CN209086697U - Artificial intelligence domestic environment management system based on big data - Google Patents

Artificial intelligence domestic environment management system based on big data Download PDF

Info

Publication number
CN209086697U
CN209086697U CN201821392386.5U CN201821392386U CN209086697U CN 209086697 U CN209086697 U CN 209086697U CN 201821392386 U CN201821392386 U CN 201821392386U CN 209086697 U CN209086697 U CN 209086697U
Authority
CN
China
Prior art keywords
domestic environment
terminal
user
artificial intelligence
data
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN201821392386.5U
Other languages
Chinese (zh)
Inventor
Juncheng Quan
全俊成
Jun Zheng
郑军
Ning Xie
谢宁
Kailiang Pu
浦凯亮
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Shanghai Shangsheng Intelligent Technology Co., Ltd.
Original Assignee
Shanghai Shang Sheng Intelligent Technology Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Shanghai Shang Sheng Intelligent Technology Co Ltd filed Critical Shanghai Shang Sheng Intelligent Technology Co Ltd
Priority to CN201821392386.5U priority Critical patent/CN209086697U/en
Application granted granted Critical
Publication of CN209086697U publication Critical patent/CN209086697U/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Abstract

The artificial intelligence domestic environment management system based on big data that the utility model discloses a kind of, by identification system, intelligent integrated communication system, sensing system, domestic environment terminal system, artificial intelligence operation management system and cloud central processing unit composition, after the identification system identification inhabitation people information, the data analysis layer inhabitation people environmental data that sensing system is collected being uploaded to by intelligent integrated communication system in artificial intelligence operation management system, to establish exclusive " temperature-humidity " model of inhabitation people in the model layer in artificial intelligence operation management system, using a kind of artificial intelligence domestic environment system based on big data disclosed by the utility model, improve comfort level when user lives;The air quality safety for ensuring house space, can greatly save the energy expenditure in domestic environment equipment use process.

