed to be used to detect the gross weight for previewing clothing.
Communication module sends washing information to high in the clouds computer, meanwhile, high in the clouds computer will wash journey by communication module
Ordinal number evidence and instruction are sent to control centre.
By collecting location information, clothing information, clothing quality information, water quality information, it may be determined that each washing facility
The information needed for mode of washing is judged before washing, different washing methods can be used.In addition, the knowledge by clothing information
Not, clothing is washed using different detergent.The method and mode of washing can also be determined according to the spot of clothing.
For washing machine industry, current washing information that high in the clouds computer provides according to control centre, there is provided rationally
Washing scheme, optimize clean result, using the washing scheme as pushed information be pushed to it is a kind of based on big data analyze intelligence
Can washing facility;
For care agent industry, high in the clouds computer according to control centre provide active user clothing information, for
Suitable care agent is recommended at family, and care agent inventory is pushed into a kind of intelligence based on big data analysis as pushed information washs
Equipment.
A kind of intelligent washing facility based on big data analysis based on big data analysis of the present invention is washed by user
Sharing for data, realizes the foundation in washing data storehouse;By the way that new washing procedure is learnt and judged, peace is issued the user with
It is complete to warn to reduce the generation of washing accident.
As shown in Fig. 2 the invention provides a kind of intelligent washing facility based on big data analysis, washing facility is provided with
Big data intelligence control system, big data intelligence control system include control centre, communication module, information collection module, washing
Program controling module,
Information collection module includes the first washing information collection module, and the first washing information collection module is used to collect
Information before washing;
The washing information that control centre's receive information collection module is collected, and washing information, institute are sent by communication module
State control centre and receive washing procedure data and instruction, and change the data of washing procedure storage module storage according to instruction;
Washing procedure control module receives the first washing information that the first washing information collection module is collected, according to being stored in
The first washing information in washing procedure control module and with the one-to-one washing procedure of the first washing information, control washing
The type of agent, input amount, water injection rate, scavenging period, wash number, drying time.
The first washing information collection module includes clothing information identification module, locating module, pre- washed gross weight
One or more in detection module, water quality detection module.
Communication module sends washing information to high in the clouds computer, meanwhile, high in the clouds computer will wash journey by communication module
Ordinal number evidence and instruction are sent to control centre.
The first information collection module also includes several dress materials selection control unit, and the dress material selection control unit is used
In the material of dress material described in artificial selection.Several dress material selection control units can be remote keying or void on washing facility
Intend button or the button being arranged on washing facility.When by the clothing of washing in need be put into washing facility, lead to
Cross the material that button determines laundry again.
Further, washing facility of the invention can also include reminding unit, when dress material selection control unit is known with clothing
When the information of other module identification clashes, reminding unit is triggered, reminds operator's dress material to launch wrong.Obtained by this set
More effective man-machine interaction is obtained, different dress materials can be prevented while washing causes laundry washing effects to reduce.
Such as Fig. 3, the invention provides a kind of intelligent washing facility based on big data analysis, washing facility is provided with big number
According to intelligence control system, big data intelligence control system includes control centre, communication module, information collection module, washing procedure
Control module,
Information collection module includes the first washing information collection module, and the first washing information collection module is used to collect
Information before washing;
The washing information that control centre's receive information collection module is collected, and washing information, institute are sent by communication module
State control centre and receive washing procedure data and instruction, and change the data of washing procedure storage module storage according to instruction;
Washing procedure control module receives the first washing information that the first washing information collection module is collected, according to being stored in
The first washing information in washing procedure control module and with the one-to-one washing procedure of the first washing information, control washing
The type of agent, input amount, water injection rate, scavenging period, wash number, drying time.
The first washing information collection module includes clothing information identification module, locating module, pre- washed gross weight
One or more in detection module, water quality detection module.
Communication module sends washing information to high in the clouds computer, meanwhile, high in the clouds computer will wash journey by communication module
Ordinal number evidence and instruction are sent to control centre.
Information collection module also includes the second washing information collection module, and the second washing information collection module is used to receive
Collect the information of washing process.
