CN109167817A - A kind of method and device generating internet of things sensors data - Google Patents
A kind of method and device generating internet of things sensors data Download PDFInfo
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- CN109167817A CN109167817A CN201810882909.2A CN201810882909A CN109167817A CN 109167817 A CN109167817 A CN 109167817A CN 201810882909 A CN201810882909 A CN 201810882909A CN 109167817 A CN109167817 A CN 109167817A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/01—Protocols
- H04L67/12—Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/56—Provisioning of proxy services
- H04L67/561—Adding application-functional data or data for application control, e.g. adding metadata
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- Computer Networks & Wireless Communication (AREA)
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- Health & Medical Sciences (AREA)
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- General Health & Medical Sciences (AREA)
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- Library & Information Science (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
The invention discloses a kind of method and devices for generating internet of things sensors data, this method comprises: extracting the search data for corresponding to the desired internet of things data of user from the query statement of user；Data storage cell is searched for, to search for there is the internet of things sensors of metadata to correspond to the search data extracted, or the internet of things sensors with metadata as the search data class with extraction；When search result finds true internet of things sensors, the internet of things data of true internet of things sensors is obtained from data storage cell, to generate true internet of things data, when can not find true internet of things sensors and find true internet of things sensors, the internet of things data of real internet of things sensors is obtained from data storage cell, and the true internet of things data for being similar to true internet of things data is generated by using the internet of things data of acquisition.The present invention can preferably monitor sensing data, keep internet of things data more accurate.
Description
Technical field
The present invention relates to internet of things field, in particular to a kind of method for generating internet of things sensors data
And device.
Background technique
Technology of Internet of things connects all physics/dummy objects by internet, allows users to using mutual necessary number
According to or by mutually controlling to execute collaborative work.
Machine learning techniques are to predict and provide new ring by executing the study based on data based on the purpose distributed
The technology of data needed for border (or knowledge).
The combination of technology of Internet of things and machine learning techniques can provide new business prototype for data set provider, can
Create new profit structure.
Machine learning function is necessarily required to be essentially available for the data of study.Only when data are that Correct becomes study
When target/environment data of purpose, analysis result is just effectively applied to true environment.Data analysis is carried out, reality is needed
Border data.In this case, machine learning uses truthful data.In many cases, it is difficult to obtain from true environment true
Real data.In this case, the data that generation can be used in machine learning carry out initial setting up or trial and error practice, and then it can
With more new model to reflect the true environment with truthful data.In order to make it, effectively the data for needing to generate are similar to true
Data, certain hypothesis without being randomly generated data, or based on specific distribution generate.But data are difficult to protect really
(installation/collecting sensor is highly difficult).Therefore, it is necessary to generate virtual data, and in general, machine learning data-analyzing machine is random
It generates and generates data using the value under specified conditions or under the hypothesis of specific distribution.That is, needing to develop one kind
The method for indicating the value of truth is generated, the value of generation is supplied to data-analyzing machine.
Summary of the invention
The invention proposes a kind of methods for generating internet of things sensors data, this method comprises:
The search data for corresponding to the desired internet of things data of user are extracted from the query statement of user；
Data storage cell is searched for, wherein registering the multiple Internet of Things measured by each of multiple internet of things sensors
The metadata of each of net sensor and internet of things data there is the internet of things sensors of metadata to correspond to mention to search for
The search data taken, or the internet of things sensors with metadata as the search data class with extraction；
When search result finds true internet of things sensors, true internet of things sensors is obtained from data storage cell
Internet of things data, to generate true internet of things data, when can not find true internet of things sensors and find true object
When networked sensor, the internet of things data of real internet of things sensors is obtained from data storage cell, and by using acquisition
Internet of things data generates the true internet of things data for being similar to true internet of things data.
The method, the generation include the object to the real internet of things sensors obtained from the data storage cell
Networking data executes machine learning, to generate the real internet of things data.
The method, described search includes searching for the data storage cell according to semantic search technology, to search for
State true internet of things sensors and the true internet of things sensors.
The method, further includes:
Use the true internet of things sensors sensors configured pond found；
Virtual internet of things sensors is generated from the sensor cell of configuration；With
The virtual internet of things sensors and internet of things data that are measured by virtual internet of things sensors are registered as into data storage
Virtual internet of things data in unit.
The method, search further include search data storage cell to search for corresponding with the search data of extraction
Metadata virtual internet of things sensors, and the metadata of virtual internet of things sensors includes the sensors configured pond found
Real internet of things sensors metadata；Described search includes searching for the data storage cell according to the true Internet of Things
The sequence of net sensor, the virtual internet of things sensors and real internet of things sensors executes search；The generation includes: to work as
When result as search finds virtual internet of things sensors, the virtual of virtual internet of things sensors is obtained from data storage cell
Internet of things data, to generate virtual internet of things data.
