CN110648080A - Information physical system based on intelligent points and construction method thereof - Google Patents
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Abstract
The invention provides a construction method of an information physical system based on intelligent points, which comprises the following steps: a plant modeling step, which is used for constructing a plant entity object of the physical world into a digital plant model object; an intelligent definition step, which is used for constructing a model base, a knowledge base and a rule base; a processing engine definition step for constructing a processing engine unit; and an intelligent point constructing step of giving the functions of one or more engines of the processing engine unit to the plant model object through a data service unit to construct an intelligent point. The invention also provides an information physical system based on the intelligent point.
Description
Technical Field
The invention relates to the field of intelligent factories, in particular to an information physical system based on intelligent points and a construction method thereof.
Background
The modern informatization technology, the Internet technology and the Internet of things technology greatly reduce the cooperation cost of factory production and management and greatly improve the factory production and operation efficiency. However, these techniques alone cannot replace the actual operators and managers in the plant, because the operators and managers are individuals with knowledge and experience; meanwhile, as the complexity of modern industrial systems is increased day by day, the learning curve of people lags behind the progress of the systems, and the personal knowledge and experience limits gradually become the bottleneck of the technological progress of modern factories.
Existing plant technologies include plant models that provide a solid object modeling solution for a plant, IoT that provides a collection solution for plant data, industrial data lakes that provide storage, custom data services and query solutions for plant data, and knowledge bases that provide knowledge and rules solutions for expert systems. However, these technologies do not form a whole, that is, "intellectualization" of the plant object cannot be realized, and the plant object has the capability of calculation, prediction and knowledge learning.
Disclosure of Invention
In view of the above problems, the present invention binds knowledge, rules, algorithms or models with the capabilities of business computation, intelligent prediction, alarm, etc. to plant model objects to make them become intelligent points (agents), so that the plant model objects have the capabilities of computation, prediction, knowledge learning, thereby implementing intelligent analysis, prediction early warning, production monitoring and visualization information Physical System (CPS) based on intelligent points.
According to an aspect of the present invention, there is provided a method for constructing an cyber-physical system based on an intelligent point, including:
a plant modeling step, which is used for constructing a plant entity object of the physical world into a digital plant model object;
an intelligent definition step, which is used for constructing a model base, a knowledge base and a rule base;
a processing engine definition step for constructing a processing engine unit; and
and an intelligent point constructing step of giving the functions of one or more engines of the processing engine unit to the plant model object through a data service unit to construct an intelligent point.
According to an embodiment, wherein the model base includes a set of models that predict early warning usage.
According to an embodiment, wherein the knowledge base comprises a set of knowledge used by an expert system, the knowledge comprising the associated facts and data.
According to an embodiment, wherein the rule base comprises a set of rules for use by the business alarm.
According to an embodiment, the processing engine unit comprises a rules engine, a big data analysis engine, a search engine, an optimized computing service engine, a special service engine, wherein the rules engine is used for receiving data input, interpreting business rules and making business decisions according to the business rules when applying business alarms; the big data analysis engine is used for making prediction according to input data in a preset time period and models in the model base when predicting early warning application; the search engine is used for performing keyword search on unstructured data of the big data; the optimization calculation service engine is used for calculating an expert optimization algorithm according to the knowledge base and input data when an expert system is applied; the specialized services engine is used to integrate specialized services specific to a particular industry, domain, or business into the cyber-physical system.
According to an embodiment, wherein the intelligent defining step further comprises:
various data of a plant entity object corresponding to the plant model object is collected and stored through an Internet of things (IoT) data collection unit.
According to the embodiment, the intelligent point is further used for calling one or more engines of the processing engine unit through the data service unit, processing, calculating, analyzing and storing processing results of the various data, and simultaneously notifying the business application unit through the data service unit.
According to the embodiment, the service application unit receives the processing result through the data service unit, and executes the service function of the service application.
According to another aspect of the present invention, there is also provided an cyber-physical system based on an intelligent point, including:
an industrial data lake for collecting and storing various data from plant entity objects of a physical world through an internet of things (IoT) data collection unit;
the intelligent defining unit comprises a model base, a knowledge base and a rule base and is used for defining models, knowledge and rules required by the processing engine unit for processing the various data;
a processing engine unit which comprises a rule engine, a big data analysis engine, a search engine, an optimization calculation service engine and a special service engine and is used for processing the various data of the industrial data lake according to the model, knowledge and rules defined by the intelligent definition unit and storing the processed result into the industrial data lake;
a data service unit for assigning the functions of one or more engines possessed by the processing engine unit to the plant model object to construct an intelligent point; and
and the intelligent point is used for calling one or more engines of the processing engine unit through the data service unit, processing, calculating and analyzing various data, storing a processing result and informing a business application unit through the data service unit.
