CN109885010A - The health combined based on multi-Agent and Internet of Things sees maintaining method, device and storage medium - Google Patents
The health combined based on multi-Agent and Internet of Things sees maintaining method, device and storage medium Download PDFInfo
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- CN109885010A CN109885010A CN201910214243.8A CN201910214243A CN109885010A CN 109885010 A CN109885010 A CN 109885010A CN 201910214243 A CN201910214243 A CN 201910214243A CN 109885010 A CN109885010 A CN 109885010A
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Abstract
The present invention is disclosed a kind of health combined based on multi-Agent and Internet of Things and sees maintaining method, it constructs multilayer and nurses platform model, setting data Agent synchronous with help signal processing Agent, guardian's physical trait data, guardian's state analysis Agent, guardian's state processing Agent；Carry out data acquisition, data and help signal processing Agent by the data encapsulated delivery of acquisition into server, getting gives guardian's physical trait data synchronous Agent data after data, decoding is completed, is stored into file, storage and is put in storage after verifying into User Information Database, integration processing is carried out to data again, forms data sheet, help information；Data sheet is transmitted to guardian state analysis Agent, physical condition report is generated by analysis；Physical condition report and suggestion are transferred to guardian state processing Agent, comparison processing information case backup library is found and most preferably sees maintaining method.
Description
Technical field
The present invention relates to field of computer technology more particularly to a kind of health combined based on multi-Agent and Internet of Things to see
Maintaining method, device and storage medium.
Background technique
With the arriving in aging of population epoch, the quantity of Empty nest elderly is also increased, and old man's body immunity is low,
Self sick adjustment capability is not strong, looks after if lacking nurse at any time again, it is easy to dangerous or even threat to life occur.China
The speed of aging is just increasingly accelerated, and consequent be the elderly health care and in terms of demand also can be fast
Speed increases, and thus all brings a huge challenge to hygiene medical treatment resource and Service Source.And real time health monitoring to
Effectively generation this angle of prevention and the control burst state of an illness is set out, and proposes new thinking to solve challenge.
Technology of Internet of things is the key component that monitor system is realized, it is close that Internet of Things, which can be understood as the expansion of internet,
The new technique of the interdisciplinary fields and mixing together newly risen for several years.Internet of things system structure has generally believed three-layered node
Structure, sensing layer: the information of complete perception detection object.Transport layer: reliable delivery, by multiple network, terminal device, gateway into
The real-time dynamic effectively transmission of row data.Application layer: by the technologies such as exclusive data processing system, cloud computing to data at
Reason and analysis, then and dedicated system software (such as mobile terminal and operating software) combination, complete presentation of the data to user
And human-computer interaction embodies the functions such as feedback.
Health nurse platform based on technology of Internet of things is an entirety, it passes through embedded technology, the communication technology, calculating
Machine technology and technology of Internet of things give children under guardianship group to provide real time monitoring service, based on being communicated by computer and networks, for
Medical diagnosis standard technique carries out acquisition, transmission, storage, processing, analysis, inquiry and the display of remote information.
Current research main both at home and abroad includes: the family nursing system that the fair and clear professor of Tsinghua University develops.It should
System is made of domestic monitoring device and hospital's console, and intelligence control system is set in monitor, can be with real time remote remote metering
Electrocardiogram and ambulatory blood pressure are recorded, real-time analysis of cases can be carried out to electrocardiogram, it, can be with when guardianship heart rate occurs abnormal
Hospital's console is sent by electrocardiogram automatically by telephone wire to analyze.IDEA-Tel (the diabetes of Columbia University
Education and tele-medicine informatics) project in 2000 in rural area and a set of disease control system of urban service shortcoming regional development
System.Patient obtains domestic remote medical unit by using the system, to promote blood glucose to download and video conference.(the Europe M2DM
Continent manage diabetes multiple access services) project by multiple access services develop tele-medicine in 24 hours support system.CASIS is one
Event driven service-oriented multi-agent system, target are to provide the doctor of context-aware for the elderly in intelligent space
Treat health care service.CASIS system allows remote nursing personnel, such as related kinsfolk and medical service provider, whenever and wherever possible
Pay close attention to the physical and mental health with eldercare.