A kind of device generating internet of things sensors data, the device include:
Data storage cell is passed wherein registering by multiple Internet of Things of each of multiple internet of things sensors measurement
The metadata of each of sensor and internet of things data；
Query analyzer extracts the search data corresponding to the desired internet of things data of user from the query statement of user；
Real-time internet of things data generator search data storage cell is to search for corresponding with the search data of extraction
The internet of things sensors of metadata obtain true internet of things data and when finding true internet of things sensors；Internet of Things
Sensor generates true internet of things data from data storage cell；
The internet of things sensors searcher of reality, when not finding true internet of things sensors, according to true Internet of Things
The internet of things sensors having with metadata as the search data class of extraction is searched in the request of network data generator；With
One true internet of things data generator, when true internet of things sensors searcher finds true Internet of Things
When sensor, the internet of things data of true internet of things sensors is obtained from data storage cell, and use the Internet of Things netting index obtained
According to the true internet of things data generated similar to true internet of things data.
The device, the true internet of things data generator are described true to what is obtained from the data storage cell
The internet of things data of internet of things sensors executes machine learning, to generate the true internet of things data.
The device, the reality internet of things sensors searcher are searched for the data according to semantic search technology and are stored
Unit, with search and metadata as extracted search data class.
The device, further includes: virtual internet of things sensors generator, wherein the virtual internet of things sensors is raw
It grows up to be a useful person the real internet of things sensors sensors configured pond for utilizing and being found, generates virtual Internet of Things from the sensor cell configured
Sensor, and register virtual internet of things sensors generated；The internet of things sensors measured by virtual internet of things sensors
With internet of things data as the virtual internet of things data in data storage cell.
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 a kind of schematic diagram of the method for generation internet of things sensors data of the invention.
Specific embodiment
In order to enable the objectives, technical solutions, and advantages of the present invention are more clearly understood, below in conjunction with embodiment, to this
Invention is further elaborated；It should be appreciated that described herein, the specific embodiments are only for explaining the present invention, and does not have to
It is of the invention in limiting.To those skilled in the art, after access is described in detail below, other systems of the present embodiment
System, method and/or feature will become obvious.All such additional systems, method, feature and advantage are intended to be included in
It in this specification, is included within the scope of the invention, and by the protection of the appended claims.In description described in detail below
The other feature of the disclosed embodiments, and these characteristic roots will be apparent according to described in detail below.
Embodiment one:
As shown in Figure 1, for a kind of schematic diagram for the method for generating internet of things sensors data of the present invention, this method comprises:
The search data for corresponding to the desired internet of things data of user are extracted from the query statement of user；
Data storage cell is searched for, wherein registering the multiple Internet of Things measured by each of multiple internet of things sensors
The metadata of each of net sensor and internet of things data there is the internet of things sensors of metadata to correspond to mention to search for
The search data taken, or the internet of things sensors with metadata as the search data class with extraction；
When search result finds true internet of things sensors, true internet of things sensors is obtained from data storage cell
Internet of things data, to generate true internet of things data, when can not find true internet of things sensors and find true object
When networked sensor, the internet of things data of real internet of things sensors is obtained from data storage cell, and by using acquisition
Internet of things data generates the true internet of things data for being similar to true internet of things data.
The method, wherein the generation includes to the real Internet of Things obtained from the data storage cell
The internet of things data of sensor executes machine learning, to generate the practical internet of things data.
The method, wherein described search includes searching for the data storage cell according to semantic search technology, to search
The true internet of things sensors of Suo Suoshu and the true internet of things sensors.
The method, further includes:
Use the true internet of things sensors sensors configured pond found；
Virtual internet of things sensors is generated from the sensor cell of configuration；With
The virtual internet of things sensors and internet of things data that are measured by virtual internet of things sensors are registered as into data storage
Virtual internet of things data in unit.
The method, wherein
Search further includes search data storage cell to search for metadata corresponding with the search data of extraction
Virtual internet of things sensors, and
The metadata of virtual internet of things sensors includes the member of the real internet of things sensors in the sensors configured pond found
Data.
The method, wherein described search includes searching for the data storage cell according to the true Internet of Things
The sequence of sensor, the virtual internet of things sensors and real internet of things sensors executes search.
The method, wherein it is described generation include: when the result as search finds virtual internet of things sensors,
The virtual internet of things data of virtual internet of things sensors is obtained, from data storage cell to generate virtual internet of things data.