Description

Artificial intelligence domestic environment management system based on big data
Technical field
The utility model relates to a kind of artificial intelligence domestic environment systems, in particular to a kind of based on the artificial of big data Smart home environment management system.
Background technique
Smart home develops since the U.S. in the 1980s, it is to utilize comprehensive wiring using house as platform Technology, network communication technology, security precautions technology, automatic control technology, Audiotechnica integrate the related facility of home life, The management system of efficient housing facilities Yu family's schedule things is constructed, house security, convenience, comfort, art are promoted Property, and realize the living environment of environmental protection and energy saving.In recent years, with the rapid development of network communication technology and technology of Internet of things, intelligence Household can be changed and obtained quick development, but intelligent residence is more wide in range, including domestic environment management, security protection pipeline, joy Major systems such as happy relationship, light management, energy management, domestic water management, it is related that these systems have different producers to provide Equipment and control, operate relatively complicated.Domestic environment management system is most basic one of people's life living space A system, it includes temperature, humidity and air quality, it not only decides the comfort level of living environment, has an effect on inhabitation people Health, the equipment of domestic environment system mainly includes refrigerating and heating systems, fresh air system and except haze dust pelletizing system, at present Technology there is drawback: 1) refrigerating and heating systems, fresh air system and the equipment except haze dust pelletizing system are provided by different manufacturers, Although these producers are all proposed terminal and long-range APP control accordingly, respective system require a controlling terminal into Row operation, uses relatively complicated, and living space needs to install controlling terminal or mobile terminal one by one and needs to install not homology The APP of system, user need that the time is spent to regulate and control each branch system, and user experience is excessively poor;2) traditional equipment manufacturer More focus on the promotion of equipment performance, and ignore the user experience of control terminal, this has resulted in user and has needed to pacify in living space Corresponding controlling terminal is filled, although mobile terminal APP is rapidly developed in recent years, the APP of these mobile terminals is mostly The service that integration of equipments quotient provides, and these movement end control systems are mostly because that can not obtain the corresponding equipment source code of device manufacturer And it is only capable of pass hull closure terminal, and occur that terminal is closed accordingly and device Host is also being run, it is according to incompletely statistics, integrated at present The intelligent residence of control or long-range APP control intelligent residence cannot achieve to the control of device Host account for about 85% with On, the consequence that device Host can not close is exactly only to close the operation of device end, and device Host is especially as refrigerated medium The host of hot systems still works normally and the circular flow in blower main pipeline, causes great energy waste.
Chinese patent publication No. CN205318121U discloses a kind of artificial intelligence house system comprising environmental monitoring mould Block is that network information module connect with Internet network and remotely led to control by computer by Internet network first Machine 1 is controlled, and network information module includes bluetooth port, the port WiFi and mobile communication port, mobile phone, PAD and electricity Brain can be connect with control host by bluetooth port, the port WiFi and mobile communication port and carry out home equipment and device Control, mobile communication port connect with GSM communication network with the APP of control home equipment and device on smart phone, User can send a command to control host by APP, the control of home equipment and device be carried out by host, in addition also Text region chip is connect with control host, and Text region chip can be used for identifying the character message information that mobile phone is sent, from And the control of home equipment and device is carried out by control host according to literal order.Although the patent name is " artificial intelligence Energy house system ", but it is the long-range control being accomplished that smart home, that is, is accomplished that the symmetrical of point-to-point information, and Can not artificial intelligence technology to the human-computer interaction of smart home and analysis, thinking and the decision of artificial intelligence, and such as aforementioned institute It says, and the unresolved long-range control to each integrated equipment host.
Chinese patent publication No. CN103604198A discloses Intelligent air conditioner control system, it by intelligent control box respectively with Indoor unit and outdoor unit connection, indoor unit detect indoor environment parameters for transmission to intelligent control box, outdoor unit sensing chamber outer ring Border parameters for transmission is to intelligent control box;What the indoor environment parameter and outdoor unit of intelligent control box reception indoor unit transmission were transmitted Outdoor Air Parameters carry out the configuration of optimal case according to running Optimization criterion and human comfort's type criterion, adjust control Whole system configures the operation of indoor unit and outdoor unit.The program is only capable of carrying out air-conditioning system manual intelligent control, and family Habitat environment system includes refrigerating and heating systems, fresh air system and removes haze dust pelletizing system, and the program does not solve house fundamentally The manual intelligent of habitat environment controls.
Chinese patent publication No. CN105867158A disclose intelligent home furnishing control method based on artificial intelligence, device and System determines the current status information of user first according to the location information and temporal information of the mobile terminal of acquisition;Then Obtain the environmental parameter of smart home corresponding with the user;It is determining again to join with the current status information of the user and environment The corresponding control strategy of number;Determining control strategy is finally sent to smart home corresponding with the user, so that described Smart home adjusts working condition according to the control strategy.Hereby it is achieved that according to the position of user, time and smart home Environment, control the working condition of smart home, so that the control of smart home is more acurrate, be more able to satisfy user's needs, and control Process processed is manually operated without user, alleviates user's operation, improves efficiency and user experience.This method is obtaining user's shifting After the location information of moved end, the control strategy to smart home environment is determined according to customer position information and environmental parameter, however It wants mobile device to keep running background by GPS positioning module, wifi module and/or cellular mobile network, increases mobile device Power consumption, also, the positioning such as GPS can deviate, and lead to the user information obtained inaccuracy.Just with it is described in specification " user may correspond to multiple smart homes, for example, there are two residence or the corresponding smart homes of a user by user Including dwellings and office, at this point, as same user can not appear in different intelligent household simultaneously where environment in, from And when obtaining the environmental parameter of smart home corresponding to the user, it can also be determined corresponding according to the status information of user The environmental parameter of smart home.", and environmental unit either cooling in summer or winter heating, ideal shape is reached from operation The comfortable environment temperature of state needs the time, and the certain artificial intelligence in residence that user lives is determined according to the positioning of user, but It is that environment can usually occur when user is to family a home from home ideally, environment temperature after getting home such as summer is not achieved High, humidity height, PM2.5 high, temperature is low after winter gets home, humidity is low, PM2.5 high.Although the program uses artificial intelligence Method controls domestic environment, but is not able to satisfy user to the comfortable and healthy primary demand of domestic environment.
In view of the above problems, the utility model discloses a kind of artificial intelligence domestic environment management system based on big data System has technical characteristic as described below, existing to solve the problems, such as.
Utility model content
The main purpose of the utility model provides a kind of based on big data aiming at the problem present on and limitation Artificial intelligence domestic environment management system.
To achieve the goals above, the artificial intelligence domestic environment management based on big data that the utility model discloses a kind of System is run by identification system, intelligent integrated communication system, sensing system, domestic environment terminal system, artificial intelligence Management system and cloud central processing unit composition, after the identification system identifies inhabitation people information, by sensing system The inhabitation people environmental data of collection is uploaded to the data in artificial intelligence operation management system point by intelligent integrated communication system Layer is analysed, to establish exclusive " temperature-humidity " model of inhabitation people, institute in the model layer in artificial intelligence operation management system The analysis conclusion of data analysis layer is imported in the central processing unit of cloud carry out deeply in real time by the artificial intelligence operation management system stated Degree study upgrading, and family is assigned to domestic environment terminal system by artificial intelligence operation management system from cloud central processing unit Habitat environment " temperature-humidity " and air quality management operation reserve.