Using these existing health nurse platforms, there are some limitations.Firstly, many platforms serve primarily in hospital, only
A kind of health disease service is paid close attention to, cannot the potential various causes of disease be made with anticipation, poor expandability, and it is not to be noted different
The otherness of the elderly's physical trait.Need healthcare givers is artificial to supervise, the cost needed is excessively high, may not apply to absolutely
The daily life of most of old men, so the sensor device new based on Internet of Things, new network technology use conscious generation
Reason or reaction are acted on behalf of to substitute the health nurse platform artificially guarded and become research hotspot.
Summary of the invention
The present invention is directed at least solve the technical problems existing in the prior art, for this purpose, applicant is made that improvement to this,
Wireless network and wearable sensors equipment based on Internet of Things have can easily and non-invasively continue to monitor health status
Advantage, and interacted in real time with different sensors/equipment in environment in conjunction with multi-Agent technology, it is pressed instead of artificial
When observe children under guardianship's physical characteristic information, and by SMS, e-mail system and MMS mobile technology are integrated warning system, are had
Consciousness is acted on behalf of to handle the state characteristic and local environment data of children under guardianship, the healthy shape of analysis and prediction old man
Condition takes action to bursty state, such as sends alarm to associated care personnel or provide report to nursing staff or old man family members
It accuses or suggests, and the real-time positioning of the children under guardianship provided using global positioning system/radio frequency identification (GPS/RFID) technology.
The invention discloses a kind of health based on Internet of Things in conjunction with multi-Agent technology to see maintaining method, including following step
It is rapid:
S1, building nurse platform model, including sensing layer, transport layer and application layer based on Internet of Things and multi-Agent；
S2, setting data Agent synchronous with help signal processing Agent, guardian's physical trait data, guardian's state
Analyze Agent, guardian's state processing Agent；
S3, data acquisition is carried out by the sensing layer, the data and help signal processing Agent seal the data of acquisition
Dress is transferred in server, and server gives data to guardian's physical trait number after getting data from the transport layer
According to synchronous Agent, complete decoding, store into file, storage and after verifying storage into User Information Database, then to data into
Row integration processing forms data sheet, the information such as seek help；
S4, the data sheet is transmitted to guardian's state analysis Agent, to divide the data sheet
Analysis generates physical condition report and suggests；
S5, physical condition report and suggestion are transferred to guardian's state processing Agent, comparison processing information
Case backup library is found and most preferably sees maintaining method.
Further, in step S1, the sensing layer be used for acquire Human Physiology information data and geographical location positioning,
The acquisition of image；The transport layer plays the role of wireless coupling for connecting bottom sensing layer equipment and application layer services device；
The application layer by with storage capacity database server and top layer application layer formed using user, for being mentioned for guardian
For direct manipulable controllable interface.
Further, the sensing layer includes multiple acquisition sensors and sensing layer software program, and the sensing layer is soft
Part program is called each modular program by main program, each modular program include sensor data acquisition modular program and
GPS positioning data acquisition module program, the sensor data acquisition modular program are used for the acquisition of sensor information, and analyze
The monitoring data close to physiological parameter is got, the GPS positioning data acquisition module program is for acquiring user's GPS positioning letter
Breath, obtains the true GPS positioning data of user.
Further, in step S2, multiple Agent are designed to negotiation agent or reaction generation according to its position and responsibility
Reason, wherein the data are arranged to react agency with help signal processing Agent, are responsible for monitoring and collect monitored person's
Sensing data, help signal monitor environmental services and check the state of the equipment for the system that is connected to；The monitoring human body is special
The synchronous Agent of sign data is arranged to reaction agency, is responsible for the physical trait data of encapsulation old man, activity data deposits data
It stores up in guardian's table, is increased, deleted and updated operation；Guardian's state analysis Agent is arranged to negotiate generation
Reason can be supervised according to the preference and knowledge obtained in previous experience and to the family members of Related Nursing personnel and children under guardianship offer
It protects the physical condition report of people and suggests, select best nurse scheme with research through discussion；Guardian's state processing
Agent is arranged to negotiation agent, be responsible for modeling and to based on pre-treatment case relevant information, analyzed, at recommendation
Reason scheme, if there is multiple processing schemes can use, then agent selection preferred plan.