Embodiment two:
A kind of device generating internet of things sensors data, the device include:
Data storage cell is passed wherein registering by multiple Internet of Things of each of multiple internet of things sensors measurement
The metadata of each of sensor and internet of things data；
Query analyzer extracts the search data corresponding to the desired internet of things data of user from the query statement of user；
Real-time internet of things data generator search data storage cell is to search for corresponding with the search data of extraction
The internet of things sensors of metadata obtain true internet of things data and when finding true internet of things sensors.Internet of Things
Sensor generates true internet of things data from data storage cell；
The internet of things sensors searcher of reality, when not finding true internet of things sensors, according to true Internet of Things
The request of network data generator, searching for has with the internet of things sensors of metadata as the search data class of extraction (hereinafter referred to as
For true internet of things sensors)；With
One true internet of things data generator, when true internet of things sensors searcher finds true Internet of Things
When sensor, the internet of things data of true internet of things sensors is obtained from data storage cell, and use the Internet of Things netting index obtained
According to the true internet of things data generated similar to true internet of things data.
The device, wherein the true internet of things data generator is to the institute obtained from the data storage cell
The internet of things data for stating true internet of things sensors executes machine learning, to generate the true internet of things data.
The device, wherein the reality internet of things sensors searcher searches for the number according to semantic search technology
According to storage unit, with search and metadata as extracted search data class.
The device, further includes: virtual internet of things sensors generator, wherein the virtual internet of things sensors is raw
It grows up to be a useful person the real internet of things sensors sensors configured pond for utilizing and being found, generates virtual Internet of Things from the sensor cell configured
Sensor, and register virtual internet of things sensors generated.The internet of things sensors measured by virtual internet of things sensors
With internet of things data as the virtual internet of things data in data storage cell.
The device, wherein
When can not find true internet of things sensors, before searching for true internet of things sensors, real Internet of Things
It is virtual with metadata corresponding with the search data of extraction to search for that net sensor searcher searches for data storage cell
Internet of things sensors, and
The metadata of virtual internet of things sensors includes the member of the real internet of things sensors in the sensors configured pond found
The mark (ID) of data and for identification virtual internet of things sensors.
The device, wherein when finding the virtual internet of things sensors, the true internet of things data generator
The virtual internet of things data of the virtual internet of things sensors is obtained, from the data storage cell to generate the virtual Internet of Things
Network data.
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.That is methods discussed above, system or equipment etc. show
Example.Various configurations can be omitted suitably, replace or add various processes or component.For example, in alternative configuration, can with
Described order in a different order executes method, and/or can add, and omits and/or combine the various stages.Moreover, about
The feature of certain configuration descriptions can be combined with various other configurations.Can combine in a similar way configuration different aspect and
Element.In addition, many elements are only range of the example without limiting the disclosure or claims with the development of technology.
Give detail in the description to provide to the thorough understanding for including the exemplary configuration realized.However,
Configuration can be practiced without these specific details for example, having been illustrated with well-known circuit, process, calculation
Method, structure and technology are without unnecessary details, to avoid fuzzy configuration.The description only provides example arrangement, and unlimited
The scope of the claims processed, applicability or configuration.It is used on the contrary, front will provide the description of configuration for those skilled in the art
Realize the enabled description of described technology.It, can be to the function of element without departing from the spirit or the scope of the present disclosure
It can and arrange and carry out various changes.
In addition, many operations can be in parallel or concurrently although each operation can describe the operations as sequential process
It executes.Furthermore it is possible to rearrange the sequence of operation.One process may have other steps.Furthermore, it is possible to pass through hardware, soft
Part, firmware, middleware, code, hardware description language or any combination thereof carry out the example of implementation method.When software, firmware, in
Between when realizing in part or code, program code or code segment for executing necessary task can store in such as storage medium
In non-transitory computer-readable medium, and described task is executed by processor.
To sum up, be intended to foregoing detailed description be considered as it is illustrative and not restrictive, and it is to be understood that described
Claim (including all equivalents) is intended to limit the spirit and scope of the present invention.The above embodiment is interpreted as only using
In illustrating the present invention rather than limit the scope of the invention.After the content for having read record of the invention, technology
Personnel can make various changes or modifications the present invention, these equivalence changes and modification equally fall into the claims in the present invention and limited
Fixed range.
Claims (9)
1. a kind of method for generating internet of things sensors data, which is characterized in that this method comprises:
The search data for corresponding to the desired internet of things data of user are extracted from the query statement of user；
Data storage cell is searched for, is passed wherein registering by multiple Internet of Things of each of multiple internet of things sensors measurement
The metadata of each of sensor and internet of things data there is the internet of things sensors of metadata to correspond to extract to search for
Search for data, or the internet of things sensors with metadata as the search data class with extraction；
When search result finds true internet of things sensors, the object of true internet of things sensors is obtained from data storage cell
Networking data, to generate true internet of things data, when can not find true internet of things sensors and find true Internet of Things
When sensor, the internet of things data of real internet of things sensors is obtained from data storage cell, and by using the Internet of Things of acquisition
Network data generates the true internet of things data for being similar to true internet of things data.