The above-mentioned artificial intelligence domestic environment management system based on big data, in which: the inhabitation people information includes occupying The firmly identity of people and the rule of life of inhabitation people, the identification system are set using biometric apparatus or mobile communication Standby, the identification system binds mobile communication number after acquiring the biological data of each inhabitation people and corresponding each inhabitation people occupies Solitary space firmly, the biometric apparatus are distributed in gate inhibition end and each living space end, the biology at the gate inhibition end Fingerprint identification device, face recognition device, iris identification equipment, application on voiceprint recognition equipment, the gate inhibition can be used in identification equipment The biometric apparatus at end can also be used in household safety-protection, and the identification system at each living space end uses human body infrared Sensing identification equipment, inhabitation people stops or leaves the identification system at each living space end for identification, described The mobile communication equipment of identification system uses with cellular mobile network and includes GPS positioning module or Beidou positioning module Mobile device or wearable device.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the intelligent integrated communication system System is made of intelligent integrated control device and network communicating system, and the intelligent integrated control device executes sensing system number According to upload, cloud central processing unit to domestic environment terminal system assign operation reserve order, the network communicating system For the communication between identification system, sensing system and domestic environment terminal and cloud central processing unit, the net Cable communicating technology or wireless communication technique can be used in network communication system, and the wireless communication technique can be used more mature Wireless local area network technology, mobile communication technology, bluetooth technology with low power consumption or ZigBee technology, the identification system pass Communication between sensor system and domestic environment terminal system uses wireless communication technique, the intelligent integrated communication system with Communication between the central processing unit of cloud is parallel using cable communicating technology and wireless communication technique.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the sensing system to Real-time collecting environmental data, the environmental data include temperature, humidity, PM2.5, concentration of formaldehyde, CO2Concentration, the biography Sensor system includes temperature sensor, humidity sensor, dust particles sensor, concentration of formaldehyde sensor and CO2Concentration sensing Device, each sensor in the sensing system can be integrated by sensor combinations formulas more than any two or by each sensors Central combination is integrated to be formed.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the domestic environment terminal system System is made of domestic environment terminal device system and domestic environment terminal control system, the domestic environment terminal device system Including refrigeration/heating terminal system, central dust suction terminal system, fresh air except haze dehumidifying terminal system composition.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the refrigeration/heating terminal system System is according to the replacement in season and the demand of user provides refrigeration and heating, the refrigeration/heating terminal system can be used air-cooled Heat pump refrigerating/heating all-in-one machine, earth source heat pump refrigeration/heating all-in-one machine, central air-conditioning refrigeration and low-temperature hot water floor radiant are adopted Heating system combination, central air-conditioning refrigeration and electricity floor heating system in combination, the air-cooled heat pump refrigeration/heating all-in-one machine and ground source heat Pump refrigeration/heating all-in-one machine realizes refrigeration by being mounted on the fan coil offer refrigerant in each home environment room, described Air-cooled heat pump refrigeration/heating all-in-one machine and earth source heat pump refrigeration/heating all-in-one machine are pre-buried by each home environment room by hot water The grounding heat coil tube of low-temperature hot water floor radiation heating realize heating, the central air-conditioning refrigeration is by being mounted on each residence The fan coil of family's ambient room provides refrigerant to realize refrigeration, and the low-temperature hot water floor radiation heating system is to pass through pot Stove heating hot water simultaneously passes through the grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in each home environment room by hot water circuit Realize heating, the electricity floor heating system is by using electric energy as the energy, the heating cable by being embedded in each home environment room Or Electric radiant Heating Film is generated heat in energization to realize heating.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the central dust suction terminal system The more mature central dust absorbing system of technology can be used in system.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the fresh air is whole except haze dehumidifying End system is the central fresh air system with PM2.5 cleaning module and dehumidification function, and the blower of the central fresh air system is pacified Room loaded on each home environment.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the domestic environment terminal control System processed receives the operating instruction that intelligent integrated control device is assigned and sets instruction issuing to being distributed in each domestic environment terminal Standby system goes to execute, and the domestic environment terminal control system is fixed type environmental terminal control mechanism or has APP program Mobile device, the fixed type environmental terminal control mechanism includes fixed type environmental terminal control mechanism communication module and family Habitat environment terminal system communication module composition, the fixed type environmental terminal control mechanism are mounted on each living space end, institute APP is voluntarily mounted on its mobile device end by kinsfolk by the mobile device with APP program stated according to actual needs.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the fixed type environmental terminal Control device communication module includes that refrigeration/heating terminal system communication module, central dust suction terminal system communication module, fresh air are removed Haze dehumidifying terminal system communication module composition, the domestic environment terminal system communication module includes refrigeration/heating terminal system Communication module, central dust suction terminal system communication module, fresh air except haze dehumidifying terminal system communication module and are respectively arranged in pair On the domestic environment terminal device answered, the fixed type environmental terminal control mechanism communication module receives set interface or intelligence Operating instruction that integrated control device is assigned simultaneously makes instruction issuing to the corresponding communication module of domestic environment terminal system Corresponding domestic environment terminal device executes instruction.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the fixed type environmental terminal Control device further includes set interface module with the mobile device with APP program, and the set interface module includes operation Setting, environmental parameter setting, user can complete corresponding operation in set interface module.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the cloud central processing unit Using more mature public cloud or self-built cloud.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the artificial intelligence runs pipe Reason system is made of smart home environment system data layer, model analysis layer, operation application layer and intelligent Service layer.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the smart home environment system System data Layer includes meteorological data module, user's habit data module, user's " temperature-humidity " data module and user's air matter Data module composition is measured, the meteorological data module is the local meteorological data that central processing unit access in cloud obtains authorization, Including current weather data, 2-36 hours future meteorological data, the meteorological data includes temperature data, humidity data, day Gas status data and air quality data, it is that identification system acquires and uploads to cloud that the user, which is accustomed to data module, Central processing unit processing each kinsfolk living habit data, comprising: the time of each member to family, be away from home when Between, time for resting on living space end public domain, the time for resting on independent living space end, user's " temperature- The data of humidity " data module are as follows: the corresponding living space end that user is arranged by domestic environment terminal control system Temperature data, humidity data;User living space end sensor is uploaded to the temperature of cloud central processing unit, humidity data, institute The user's air quality data module stated includes air quality standard data terminal and air quality sensor detection data end, described Air quality standard data terminal use standard GB/T/T18883-2002 " Indoor Air Quality standards " and GB3095-2012 The various physics related with human health of room air specified in " ambient air quality ", biology, chemistry and radioactivity The parameter and index of substance, including following parameter and index: PM2.5 concentration limit is not higher than 30 μ g/m3/ h, concentration of formaldehyde limit value Not higher than 0.1mg/m3/h、CO2Concentration limit is not higher than 0.1mg/m3/ h, TVOC concentration limit is not higher than 0.6mg/m3/ h, it is described Air quality sensor detection data end be sensing system real-time monitoring and be uploaded to each inhabitation of cloud central processing unit Vacant terminal PM2.5, formaldehyde, TVOC and CO2Concentration air quality data.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the model analysis layer by with It is accustomed to model module, user " temperature-humidity " model module, atmospheric quality models module and air quality standard data model in family Module composition.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the user is accustomed to pattern die Root tuber is established according to the data analysis result that the user of domestic environment system data layer is accustomed to module, including each kinsfolk is per thoughtful Family's time, the time of leaving home, public domain activity time, separate space activity time, the user " temperature-humidity " pattern die Block is composed of user's residential space environment temperature, ambient humidity, and the user " temperature-humidity " model module includes using Family " temperature-humidity " model running data terminal and user " temperature-humidity " model running end composition, " temperature-is wet by the user Degree " model running data terminal is that operation " temperature-humidity " data that operation hours reaches under different environmental conditions refer to Mark, the user " temperature-humidity " model running end include each kinsfolk's separate space " temperature-humidity " model and public Regional temperature-Humidity Model, the atmospheric quality models module are according to the air quality in domestic environment system data layer Each living space end PM2.5, formaldehyde, TVOC and the CO at sensor detection data end2Concentration air quality data is simultaneously calculated per small When each air quality in substance and parameter, the air quality standard data model module include user's air quality standard Data model operation data end and user's air quality standard data model operation end composition, user's air quality standard Data model operation data end is the operation air quality standard data that operation hours reaches under different environmental conditions Index, user's air quality standard data model operation end are the air quality standard in domestic environment system data layer Substance and parameter in each air quality of data terminal.