Multi-Agent concurrent working, each Agent actively guide each work station to promote work according to workflow and schedule
Make, accepts and evaluate the report and centralized management Various types of data of each work station job progress, pass through between each Agent
Agent agreement language ACL (Agent Communication Language) carries out multi-Agent data sharing and data are handed over
It changes.
The present invention further discloses a kind of electronic devices characterized by comprising
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to see maintaining method via the execution executable instruction to execute above-mentioned health.
A kind of further computer readable storage medium of the present invention, is stored thereon with computer program, which is characterized in that institute
It states and realizes that above-mentioned health sees maintaining method when computer program is executed by processor.
Detailed description of the invention
From following description with reference to the accompanying drawings it will be further appreciated that the present invention.Component in figure is not drawn necessarily to scale,
But it focuses on and shows in the principle of embodiment.In the figure in different views, identical appended drawing reference is specified to be corresponded to
Part.
Fig. 1 is the functional block diagram that the Agent in one embodiment of the invention has；
Fig. 2 is that the Agent in one embodiment of the invention is based on classification agent and context aware combined structure figure；
Fig. 3 is to nurse platform model figure based on multi-Agent in one embodiment of the invention；
Fig. 4 is that the present invention is based on Internet of Things, and the health in conjunction with multi-Agent technology sees the flow chart of maintaining method.
Specific embodiment
Embodiment one
Children under guardianship's physical trait data that Internet of Things is collected into are analyzed and handled by multi-Agent technology.
The concept of Agent is from distributed artificial intelligence (Distributed Artificial Intelligent), and definition is such as
Under: Agent is the entity being present in a certain environment, can perceive environment, receives the message from environment, and is made anti-
It answers, and then environment can be reacted on.In terms of end user's angle, Agent is the agency and assistant of user, represents and help is used
Realize that it is intended to, completes certain tasks in family.In terms of system perspective, as an abstract entity, way of realization can be soft Agent
Part is also possible to hardware.
The application that Internet of Things can be improved using multi-Agent technology according to receiving and searches the desired relevant information of user,
Who is capable of providing its information needed to proactive notification user, or proactive notification informant whose letter for needing it can be provided at present
Breath.Such as: when Agent, which receives custodial person, the physical trait caught a cold occurs, the nurse that can search for suitable custodial person is arranged
It imposes and caregiver, and recommends custodial person and its family members.
The thought that concurrent engineering is realized using multi-Agent technology, actively guides each work station according to workflow and progress
Plan promotes work, accepts and evaluate the report of each work station job progress, and centralized management Various types of data.
1) the advantages of Agent:
Independence (autonomy): Agent exclusive resource (data) and behaviour control mechanism (treatment process), Ke Yi
It is operated in the case where nobody or other Agent direct interventions.It is right and according to its internal state and the environmental information perceived
Factum and internal state have certain control ability.
Sociability (sociability): can be exchanged by certain between Agent and Agent and Agent and people language come
It interacts, with the ability coordinated and cooperated.
Reactive (reactivity):: Agent can observe the environment of its locating surrounding, which can be physics generation
Boundary, graphics world, a series of other Agent Internet etc., and making a response within a certain period of time, to change locating ring
Border.
Initiative (pro-activity): Agent can not only make a response to environment, and can receive certain prompts
Information, action of taking the initiative, embodies object-oriented behavior.
Intelligence (intelligence): Agent has a degree of intelligence, can complete to include that self study etc. is arrived in reasoning
A series of intelligent behavior.
Communicativeness (Communicability): between Agents, Agent with people can exchange information.
2) communication mechanism between Agent:
When multiple Agent form Multi-Agent system, there have been be in communication with each other and coordination problem between Agent.
What the communication between Agent was transmitted cannot be only character stream or binary number stream, because Agent is that have certain intelligence and oneself
The entity of main property, the communication between them more should be stated in stratum of intellectual, understood and be exchanged.Therefore Agent communicates language
Speech ACL (Agent Communication Language) just comes into being, it is to carry out knowledge sharing between Agent and know
Know the agreement language of exchange and the important component of Multi-Agent system.
The functional module that Agent has is segmented into 3 groups: expression module, communication module and other application modules.Such as figure
Shown in 1.