Second washing information collection module includes dosage of scour and type detection module, Turbidity measurement module, washings
Measure the one or more in detection module, washings temperature detection module.
Clothing information identification module is used for the identification that material, manufacturer, weight, kinds of laundry are carried out to prerinse clothing.
Locating module is used to position the geographical position residing for washing facility.Dosage of scour is washed for detecting with type detection module
The type of Cheng Suoyong detergent and corresponding dosage.Pre- washed gross weight detection module is used to detect the gross weight for previewing clothing
Amount.Turbidity measurement module is used for the turbidity change for detecting washing process water.Washing water detection module is used for each rank of washing process
The water consumption of section.Washings temperature detection module is used to detect water temperature during washing.Water quality detection module is used to detect used in washing
Water hardness.
Turbidity measurement module includes the light source, sharp for receiving of a transmitting laser, infrared light light or other light
Direct light receiver, astigmatism receiver and the analysis circuit of light, infrared light or other light sources.Detection process is as follows:Light source is sent out
Ray Of Light is penetrated, through the water after washing, a portion light passes through to be received in test water by direct light receiver, another part
Light be tested the suspended particulate that contains in water stop to be formed scatter after received by scattering receiver, direct light receiver and astigmatism
The information of reception is sent to analysis circuit by receiver, and analysis circuit compared with direct light information, then will compare according to astigmatism information
Value after relatively is converted into corresponding turbidity and represents to be sent to control centre, and now can draws particle contained in unit volume
Number, so as to how judge the cleaning performance of present cloth, performed for next step program and foundation is provided.To prevent temperature from being tied to test
The influence of fruit, the temperature-compensation circuit formed using diode and thermistor is also equipped with Turbidity measurement module.
Such as Fig. 4, the invention provides a kind of intelligent washing facility based on big data analysis, washing facility is provided with big number
According to intelligence control system, big data intelligence control system includes control centre, communication module, information collection module, washing procedure
Control module,
Information collection module includes the first washing information collection module, and the first washing information collection module is used to collect
Information before washing;
The washing information that control centre's receive information collection module is collected, and washing information, institute are sent by communication module
State control centre and receive washing procedure data and instruction, and change the data of washing procedure storage module storage according to instruction;
Washing procedure control module receives the first washing information that the first washing information collection module is collected, according to being stored in
The first washing information in washing procedure control module and with the one-to-one washing procedure of the first washing information, control washing
The type of agent, input amount, water injection rate, scavenging period, wash number, drying time.
The first washing information collection module includes clothing information identification module, locating module, pre- washed gross weight
One or more in detection module, water quality detection module.
Communication module sends washing information to high in the clouds computer, meanwhile, high in the clouds computer will wash journey by communication module
Ordinal number evidence and instruction are sent to control centre.
Described information collection module also includes the 3rd washing information collection module, and the 3rd washing information collection module is used
Clean result information after washing is collected.
The 3rd washing information collection module includes turbidity judge module, and the turbidity judge module receives washing process
Turbidity measurement module detects obtained several turbidity datas, judges clean result by turbidity data.
The turbidity judge module includes:
Data reception module, the time/turbidity data and washing that reception washing process Turbidity measurement module detects to obtain are opened
The turbidity to begin with the end of;
Data processing module, processing time/turbidity data, obtain turbidity comparison time first derivative or second dervative or
Higher derivative;
Judge module, when the first derivative or second dervative or high-order are led when outside from pre-set threshold value scope, then sentence
Disconnected clean result is abnormal, when when the first derivative or second dervative or higher derivative are when within the scope of pre-set threshold value, then
Judge that clean result is normal.
As a kind of preferable scheme, the pre-set threshold value scope is according to rotating speed, detergent species, wash temperature, clothing
Material, spot type determine.