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the operation application layer by with Family application module and the automatic application module composition of intelligence.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein user's application module is The operational management program being mounted on the fixed type environmental terminal control mechanism or mobile device of domestic environment terminal control system.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein user's application module by Current environment display end and environment setting end form, and the current environment display end shows the meteorological letter in active user location Breath and user's domestic environment information, the weather information in the active user location are that central processing unit access in cloud is awarded The local meteorological data of power, the weather information in the active user location, comprising: state of weather, Current Temperatures, current wet The weather advisory information of degree, current air mass and 3-72 hours future, user's domestic environment information are sensor system The inhabitation people's environmental data for real-time collecting of uniting, user's domestic environment information include that user's household public domain and user are only The environmental information in vertical region, including domestic environment: temperature, humidity, air quality, the environment setting end includes user family The setting of habitat environment public domain and user's isolated area environmental parameter and runing time, the environmental parameter setting include: The setting of temperature, humidity, air quality, the setting of the runing time include the starting time of domestic environment system and shut down The setting of time.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the intelligence applies mould automatically For block in artificial intelligence operation management system running background, the automatic application module of the intelligence includes user's domestic environment model End, user's intelligent operation end, user's auto upgrading study end and intelligent recognition failure end composition, user's intelligent operation end It executes the operation data at user's domestic environment model end and operation is assigned to domestic environment terminal by cloud central processing unit and refer to Enable, described user's auto upgrading study end periodically read the data of domestic environment system data layer and data are counted, User domestic environment model end is sent to for the upgrading at user's domestic environment model end after analysis, combing.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein user's domestic environment mould Type end model module, user " temperature-humidity " model module, atmospheric quality models module are accustomed to by user using model analysis layer With the user public domain space of the model foundation of air quality standard data model module or the domestic environment fortune in solitary space Row model, comprising: user's residence time and environment " temperature-humidity " dimension, user's residence time and ambient air quality dimension, Current environment " temperature-humidity " and reach user's living environment " temperature-humidity " time dimension and current environment air quality with Reach user's living environment air quality time dimension.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein user's intelligent operation end The user at the combination domestic environment model end positioned according to mobile communication equipment in user identity identification system is accustomed to model module Determine that user reaches the time of living space, so that user environment parameter model is by cloud central processing unit to intelligent integrated Intelligent integrated control device in communication system assigns instruction, and instruction is assigned to user's household by intelligent integrated control device respectively Environment terminal control system simultaneously executes relevant instruction by domestic environment terminal device, and user's intelligent operation end is being run During, the data for reading sensing system acquisition in real time and uploading, user's intelligent operation end reads sensing system When environmental data reaches user's domestic environment model end gauage definite value, pass is assigned to intelligent integrated control device in user's intelligent operation end Stop instruction;It is fixed that the environmental data that user's intelligent operation end reads sensing system reaches more than user's domestic environment model end gauage When value, operating instruction is assigned to intelligent integrated control device in user's intelligent operation end.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein user's auto upgrading End is practised periodically to read the data of domestic environment system data layer and formed after carrying out multi dimensional analysis and send user's household ring to Upgrading of the border model end for user's domestic environment model end.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the intelligent recognition failure end By standard operation port, currently operation port, failure automatic detecting port and fault alarm port form, the standard operation Port is the environment terminal device runing time obtained according to domestic environment system data layer analysis and reaches set environment data Between relationship, the current operation port be in real time read sensing system upload ambient parameter data, the event Hinder automatic detecting port and whether just the data judging ambient condition of port is run according to the data reference standard of current operation port Often, the failure automatic detecting port continuously determines that the current data for running port and the data of standard operation port are different three times Often it is failure, fault alarm port can be communicated information to immediately when affiliated failure automatic detecting Port detecting is to failure, And fault message is issued from fault alarm port to domestic environment terminal control system and domestic environment device service quotient.
The above-mentioned artificial intelligence domestic environment management system based on big data, wherein the intelligent Service layer is people Machine interactive service module, the human-computer interaction module are the fixed type environmental terminal for being mounted on domestic environment terminal control system Operational management program on control device or mobile device, the human-computer interaction module are that interactive voice or PUSH message are handed over Mutually, the human-computer interaction module executes the operation data at user's domestic environment model end at user's intelligent operation end and passes through cloud End central processing unit first issues the user with inquiry after assigning operating instruction to domestic environment terminal, and preferentially according to the instruction of user To execute the operation reserve of domestic environment terminal system.
Artificial intelligence domestic environment management system of the utility model based on big data as the above scheme is adopted, is allowed to Compared with prior art, it has the following advantages that and positive technical effect:
1) by refrigerating and heating systems, fresh air system and except being integrated together for haze dust pelletizing system constitutes domestic environment system, By grabbing the living habit data and ambient parameter data of user, drawn using the method for the modeling of big data to each user The label of domestic environment greatly improves comfort level when user lives;
2) in the present solution, therefore being taken far air quality because air quality is directly concerning the human health for arriving inhabitation people Guarantee the air quality of home environment lower than the core index parameter of national standard, it is ensured that the air quality safety in house space;
3) this programme can be improved greatly pair in such a way that user's living habit and mobile communication equipment positioning combine The accuracy rate of user's living habit assigns mistake to domestic environment terminal in the case of avoiding simple positioning that position is caused to deviate Operating instruction accidentally;
4) this programme manages the environmental unit of home room in such a way that big data and artificial intelligence combine, and is protecting In the case that card user is comfortable and safe, it is able to achieve and environmental unit is precisely controlled, improve control efficiency, meanwhile, it uses This programme can greatly save the energy in domestic environment equipment use process compared to traditional independent control and long-range control In general expense at least saves the energy 15% or so.
Detailed description of the invention
Fig. 1 is the structural schematic diagram of artificial intelligence domestic environment management system of the utility model based on big data.
Specific embodiment
Referring to Figure 1, the artificial intelligence domestic environment management system based on big data of the utility model, by identification System 1, intelligent integrated communication system 2, sensing system 3, domestic environment terminal system 4,5 and of artificial intelligence operation management system Cloud central processing unit 6 forms, after the identification system 1 identifies inhabitation people information, residence that sensing system 3 is collected Firmly people's environmental data is uploaded to the data analysis layer in artificial intelligence operation management system 5 by intelligent integrated communication system 2, from And exclusive " temperature-humidity " model of inhabitation people is established in the model layer in artificial intelligence operation management system 5, the people The analysis conclusion of data analysis layer is imported carry out depth in cloud central processing unit 6 in real time by work intelligent operation management system 5 Upgrading is practised, and family is assigned to domestic environment terminal system 4 by artificial intelligence operation management system 5 from cloud central processing unit 6 Habitat environment " temperature-humidity " and air quality management operation reserve.
The inhabitation people information includes that the identity of inhabitation people and the rule of life of inhabitation people, the identification system are adopted With biometric apparatus or mobile communication equipment, the identification system is acquired to bind after the biological data of each inhabitation people and be moved The solitary space that dynamic communicating number and corresponding each inhabitation people live, the biometric apparatus are distributed in gate inhibition end and each inhabitation Vacant terminal, the biometric apparatus at the gate inhibition end can be used fingerprint identification device, face recognition device, iris recognition and set Standby, application on voiceprint recognition equipment, the identification system at the gate inhibition end can also be used in household safety-protection, each living space end Identification system equipment is identified using human-body infrared sensing, the identification system at each living space end is for knowing Inhabitation people does not stop or leaves, and the mobile communication equipment of the identification system uses with cellular mobile network and includes The mobile device or wearable device of GPS positioning module or Beidou positioning module.