The Agent that the present invention uses is based on classification agent and combines with context aware, as shown in Fig. 2, agency is according to its position
It sets and is designed to negotiation agent or reaction agency with responsibility.Data are arranged to react agency with help signal processing Agent, bear
Duty monitoring and the sensing data for collecting monitored person, help signal monitor environmental services and check the equipment for being connected to system
State.The synchronous Agent of guardian's physical trait data is also reaction agency, it is responsible for encapsulating the physical trait data of old man,
Activity data stores data into guardian's table, is increased, deleted and updated operation.Guardian state analysis Agent,
It is set as negotiation agent, it can be according to the preference and knowledge obtained in previous experience and to Related Nursing personnel and children under guardianship
Family members the physical condition report of children under guardianship is provided and is suggested, best nurse scheme is selected with research through discussion.Guardian
State processing Agent is set as handling through consultation, it be responsible for modeling and to based on pre-treatment case relevant information, divided
Analysis, recommendation process scheme, if there is multiple processing schemes can use, then preferred plan can be selected by acting on behalf of.Each agency has
There are specific role, function and feature.This provides the flexibility for merging and newly acting on behalf of for framework, passes through friendship between each Agent
Mutual mechanism intelligently adapts to the variation of children under guardianship's physical condition and the variation of local environment.
In the present embodiment, it is started to work first by the one-chip computer module in acquisition unit, carries out sensor data acquisition,
GSM/GPRS module is activated, is then encapsulated data and is transferred in server by data and help signal processing Agent.Server
Give guardian's physical trait data synchronous Agent the data after getting data from transport layer, complete decoding, store it is written
Storage carries out integration processing into User Information Database, then to data after part, storage and verification, forms data sheet, seeks help
Etc. information.Data sheet is transmitted to guardian state analysis Agent again, to analyze data sheet, generates physical condition
Report and suggestion are transferred to guardian state processing Agent, comparison processing information case backup library, and searching most preferably sees maintaining method,
It is as shown in Figure 3 based on multi-Agent nurse platform model.
Sensing layer: multiple acquisition sensors are each responsible for the positioning of acquisition Human Physiology information data and geographical location, figure
The acquisition etc. of picture, sensing layer software is used to obtain sensing data and data are uploaded and sent.Sensing layer software program is by leading
Program calls each modular program, and main program is MCU primary control program, each modular program includes sensor data acquisition module journey
Sequence, GPS positioning data acquisition module program etc..Sensor data acquisition modular program is mainly used for the acquisition of sensor information,
By the operation and processing of science, analysis gets the monitoring data close to physiological parameter；
GPS positioning data acquisition routines main users acquisition GPS positioning information is obtained by the calculating and processing of client
Obtain the true GPS positioning data of user；
Transport layer: being responsible for connection bottom sensing layer equipment and application layer services device, plays the role of wireless coupling, and bottom passes
The physiologic information data and application layer services device transmission control information of sensor equipment acquisition all wirelessly pass to
Interner is to base station, then by the gsm wireless to mobile device of base station.
Monitoring data normalized is used in transport layer software design, simplifies the capacity of transmission data, increases data and passes
Defeated speed and data precision, while saving the cost of data traffic.
Application layer: by with storage capacity database server and top layer application layer formed using user.Application program
And client is provided for guardian and directly may be used directly facing guardian (such as: medical staff, the users such as children under guardianship family members)
With the controllable interface of operation.Guardian operates handhold mobile terminal equipment or PC machine, realizes data by connection server actually
Transmitting, top level application program and mobile terminal establish interface function when communication, after the completion of interface is established upper level applications and
Mobile terminal then functions such as storage, processing, analysis, forwarding and Web service of further progress data, for example, can check by
The operations such as real time data, the inquiry of historical data of guardian include acquisition data, send data, transmission data, receive data, enter
The processes such as library data, processing data, analysis data.