As shown in figure 5, Fig. 5 is turbidity comparison time curve map, the premise of clothing is put into, turbidity ratio increases sharply, one section
After time, turbidity, which gathers way, to be slowed down, and final turbidity is kept approximately constant.Fig. 6 is the first derivative of turbidity comparison time, can be with
Find out, the increased speed of turbidity becomes big always, and to after certain time, the increased speed of turbidity declines to peaking and rapidly and most
Slowly become the second dervative that 0, Fig. 7 is turbidity comparison time eventually, it can be seen that second dervative early stage is positive number, and the later stage is negative
Number, will be negative rapidly after positive number holding within the specific limits.Pass through the first derivative, second dervative, height of turbidity comparison time
Order derivative can be seen that in washing process, in same rotational speed, identical wash temperature, and under the conditions of identical detergent, for
Identical material, same spot, its turbidity comparison time curve map, the first derivative curve map of turbidity comparison time, second dervative
Curve map, higher derivative curve map have certain rule, and the present inventor is by largely testing discovery, first derivative
Peak value size, the positive negative peak of second dervative, such as when occurring to decolourize or when not washing clean, the peak value of first derivative and second dervative
Peak value is above normal value or less than normal value.
The present invention judges clean result by the derivative of turbidity change curve, for example, working as under a wash conditions, uses
Specific wool fabric detergent washing wool, the first derivative of turbidity in its washing process than rate of change is set as 0.2-
Between 0.3, when turbidity exceedes the threshold values than rate of change, such as there are part-time first derivative values and (and be less than beyond 0.3
0.2 is probably detergent and fabric or spot mismatch), then the pigment being likely to occur in wool fabric be washed into water from
And decolourize.Because the wool fabric mismatches with detergent, the dyestuff for being easier to decolourize, or wool has been used to make
Dyeing goes wrong during work, and so as to be decolourized, dyestuff is attached to particle surface or dye aggregation formation
Grain causes turbidity rise, and the present invention changes the specific information of wool fabric by collecting, and by contrasting its supplier, manufacturer's letter
Breath, new washing methods should be used by drawing the wool clothing of the supplier or manufacturer, such as reduce rotating speed or using more
Gentle washing and dehydrating integrated machine or detergent add color fixing agent.As can be seen that by the turbidity of a large amount of washing process than single order lead
Number or higher derivative analysis washing abnormal conditions, so as to improve clean result, the system, which is particularly suitable for use in, joins laundry, can be big
Width improves laundry effect.
The 3rd washing information collection module also includes manual input module, the information of the manual input module input
Including clothing and corresponding clean result.Such as, after the completion of washing, by manually observing clean result, cortex clothes washing is found
Ineffective, either scans' clothing simultaneously inputs washing abnormal information.
The foregoing is only a preferred embodiment of the present invention, is not intended to limit the scope of the present invention.It is every
The equivalent changes and modifications done according to present invention, it is encompassed by the scope of the claims of the present invention.
Claims (6)
1. a kind of intelligent washing facility based on big data analysis, the washing facility are provided with big data intelligence control system,
The big data intelligence control system includes control centre, communication module, information collection module, washing procedure control module, institute
State information collection module, communication module, washing procedure control module to be connected with control centre, described information collection module includes the
One washing information collection module, the first washing information collection module are used to collect the information before washing;
The washing information that control centre's receive information collection module is collected, and washing information, institute are sent by communication module
State control centre and receive washing procedure data and instruction, and change the data of washing procedure storage module storage according to instruction;
The washing procedure storage module store the first washing information and with the one-to-one washing procedure of the first washing information;
The washing procedure control module receives the first washing information that the first washing information collection module is collected, according to washing journey
The washing procedure control type of detergent of sequence storage module, input amount, water injection rate, scavenging period, wash number, when drying
Between;
Described information collection module also includes the 3rd washing information collection module, and the 3rd washing information collection module is used to receive
Clean result information after collection washing, the 3rd washing information collection module include turbidity judge module, and the turbidity judges
Module receives several turbidity datas that washing process Turbidity measurement module detects to obtain, and judges clean result by turbidity data;
The turbidity judge module includes:
Data reception module, receive washing process Turbidity measurement module detect obtained time/turbidity data and washing start and
At the end of turbidity;
Data processing module, processing time/turbidity data, the first derivative or second dervative or high-order of acquisition turbidity comparison time
Derivative;
Judge module, when the first derivative or second dervative or higher derivative are when outside from pre-set threshold value scope, then judge
Clean result is abnormal, when when the first derivative or second dervative or higher derivative are when within the scope of pre-set threshold value, then sentencing
Disconnected clean result is normal.