The intelligent integrated communication system 2 is made of intelligent integrated control device and network communicating system, the intelligence Energy integrated control device executes the upload of sensing system data, cloud central processing unit 6 is assigned to 4 system of domestic environment terminal Operation reserve order, the network communicating system are used for identification system 1, sensing system 3 and domestic environment terminal system Cable communicating technology or wireless communication can be used in communication between system 4 and cloud central processing unit 6, the network communicating system More mature wireless local area network technology, mobile communication technology, low-power consumption bluetooth can be used in technology, the wireless communication technique Technology or ZigBee technology, the communication between the identification system 1, sensing system 3 and domestic environment terminal system 4 Using wireless communication technique, the communication between the intelligent integrated communication system 2 and cloud central processing unit 6 uses cable modem Letter technology and wireless communication technique are parallel.
The sensing system 3 to real-time collecting environmental data, the environmental data include temperature, humidity, PM2.5, concentration of formaldehyde, CO2Concentration, the sensing system include temperature sensor, humidity sensor, dust particles sensing Device, concentration of formaldehyde sensor and CO2Concentration sensor.Each sensor in the sensing system can be by any two more than Sensor combinations formula it is integrated or form each sensor central combination is integrated.
The domestic environment terminal system 4 is by domestic environment terminal device system and domestic environment terminal control system group At affiliated domestic environment terminal device system includes refrigeration/heating terminal system, central dust suction terminal system, fresh air except haze The terminal system that dehumidifies composition.
The refrigeration/heating terminal system provides refrigeration and heating according to the replacement in season and the demand of user, described Refrigeration/heating terminal system air-cooled heat pump refrigeration/heating all-in-one machine, earth source heat pump refrigeration/heating all-in-one machine, center can be used Air conditioner refrigerating and low-temperature hot water floor radiation heating system combination, central air-conditioning refrigeration and electricity floor heating system in combination.The wind Cold-heat pump refrigeration/heating all-in-one machine and earth source heat pump refrigeration/heating all-in-one machine are by being mounted on each home environment room in refrigeration Between fan coil provide refrigerant to realize refrigeration, the air-cooled heat pump refrigeration/heating all-in-one machine and earth source heat pump freeze/adopts Warm all-in-one machine heating be by hot water by the grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in each home environment room come Realize heating.The central air-conditioning refrigeration is to provide refrigerant by the fan coil by being mounted on each home environment room come real Now freeze, the low-temperature hot water floor radiation heating system heating is passed through respectively by boiler heat hot water and by hot water circuit The grounding heat coil tube of the pre-buried low-temperature hot water floor radiation heating in home environment room realizes heating, and the electricity floor heating system adopts It is warm be by using electric energy as the energy, by being embedded in each home environment room heating cable or Electric radiant Heating Film generate heat in energization Lai Realize heating.
The more mature central dust absorbing system of technology can be used in the central dust suction terminal system.The fresh air removes haze Dehumidifying terminal system is the central fresh air system with PM2.5 cleaning module and dehumidification function, the central fresh air system Assembling is in the room of each home environment.
The domestic environment terminal control system receives the operating instruction that intelligent integrated control device is assigned and will instruction It is assigned to and is distributed in each domestic environment terminal device system and goes to execute.The domestic environment terminal control system is fixed ring Border terminal control mechanism or mobile device with APP program, the fixed type environmental terminal control mechanism includes fixed Environment terminal control mechanism communication module and domestic environment terminal system communication module composition, the fixed type environmental terminal control Device processed is mounted on each living space end, and the mobile device with APP program according to actual needs will by kinsfolk APP is voluntarily mounted on its mobile device end.
The fixed type environmental terminal control mechanism communication module include refrigeration/heating terminal system communication module, in Entreat dust suction terminal system communication module, fresh air except haze dehumidifying terminal system communication module composition, the domestic environment terminal system Communication module includes refrigeration/heating terminal system communication module, central dust suction terminal system communication module, fresh air except haze dehumidifying is whole End system communication module is simultaneously respectively arranged on corresponding domestic environment terminal device.The fixed type environmental terminal control dress Set the operating instruction that communication module receives set interface or intelligent integrated control device is assigned and by instruction issuing to domestic environment The corresponding communication module of terminal system is to make corresponding domestic environment terminal device execute instruction.
The fixed type environmental terminal control mechanism further includes set interface mould with the mobile device with APP program Block, the set interface module include operation setting, environmental parameter setting, and user can complete accordingly in set interface module Operation.Domestic environment terminal control system in early period mainly for user according to oneself needing that comfortable living environment is arranged, and work as User's dwell time is longer, and the environmental data of the user of accumulation is more, also just mentions for artificial intelligent operation domestic environment system Most basic operation data is supplied.In general, a living environment is run 2 to 3 months, and the user data obtained adds people The deep learning of work intelligence can meet the full manual intelligent operation of system.
The cloud central processing unit 6 uses more mature public cloud or self-built cloud.
The artificial intelligence operation management system 5 is answered by smart home environment system data layer, model analysis layer, operation It is formed with layer and service layer.
The smart home environment system data layer includes meteorological data module, user's habit data module, user's " temperature Degree-humidity " data module and user's air quality data module composition.The meteorological data module is cloud server access Obtain the local meteorological data of authorization, including current weather data, 2-36 hours future meteorological data, the meteorological data packet Include temperature data, humidity data, weather condition data and air quality data.The user is accustomed to data module as identity knowledge Other system acquisition and upload to cloud server each kinsfolk living habit data, comprising: each member to family when Between, time for being away from home, the time for resting on living space end public domain, the time for resting on independent living space end.Institute The data of user " temperature-humidity " data module stated are as follows: it is right with it that user is arranged by domestic environment terminal control system Living space end temperature data, the humidity data answered;User living space end sensor is uploaded to the temperature, wet of cloud server Degree evidence.User's air quality data module includes air quality standard data terminal and air quality sensor testing number According to end, the air quality standard data terminal using standard GB/T/T18883-2002 " Indoor Air Quality standards " and The various physics related with human health of room air specified in GB3095-2012 " ambient air quality ", biology, change Learn the parameter and index with radioactive substance, including following parameter and index: PM2.5 concentration limit is not higher than 30 μ g/m3/ h, first Aldehyde concentration limit value is not higher than 0.1mg/m3/h、CO2Concentration limit is not higher than 0.1mg/m3/ h, TVOC concentration limit is not higher than 0.6mg/m3/ h, the air quality sensor detection data end are sensing system real-time monitoring and are uploaded to cloud service Each living space end PM2.5, formaldehyde, TVOC and the CO of device2Concentration air quality data.
The model analysis layer is accustomed to model module, user " temperature-humidity " model module, air quality mould by user Pattern block and air quality standard data model module composition.
The user is accustomed to model module and is analyzed according to the data that the user of domestic environment system data layer is accustomed to module As a result establish, including each kinsfolk get home weekly time, the time of leaving home, public domain activity time, separate space activity when Between.User's " temperature-humidity " model module is composed of user's residential space environment temperature, ambient humidity, described User " temperature-humidity " model module include user's " temperature-humidity " model running data terminal and user " temperature-humidity " mould Type operation end composition, the user " temperature-humidity " model running data terminal are the operation of equipment under different environmental conditions Operation " temperature-humidity " data target that time reaches, the user " temperature-humidity " model running end include each family at Member's separate space " temperature-humidity " model and public domain temperature-humidity model.According to the atmospheric quality models module Each living space end PM2.5 at the air quality sensor detection data end in domestic environment system data layer, formaldehyde, TVOC and CO2Concentration air quality data simultaneously calculates substance and parameter in each air quality per hour.The air quality standard number It include user's air quality standard data model operation data end and user's air quality standard data model fortune according to model module Row end composition, user's air quality standard data model operation data end are the operation of equipment under different environmental conditions The operation air quality standard data target that time reaches, user's air quality standard data model operation end are household Substance and parameter in each air quality of air quality standard data terminal in environmental system data Layer.Home environment is come It says, although the living