Embodiment two
As shown in figure 4, present embodiments providing a kind of healthy nurse side based on Internet of Things in conjunction with multi-Agent technology
Method, comprising the following steps: building nurses platform model, including sensing layer, transport layer and application based on Internet of Things and multi-Agent
Layer；Data Agent synchronous with help signal processing Agent, guardian's physical trait data, guardian's state analysis are set
Agent, guardian's state processing Agent；Data acquisition is carried out by the sensing layer, the data and help signal are handled
Agent by the data encapsulated delivery of acquisition into server, give data after getting data from the transport layer by server
The synchronous Agent of guardian's physical trait data completes decoding, stores into file, storage and storage is believed to user after verifying
It ceases in database, then integration processing is carried out to data, the information such as form data sheet, seek help；The data sheet is transmitted to institute
Guardian state analysis Agent is stated, to analyze the data sheet, physical condition report is generated and suggests；It will be described
Physical condition report is transferred to guardian's state processing Agent with suggestion, and comparison processing information case backup library is found most
It is good to see maintaining method.
The sensing layer is used to acquire the acquisition of the positioning of Human Physiology information data and geographical location, image；The biography
Defeated layer plays the role of wireless coupling for connecting bottom sensing layer equipment and application layer services device；The application layer is by having
The database server and top layer application layer of storage capacity are formed using user, directly manipulable for providing for guardian
Controllable interface.
The sensing layer includes multiple acquisition sensors and sensing layer software program, and the sensing layer software program is by leading
Program calls each modular program, and each modular program includes sensor data acquisition modular program and GPS positioning data
Acquisition module program, the sensor data acquisition modular program be used for sensor information acquisition, and analyze get close to
The monitoring data of physiological parameter, the GPS positioning data acquisition module program are obtained and are used for acquiring user's GPS positioning information
The true GPS positioning data at family.
Multiple Agent according to its position and responsibility be designed to negotiation agent or reaction act on behalf of, wherein the data with ask
It helps signal processing Agent to be arranged to reaction agency, be responsible for monitoring and collect the sensing data of monitored person, help signal,
Monitoring environmental services and inspection are connected to the state of the equipment of system；The synchronous Agent of guardian's physical trait data is set
It is set to reaction agency, is responsible for the physical trait data of encapsulation old man, activity data stores data into guardian's table, carries out
Increase, delete and update operation；Guardian's state analysis Agent is arranged to negotiation agent, can be according to previous experience
The preference and knowledge of middle acquisition simultaneously provide the physical condition report of children under guardianship to the family members of Related Nursing personnel and children under guardianship
With suggestion, best nurse scheme is selected with research through discussion；Guardian's state processing Agent is arranged to negotiate generation
Reason, be responsible for modeling and to based on pre-treatment case relevant information, analyzed, recommendation process scheme, if there is multiple places
Reason scheme can use, then agent selection preferred plan.
Multi-Agent concurrent working, each Agent actively guide each work station to promote work according to workflow and schedule
Make, accepts and evaluate the report and centralized management Various types of data of each work station job progress, pass through between each Agent
Agent agreement language ACL (Agent Communication Language) carries out multi-Agent data sharing and data are handed over
It changes.
It should also be noted that, the terms "include", "comprise" or its any other variant are intended to nonexcludability
It include so that the process, method, commodity or the equipment that include a series of elements not only include those elements, but also to wrap
Include other elements that are not explicitly listed, or further include for this process, method, commodity or equipment intrinsic want
Element.In the absence of more restrictions, the element limited by sentence "including a ...", it is not excluded that including described want
There is also other identical elements in the process, method of element, commodity or equipment.
It will be understood by those skilled in the art that embodiments herein can provide as method, system or computer program product.
Therefore, complete hardware embodiment, complete software embodiment or embodiment combining software and hardware aspects can be used in the application
Form.It is deposited moreover, the application can be used to can be used in the computer that one or more wherein includes computer usable program code
The shape for the computer program product implemented on storage media (including but not limited to magnetic disk storage, CD-ROM, optical memory etc.)
Formula.
Although describing the present invention by reference to various embodiments above, but it is to be understood that of the invention not departing from
In the case where range, many changes and modifications can be carried out.Therefore, be intended to foregoing detailed description be considered as it is illustrative and
It is unrestricted, and it is to be understood that following following claims (including all equivalents) is intended to limit spirit and model of the invention
It encloses.The above embodiment is interpreted as being merely to illustrate the present invention rather than limit the scope of the invention.It is reading
After the content of record of the invention, technical staff can be made various changes or modifications the present invention, these equivalence changes and
Modification equally falls into the scope of the claims in the present invention.