According to an embodiment, the above-mentioned cyber-physical system further includes:
and the service application unit is used for receiving the processing result through the data service unit and executing the service function of the service application unit.
Additional features and advantages of the invention will be set forth in the description which follows, and in part will be obvious from the description, or may be learned by the practice of the invention. The objectives and other advantages of the invention will be realized and attained by the structure particularly pointed out in the written description and claims hereof as well as the appended drawings.
Drawings
The accompanying drawings, which are included to provide a further understanding of the invention and are incorporated in and constitute a part of this specification, illustrate embodiments of the invention and together with the description serve to explain the principles of the invention and not to limit the invention. In the drawings:
fig. 1 is a flowchart illustrating a method for constructing an intelligent point-based cyber-physical system according to an embodiment of the present invention.
Fig. 2 is a block diagram illustrating a structure of an intelligent point-based cyber-physical system according to an embodiment of the present invention.
Detailed Description
The following detailed description of the embodiments of the present invention will be provided with reference to the drawings and examples, so that how to apply the technical means to solve the technical problems and achieve the technical effects can be fully understood and implemented. It should be noted that, as long as there is no conflict, the embodiments and the features of the embodiments of the present invention may be combined with each other, and the technical solutions formed are within the scope of the present invention.
In general, the basic idea of the construction method of the intelligent point-based cyber-physical system according to the present invention is: the processing, calculation and analysis (collectively referred to as data processing herein) of the data are realized on the basis of completing modeling of plant model data, performing plant data acquisition through an internet of things (IoT) data acquisition unit, and creating a model base, a knowledge base and a rule base. Data processing is not limited to single rule parsing, real-time computation, or big data analysis, but rather enables a plant model object to have various capabilities by creating intelligent points (agents) on the plant model object. For example, an atmospheric and vacuum plant of a plant may create an intelligent point on the plant, and the intelligent point may implement rule parsing (e.g., alarm) capability, or may implement real-time calculation (e.g., statistics calculation) capability, or may implement data analysis (e.g., predictive warning) capability, or may have both of these capabilities. The information physical system (CPS) is used as a platform, the specific capability of an intelligent point can not be limited to the three types, and the capability of the intelligent point can be expanded by defining a special service.
The intelligence of the intelligent point is just because the intelligent point can provide different capabilities, and the intelligent point can change the data of the factory from original data into data with actual value, so that the object of each factory model has the analysis, calculation and learning capabilities.
Hereinafter, a method of constructing an intelligent point-based cyber-physical system and the constructed cyber-physical system according to the present invention will be described with reference to fig. 1 and 2. Fig. 1 is a flowchart illustrating a method for constructing an intelligent point-based cyber-physical system according to an embodiment of the present invention. Fig. 2 is a block diagram illustrating a structure of an intelligent point-based cyber-physical system according to an embodiment of the present invention.
As shown in fig. 1, a method for constructing an cyber-physical system based on an intelligent point according to an embodiment of the present invention includes:
a plant modeling step S1 for constructing plant entity objects of the physical world as digital plant model objects. In an embodiment, plant modeling may be performed by a plant model system that constructs physical objects of a plant in the real world as model objects of an information world.
Further, the above construction method further comprises: and an intelligent definition step S2 for constructing a model base, a knowledge base and a rule base. Namely, a model base, a knowledge base and a rule base are established on the plant model object as the basis of intelligent analysis. As shown in fig. 2, these three types of libraries are used for different scenarios, respectively. In an embodiment, the model library comprises a set of models predicting early warning usage; the knowledge base comprises a set of knowledge used by the expert system, the knowledge comprising associated facts and data; the rule base includes a set of rules used by the business alarms.
In an embodiment, the intelligent defining step S2 further includes:
various data of a plant entity object corresponding to the plant model object is collected and stored through an Internet of things (IoT) data collection unit.
Specifically, objects of the plant model generate various data in the physical world, and the cyber-physical system needs to implement dynamic perception data. The information physical system collects data through an internet of things (IoT) data collection unit and collects the data generated by the plant model object to a data storage unit.
Further, the above construction method further comprises: a processing engine defining step S3 for constructing a processing engine unit; and
an intelligent point constructing step S4 of assigning, by the data service unit, the functions of the one or more engines possessed by the processing engine unit to the plant model object to construct an intelligent point.
Specifically, for the plant model object in step S1, an intelligent point (Agent) is constructed by the intelligent definition and processing engine. The intelligent point has the capabilities of analysis, prediction, early warning, decision making, execution and the like, and realizes real-time analysis and scientific decision making on data generated in the real world. The physical information system has "intelligence" that is embodied in that the intelligent point has the above-mentioned capabilities.