habit of each kinsfolk is different, everyone living habit and the demand to home environment are rule Rule property, the data model of model analysis layer is built upon on the basis of user's domestic environment system data layer through analysis It gets, is that a fixed kinsfolk lives for solitary Spatial General 6 R, is established by user's domestic environment system data layer The solitary space inhabitation people " temperature-humidity " model analysis be it is relatively objective, such as;In summer, a certain solitary space The spatial user model established by environmental system data Layer are as follows: user habit be morning 9:00 leave home, at night 7 points arrive Family;User's living environment is 25 DEG C of temperature, humidity 45%, residence time and temperature-humidity mould in the solitary space domestic environment The associative combination of type are as follows: domestic environment system user model be the same day evening 7:00 to morning next day 9:00, environment temperature be temperature Spend 25 DEG C, humidity 45%.And for public domain such as parlor, also carried out according to the habit of all kinsfolks, e.g., family at To get home be that afternoon 5:00 to member first, the last one kinsfolk for leaving parlor at night is 11:00, morning next day the The time of one kinsfolk using parlor is 6:30, the last one kinsfolk to leave home is 9:30, the then operation in parlor Time model is evening on same day 5:00 to 11:00, morning next day 6:30 to 9:30, running environment model reference precedent.For occupying The air quality of family, PM2.5, formaldehyde and TVO etc. in surrounding air directly influence the health of innings director, therefore this programme Indoor air quality index that meet national standards and parameter are used in air quality, guarantee that the air quality items in room refer to Mark, which is in, meets safe range.
The operation application layer is made of user's application module and the automatic application module of intelligence.Artificial intelligence is built upon On the basis of the data grabber of user's living habit and user behavior, thus the effect of user's application module be it is considerable, It is the operation basis of subsequent artificial intelligence setup module, passes through the analysis to user's living habit and the data of user behavior And combing, in addition the continuous self-teaching of artificial intelligence management system, the operation accuracy rate of the automatic application module of intelligence is higher, With the operation of system, user's application module provides continuous self-teaching and upgrading for the automatic application module of intelligence, thus real The now operation of intelligent automatic module artificial intelligence.
User's application module is the fixed type environmental terminal control dress for being mounted on domestic environment terminal control system Set or mobile device on operational management program.
User's application module is made of current environment display end and environment setting end.The current environment is shown The weather information and user's domestic environment information in end display active user location.The meteorological letter in the active user location Breath is the local meteorological data that cloud server access obtains authorization, the weather information in the active user location, comprising: The weather advisory information of state of weather, Current Temperatures, current humidity, current air mass and 3-72 hours future.The use Family domestic environment information is inhabitation people's environmental data of sensing system real-time collecting, and user's domestic environment information includes The environmental information of user's household public domain and user's isolated area, including domestic environment: temperature, humidity, air quality.Institute The environment setting end stated includes the setting of user's domestic environment public domain and user's isolated area environmental parameter and runing time, The environmental parameter setting includes: the setting of temperature, humidity, air quality, and the setting of the runing time includes household The starting time of environmental system and the setting for shutting down the time.
The automatic application module of the intelligence in artificial intelligence operation management system running background, answer automatically by the intelligence It include user's domestic environment model end, user's intelligent operation end, user's auto upgrading study end and intelligent recognition failure with module End composition.User's intelligent operation end execute the operation data at user's domestic environment model end and by cloud server to Domestic environment terminal assigns operating instruction, and domestic environment system data layer is periodically read at user's auto upgrading study end Data and data are counted, are analyzed, comb after send user domestic environment model end to for user's domestic environment model end Upgrading.
The user domestic environment model end uses model analysis layer to be accustomed to by user, and model module, " temperature-is wet by user The user public area of the model foundation of degree " model module, atmospheric quality models module and air quality standard data model module Domain space or the domestic environment moving model in solitary space, comprising: user's residence time and environment " temperature-humidity " dimension, use Family residence time and ambient air quality dimension, current environment " temperature-humidity " and reach user's living environment " temperature-humidity " Time dimension and current environment air quality and reach user's living environment air quality time dimension.
The combination household that user's intelligent operation end is positioned according to mobile communication equipment in user identity identification system The user at environmental model end is accustomed to model module to determine that user reaches the time of living space, thus user environment parameter model Instruction, intelligent integrated control are assigned by intelligent integrated control device of the cloud central processing unit into intelligent integrated communication system Instruction is assigned to user's domestic environment terminal control system respectively and executes relevant finger by domestic environment terminal device by device It enables.In the process of running, the data of sensing system acquisition and upload, user are read in real time in user's intelligent operation end When the environmental data that intelligent operation end reads sensing system reaches user's domestic environment model end gauage definite value, user is intelligently transported Row end is assigned to intelligent integrated control device shuts down instruction;The environmental data that user's intelligent operation end reads sensing system reaches To when being more than user's domestic environment model end gauage definite value, user's intelligent operation end is assigned operation to intelligent integrated control device and is referred to It enables.
It periodically reads the data of domestic environment system data layer and carries out various dimensions in user's auto upgrading study end It is being formed after analysis and send user domestic environment model end to for the upgrading at user's domestic environment model end.
The intelligent recognition failure end is by standard operation port, currently operation port, failure automatic detecting port and event Barrier alarm port composition, the standard operation port is to be set according to the environment terminal that domestic environment system data layer analysis obtains For runing time and reach the relationship between set environment data, the current operation port is to read sensing system in real time The ambient parameter data of upload, the failure automatic detecting port is according to the current data reference standard operation end for running port Whether the data judging ambient condition of mouth is normal, and the failure automatic detecting port continuously determines current operation port three times Data and the data exception of standard operation port are failure, can be immediately when affiliated failure automatic detecting Port detecting is to failure Communicate information to fault alarm port, and from fault alarm port to domestic environment terminal control system and domestic environment equipment Service provider issues fault message.
The intelligent Service layer is man-machine interactive service module, and the human-computer interaction module is to be mounted on domestic environment Operational management program on the fixed type environmental terminal control mechanism or mobile device of terminal control system, the human-computer interaction Module is that interactive voice or PUSH message interaction, the human-computer interaction module execute user's household ring at user's intelligent operation end The operation data at border model end is simultaneously first sent out to user after assigning operating instruction to domestic environment terminal by cloud central processing unit It inquires out, and preferentially executes the operation reserve of domestic environment terminal system according to the instruction of user.
Artificial intelligence domestic environment management system of the utility model based on big data as the above scheme is adopted, is allowed to Compared with prior art, it has the following advantages that and positive technical effect:
1) by refrigerating and heating systems, fresh air system and except being integrated together for haze dust pelletizing system constitutes domestic environment system, By grabbing the living habit data and ambient parameter data of user, drawn using the method for the modeling of big data to each user The label of domestic environment greatly improves comfort level when user lives;
2) in the present solution, therefore being taken far air quality because air quality is directly concerning the human health for arriving inhabitation people Guarantee the air quality of home environment lower than the core index parameter of national standard, it is ensured that the air quality safety in house space;
3) this programme can be improved greatly pair in such a way that user's living habit and mobile communication equipment positioning combine The accuracy rate of user's living habit assigns mistake to domestic environment terminal in the case of avoiding simple positioning that position is caused to deviate Operating instruction accidentally;
4) this programme manages the environmental unit of home room in such a way that big data and artificial intelligence combine, and is protecting In the case that card user is comfortable and safe, it is able to achieve and environmental unit is precisely controlled, improve control efficiency, meanwhile, it uses This programme can greatly save the energy in domestic environment equipment use process compared to traditional independent control and long-range control In general expense at least saves the energy 15% or so.
Specific embodiment of the utility model is described in detail above, but the utility model is not limited to above retouch The specific embodiment stated, it is merely an example.To those skilled in the art, any to be equal for what the system carried out Modifications and substitutions are also all among the scope of the utility model.Therefore, the institute under the spirit and scope for not departing from the utility model The equal transformation and modification made, should all cover in the scope of the utility model.