Claims (7)
1. a kind of health combined based on multi-Agent and Internet of Things sees maintaining method, which comprises the following steps:
S1, building nurse platform model, including sensing layer, transport layer and application layer based on multi-Agent and Internet of Things；
S2, setting data Agent synchronous with help signal processing Agent, guardian's physical trait data, guardian's state analysis
Agent, guardian's state processing Agent；
S3, data acquisition is carried out by the sensing layer, the data of acquisition are encapsulated and passed by the data and help signal processing Agent
It is defeated into server, it is same that server gives data to guardian's physical trait data after getting data from the transport layer
Agent is walked, decoding is completed, stores at storage after file, storage and verification into User Information Database, then data are carried out whole
Conjunction processing, forms data sheet and help information；
S4, the data sheet is transmitted to guardian's state analysis Agent, it is raw to analyze the data sheet
It reports and suggests at physical condition；
S5, physical condition report and suggestion are transferred to guardian's state processing Agent, comparison processing information case
Backup library is found and most preferably sees maintaining method.
2. the health based on Internet of Things in conjunction with multi-Agent technology sees maintaining method as described in claim 1, which is characterized in that
The step S1 further comprises that the sensing layer is used to acquire positioning, the image of Human Physiology information data and geographical location
Acquisition；The transport layer plays the role of wireless coupling for connecting bottom sensing layer equipment and application layer services device；It is described
Application layer by with storage capacity database server and top layer application layer formed using user, for being provided directly for guardian
Connect manipulable controllable interface.
3. the health based on Internet of Things in conjunction with multi-Agent technology sees maintaining method as claimed in claim 2, which is characterized in that
The sensing layer includes multiple acquisition sensors and sensing layer software program, and the sensing layer software program is adjusted by main program
With each modular program, each modular program includes sensor data acquisition modular program and GPS positioning data acquisition module
Program, the sensor data acquisition modular program is used for the acquisition of sensor information, and analyzes and get close to physiological parameter
Monitoring data, the GPS positioning data acquisition module program obtains the true of user for acquiring user's GPS positioning information
GPS positioning data.
4. the health based on Internet of Things in conjunction with multi-Agent technology sees maintaining method as claimed in claim 3, which is characterized in that
The step S2 further comprises that multiple Agent are designed to negotiation agent according to its position and responsibility or reaction is acted on behalf of,
In, the data are arranged to react agency with help signal processing Agent, are responsible for monitoring and collect the sensor of monitored person
Data, help signal monitor environmental services and check the state of the equipment for the system that is connected to；Guardian's physical trait data
Synchronous Agent is arranged to reaction agency, is responsible for the physical trait data of encapsulation old man, and activity data stores data into prison
It protects in people's table, is increased, deleted and updated operation；Guardian's state analysis Agent is arranged to negotiation agent, can
There is provided children under guardianship's according to the preference and knowledge obtained in previous experience and to the family members of Related Nursing personnel and children under guardianship
Physical condition report and suggestion select best nurse scheme with research through discussion；Guardian's state processing Agent is set
Be set to negotiation agent, be responsible for modeling and to based on pre-treatment case relevant information, analyzed, recommendation process scheme, such as
Fruit has multiple processing schemes that can use, then agent selection preferred plan.
5. the health based on Internet of Things in conjunction with multi-Agent technology sees maintaining method as claimed in claim 4, which is characterized in that
Multi-Agent concurrent working, each Agent actively guide each work station to promote work according to workflow and schedule, accept simultaneously
The report and centralized management Various types of data of each work station job progress are evaluated, passes through Agent agreement between each Agent
Language ACL (Agent Communication Language) carries out multi-Agent data sharing and data exchange.
6. a kind of electronic device characterized by comprising
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to require 1-5 described in any item via executing the executable instruction and carry out perform claim
Health sees maintaining method.
7. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program quilt
Realize that the described in any item health of claim 1-5 see maintaining method when processor executes.
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| CN110262277A (en) * | 2019-07-30 | 2019-09-20 | 珠海格力电器股份有限公司 | The control method and device of smart home device, smart home device |
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