2. the method as described in claim 1, which is characterized in that the generation includes obtaining to from the data storage cell
The internet of things data of real internet of things sensors executes machine learning, to generate the real internet of things data.
3. the method as described in claim 1, which is characterized in that described search includes searching for the number according to semantic search technology
According to storage unit, to search for the true internet of things sensors and the true internet of things sensors.
4. the method as described in claim 1, which is characterized in that further include:
Use the true internet of things sensors sensors configured pond found；
Virtual internet of things sensors is generated from the sensor cell of configuration；With
The virtual internet of things sensors and internet of things data that are measured by virtual internet of things sensors are registered as into data storage cell
In virtual internet of things data.
5. method as claimed in claim 4, which is characterized in that search further include search data storage cell with search for have with
The virtual internet of things sensors of the corresponding metadata of search data of extraction, and the metadata packet of virtual internet of things sensors
Include the metadata of the real internet of things sensors in the sensors configured pond found；Described search includes searching for the data storage list
Member is according to the true internet of things sensors, the sequence execution of the virtual internet of things sensors and real internet of things sensors
Search；The generation includes: to obtain void from data storage cell when the result as search finds virtual internet of things sensors
The virtual internet of things data of quasi- internet of things sensors, to generate virtual internet of things data.
6. a kind of device for generating internet of things sensors data, which is characterized in that the device includes:
Data storage cell, wherein registering the multiple internet of things sensors measured by each of multiple internet of things sensors
With the metadata of each of internet of things data；
Query analyzer extracts the search data corresponding to the desired internet of things data of user from the query statement of user；
Real-time internet of things data generator search data storage cell has member corresponding with the search data of extraction to search for
The internet of things sensors of data, and when finding true internet of things sensors, obtain true internet of things data；Internet of Things sensing
Device generates true internet of things data from data storage cell；
The internet of things sensors searcher of reality, when not finding true internet of things sensors, according to true Internet of Things netting index
According to the request of generator, the internet of things sensors having with metadata as the search data class of extraction is searched for；With
One true internet of things data generator, when true internet of things sensors searcher finds true Internet of Things sensing
When device, the internet of things data of true internet of things sensors is obtained from data storage cell, and raw using the internet of things data obtained
At the true internet of things data for being similar to true internet of things data.
7. device as claimed in claim 6, which is characterized in that the true internet of things data generator is deposited to from the data
The internet of things data for the true internet of things sensors that storage unit obtains executes machine learning, to generate the true Internet of Things
Data.
8. device as claimed in claim 6, which is characterized in that the reality internet of things sensors searcher is according to semantic search
Technology searches for the data storage cell, with search and metadata as extracted search data class.
9. device according to claim 8, which is characterized in that further include: virtual internet of things sensors generator, wherein
The virtual internet of things sensors generator utilizes the real internet of things sensors sensors configured pond found, from what is configured
Sensor cell generates virtual internet of things sensors, and registers virtual internet of things sensors generated；It is passed by virtual Internet of Things
The internet of things sensors and internet of things data of sensor measurement are as the virtual internet of things data in data storage cell.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
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| CN201810882909.2A CN109167817A (en) | 2018-08-06 | 2018-08-06 | A kind of method and device generating internet of things sensors data |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
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| CN201810882909.2A CN109167817A (en) | 2018-08-06 | 2018-08-06 | A kind of method and device generating internet of things sensors data |
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| CN109167817A true CN109167817A (en) | 2019-01-08 |
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| CN201810882909.2A Withdrawn CN109167817A (en) | 2018-08-06 | 2018-08-06 | A kind of method and device generating internet of things sensors data |
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| WO2022089399A1 (en) * | 2020-10-29 | 2022-05-05 | 中兴通讯股份有限公司 | Method and apparatus for obtaining sensor data, and electronic device and readable storage medium |
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| KR20170089082A (en) * | 2016-01-25 | 2017-08-03 | 한국전자통신연구원 | IoT Device management method using QR code |
| US20180123820A1 (en) * | 2016-11-03 | 2018-05-03 | Electronics And Telecommunications Research Institute | Apparatus and method of generating internet of things data |
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| CN103092880A (en) * | 2011-10-31 | 2013-05-08 | 国际商业机器公司 | Method and system for marking raw data generated by objects in Internet of things |
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| CN106302680A (en) * | 2016-08-06 | 2017-01-04 | 内蒙古大学 | A kind of data based on Internet of Things display background system |
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| WO2022089399A1 (en) * | 2020-10-29 | 2022-05-05 | 中兴通讯股份有限公司 | Method and apparatus for obtaining sensor data, and electronic device and readable storage medium |
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