A kind of 2. intelligent washing facility based on big data analysis according to claim 1, it is characterised in that described information
Collection module also includes the second washing information collection module, and the second washing information collection module is used to collect washing process
Information.
3. a kind of intelligent washing facility based on big data analysis according to claim 1, it is characterised in that described first
Washing information collection module includes clothing information identification module, locating module, pre- washed gross weight detection module, water quality detection
One or more in module.
4. a kind of intelligent washing facility based on big data analysis according to claim 2, it is characterised in that described second
Washing information collection module includes dosage of scour and type detection module, Turbidity measurement module, washs water detection module, washes
Wash the one or more in water temperature detection module.
5. a kind of intelligent washing facility based on big data analysis according to claim 1, it is characterised in that described first
Washing information collection module also includes several dress materials selection control unit, and the dress material selection control unit is used for artificial selection institute
State the material of dress material.
6. a kind of intelligent washing facility based on big data analysis according to claim 1, it is characterised in that the described 3rd
Washing information collection module also includes manual input module, and the information of the manual input module input includes clothing and corresponding
Clean result.
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CN105862321B (en) * | 2016-05-26 | 2018-04-06 | 北京小米移动软件有限公司 | parameter adjusting method and device |
CN107794698B (en) * | 2016-08-30 | 2020-05-05 | 青岛海尔洗衣机有限公司 | Washing control method of washing machine and washing machine |
CN106702666B (en) * | 2016-12-19 | 2018-10-19 | 珠海格力电器股份有限公司 | Control method and washing facility |
CN109706687A (en) * | 2017-10-25 | 2019-05-03 | 无锡小天鹅股份有限公司 | Device for clothing processing, control method and equipment for the device for clothing processing |
CN110042615A (en) * | 2018-01-15 | 2019-07-23 | 青岛海尔滚筒洗衣机有限公司 | Clothes washing control method and clothes treatment device |
CN110318207A (en) * | 2018-03-29 | 2019-10-11 | 青岛海尔洗衣机有限公司 | Method, system and washing machine based on water quality survey washing procedure |
CN108796990A (en) * | 2018-06-29 | 2018-11-13 | 无锡和晶科技股份有限公司 | A kind of washing machine prevents the control method of clothes dyeing |
CN109629184A (en) * | 2018-12-10 | 2019-04-16 | 珠海格力电器股份有限公司 | The control method and control device of washing machine detergent dosage |
CN112914453A (en) * | 2021-01-18 | 2021-06-08 | 河北工业职业技术学院 | Mop cleaning control system and mop cleaning equipment |
CN114000307B (en) * | 2021-12-06 | 2023-06-27 | 四川虹美智能科技有限公司 | Intelligent washing machine control method based on materials |
CN114150473B (en) * | 2021-12-06 | 2023-09-29 | 四川虹美智能科技有限公司 | Intelligent washing machine control device based on driving parameters |
CN114000315B (en) * | 2021-12-06 | 2023-10-03 | 四川虹美智能科技有限公司 | Intelligent washing machine control device based on materials |
CN114000306B (en) * | 2021-12-06 | 2023-09-29 | 四川虹美智能科技有限公司 | Intelligent washing machine control method based on driving parameters |
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CN1963002A (en) * | 2005-11-08 | 2007-05-16 | 乐金电子(天津)电器有限公司 | Drying machine communicating with washing machine and its control method |
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EP2182105B1 (en) * | 2008-11-04 | 2014-05-07 | Electrolux Home Products Corporation N.V. | Turbidity sensor |
CN104035423A (en) * | 2014-06-23 | 2014-09-10 | 东华大学 | Washing machine intelligent control system based on big data and e-commerce platform |
CN205443674U (en) * | 2016-02-18 | 2016-08-10 | 上海彭港实业发展有限公司 | Intelligence equipment for washing based on big data analysis |
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