Claims (7)

1. a kind of artificial intelligence domestic environment management system based on big data, it is characterised in that: by identification system, intelligence Integrated communication system, sensing system, domestic environment terminal system, artificial intelligence operation management system and cloud central processing unit Composition, the identification system be biometric apparatus or mobile communication equipment, the intelligent integrated communication system by Intelligent integrated control device and network communicating system composition, the sensing system include temperature sensor, humidity sensor, Dust particles sensor, concentration of formaldehyde sensor and CO2Concentration sensor, the domestic environment terminal system is by domestic environment Terminal device system and domestic environment terminal control system composition, the biometric apparatus are distributed in gate inhibition end and each inhabitation Vacant terminal, the biometric apparatus at the gate inhibition end can be used fingerprint identification device, face recognition device, iris recognition and set The identification system of standby, application on voiceprint recognition equipment, each living space end identifies equipment using human-body infrared sensing, described The mobile communication equipment of identification system use with cellular mobile network and include GPS positioning module or Beidou positioning mould The mobile device or wearable device of block.
2. the artificial intelligence domestic environment management system according to claim 1 based on big data, it is characterised in that: described Sensing system in each sensor be made of sensor combinations formulas more than any two or by each sensor central combination It forms.
3. the artificial intelligence domestic environment management system according to claim 2 based on big data, it is characterised in that: described Domestic environment terminal device system include refrigeration/heating terminal system, central dust suction terminal system, fresh air except haze dehumidifies terminal System composition.
4. the artificial intelligence domestic environment management system according to claim 3 based on big data, it is characterised in that: described Refrigeration/heating terminal system use air-cooled heat pump refrigeration/heating all-in-one machine, earth source heat pump refrigeration/heating all-in-one machine, central hollow Modulate the combination of cold and low-temperature hot water floor radiation heating system, central air-conditioning refrigeration and electricity floor heating system in combination.
5. the artificial intelligence domestic environment management system according to claim 4 based on big data, it is characterised in that: described Fresh air except haze dehumidifying terminal system be the central fresh air system with PM2.5 cleaning module and dehumidification function, the center The assembling of fresh air system is in the room of each home environment.
6. the artificial intelligence domestic environment management system according to claim 5 based on big data, it is characterised in that: described Domestic environment terminal control system be fixed type environmental terminal control mechanism or the mobile device with APP program, it is described Fixed type environmental terminal control mechanism includes that fixed type environmental terminal control mechanism communication module and domestic environment terminal system are logical Believe that module composition, the fixed type environmental terminal control mechanism are mounted on each living space end, it is described with APP program APP is voluntarily mounted on its mobile device end by kinsfolk by mobile device according to actual needs.
7. the artificial intelligence domestic environment management system according to claim 6 based on big data, it is characterised in that: described Fixed type environmental terminal control mechanism communication module include refrigeration/heating terminal system communication module, central dust suction terminal system Communication module, fresh air unite except haze dehumidifying terminal system communication module composition, the domestic environment terminal system communication module includes Refrigeration/heating terminal system communication module, central dust suction terminal system communication module, fresh air are except haze dehumidifying terminal system communication mould Block is simultaneously respectively arranged on corresponding domestic environment terminal device.
CN201821392386.5U 2018-08-28 2018-08-28 Artificial intelligence domestic environment management system based on big data Active CN209086697U (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201821392386.5U CN209086697U (en) 2018-08-28 2018-08-28 Artificial intelligence domestic environment management system based on big data

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201821392386.5U CN209086697U (en) 2018-08-28 2018-08-28 Artificial intelligence domestic environment management system based on big data

Publications (1)

Publication Number Publication Date
CN209086697U true CN209086697U (en) 2019-07-09

Family

ID=67115288

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201821392386.5U Active CN209086697U (en) 2018-08-28 2018-08-28 Artificial intelligence domestic environment management system based on big data

Country Status (1)

Country Link
CN (1) CN209086697U (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111536662A (en) * 2020-04-25 2020-08-14 南京酷朗电子有限公司 Network type fresh air system and regulation and control method based on big data analysis
CN112686112A (en) * 2020-12-23 2021-04-20 泰州国安医疗用品有限公司 Energy-saving heating operation control platform
CN114221829A (en) * 2021-10-28 2022-03-22 浪潮软件科技有限公司 Edge side intelligent home management method and system

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111536662A (en) * 2020-04-25 2020-08-14 南京酷朗电子有限公司 Network type fresh air system and regulation and control method based on big data analysis
CN112686112A (en) * 2020-12-23 2021-04-20 泰州国安医疗用品有限公司 Energy-saving heating operation control platform
CN114221829A (en) * 2021-10-28 2022-03-22 浪潮软件科技有限公司 Edge side intelligent home management method and system

Similar Documents

Publication Publication Date Title
CN108873729A (en) Artificial intelligence domestic environment management system based on big data
CN108829074A (en) A kind of artificial intelligence domestic environment system control method based on big data
KR102380397B1 (en) METHOD FOR MANAGING SMART BUILDING USING IoT SENSOR AND ARTIFICIAL INTELIGENCE
KR101972227B1 (en) Smart home controlling apparatus based intellect learning and method thereof
CN101807072B (en) Intelligent family monitoring system
CN209086697U (en) Artificial intelligence domestic environment management system based on big data
KR101543651B1 (en) A smart automatic power appliance control system based on internet of things and the method thereof
CN103262041B (en) Thermostat and between thermostat and thermostat management server communication data method
CN105892427A (en) Internet of Things intelligent control method and Internet of Things intelligent control system based on user perception
JP2006331372A (en) Agent device, management manager device, and environment energy management system
CN109945439A (en) A kind of indoor environment parameter control method and system
CN104360607A (en) Intelligent appliance system and intelligent appliance control method
CN109489226A (en) A kind of air-conditioning indoor energy-saving policy management system and air conditioning control method
CN105938327A (en) Distributed smart home control system and method
CN103413381A (en) Household energy management system and working method thereof
CN104456834A (en) Intelligent temperature regulating and controlling system and method
JP2011221921A (en) Energy saving unit and system for building by mutual learning
CN104359185A (en) Energy-saving control method and system for air conditioners in hotel
CN110736231A (en) Air conditioner control method and device, air conditioner, storage medium and processor
CN106091247A (en) Remotely control single-cooling air-conditioner Based Intelligent Control operation method
CN107438742A (en) For adaptively applying the apparatus and method of central HVAC system and independent HVAC system
CN111043733B (en) Air conditioner air supply mode control method based on spatial layout characteristics and air conditioner
CN214619993U (en) Intelligent control energy-saving system of air conditioner
CN107728678A (en) Door system and its method with ambient temperature and humidity Intelligent adjustment and purification of air
CN202126050U (en) Control system for air conditioner

Legal Events

Date Code Title Description
GR01 Patent grant
GR01 Patent grant
CP01 Change in the name or title of a patent holder
CP01 Change in the name or title of a patent holder

Address after: Room 5179, Building 853 Minjing Road, Yangpu District, Shanghai, 2008

Patentee after: Shanghai Shangsheng Intelligent Technology Co., Ltd.

Address before: Room 5179, Building 853 Minjing Road, Yangpu District, Shanghai, 2008

Patentee before: Shanghai Shang Sheng Intelligent Technology Co., Ltd.