According to an embodiment, as shown in fig. 2, the processing engine unit comprises a rule engine, a big data analysis engine, a search engine, an optimized computing service engine, a dedicated service engine, wherein the rule engine is used for receiving data input, interpreting business rules and making business decisions according to the business rules when applying business alarms; the big data analysis engine is used for making prediction according to input data in a preset time period and models in the model base when predicting early warning application; the search engine is used for performing keyword search on unstructured data of the big data; the optimization calculation service engine is used for calculating an expert optimization algorithm according to the knowledge base and input data when an expert system is applied; the specialized services engine is used to integrate specialized services specific to a particular industry, domain, or business into the cyber-physical system.
In an embodiment, as shown in fig. 2, the intelligent point is further configured to invoke one or more engines of the processing engine unit through the data service unit, process, calculate, analyze, and store the processing result on the various data, and notify the business application unit through the data service unit. And the service application unit receives the processing result through the data service unit and executes the service function of the service application unit. And the service application unit feeds back the analysis result to the physical world through the service logic of the service application, so that the physical world is accurately executed.
In summary, the cyber-physical system constructed by the construction method forms a platform, realizes state perception of a real-world object through the internet of things (IoT) by relying on a factory model, realizes real-time analysis and scientific decision on the real world through establishing a model base, a knowledge base and a rule base, customizes data service through business application, and realizes accurate execution of the physical world according to the result of the scientific decision based on the calculation and analysis result of the cyber-physical system.
According to another aspect of the present invention, there is also provided an cyber-physical system based on an intelligent point, as shown in fig. 2, the cyber-physical system including:
an industrial data lake for collecting and storing various data from plant entity objects of a physical world through an internet of things (IoT) data collection unit;
the intelligent defining unit comprises a model base, a knowledge base and a rule base and is used for defining models, knowledge and rules required by the processing engine unit for processing the various data;
a processing engine unit which comprises a rule engine, a big data analysis engine, a search engine, an optimization calculation service engine and a special service engine and is used for processing the various data of the industrial data lake according to the model, knowledge and rules defined by the intelligent definition unit and storing the processed result into the industrial data lake;
a data service unit for assigning the functions of one or more engines possessed by the processing engine unit to the plant model object to construct an intelligent point; and
and the intelligent point is used for calling one or more engines of the processing engine unit through the data service unit, processing, calculating and analyzing various data, storing a processing result and informing a business application unit through the data service unit.
According to the above embodiment, the industrial data lake system may be a central storage warehouse, and industrial data is stored in the industrial data lake system through the data pump, so as to provide the industrial application with the function of reading industrial data.
Further, the cyber-physical system according to the present invention further includes:
and the service application unit is used for receiving the processing result through the data service unit and executing the service function of the service application unit.
Those skilled in the art will appreciate that the modules or steps of the invention described above can be implemented in a general purpose computing device, centralized on a single computing device or distributed across a network of computing devices, and optionally implemented in program code that is executable by a computing device, such that the modules or steps are stored in a memory device and executed by a computing device, fabricated separately into integrated circuit modules, or fabricated as a single integrated circuit module. Thus, the present invention is not limited to any specific combination of hardware and software.
Although the embodiments of the present invention have been described above, the above description is only for the convenience of understanding the present invention, and is not intended to limit the present invention. It will be understood by those skilled in the art that various changes in form and details may be made therein without departing from the spirit and scope of the invention as defined by the appended claims.
Claims (10)
1. A construction method of an information physical system based on intelligent points comprises the following steps:
a plant modeling step, which is used for constructing a plant entity object of the physical world into a digital plant model object;
an intelligent definition step, which is used for constructing a model base, a knowledge base and a rule base;
a processing engine definition step for constructing a processing engine unit; and
and an intelligent point constructing step of giving the functions of one or more engines of the processing engine unit to the plant model object through a data service unit to construct an intelligent point.
2. The construction method according to claim 1, wherein the model library comprises a set of models predicting early warning usage.
3. The construction method of claim 1, wherein the knowledge base comprises a collection of knowledge used by an expert system, the knowledge comprising associated facts and data.
4. The construction method according to claim 1, wherein the rule base comprises a set of rules used by the business alarm.
5. The construction method according to any one of claims 1 to 4, wherein the processing engine unit comprises a rules engine, a big data analysis engine, a search engine, an optimized computing service engine, a dedicated service engine, wherein the rules engine is used for receiving data input, interpreting business rules and making business decisions according to the business rules when applying business alarms; the big data analysis engine is used for making prediction according to input data in a preset time period and models in the model base when predicting early warning application; the search engine is used for performing keyword search on unstructured data of the big data; the optimization calculation service engine is used for calculating an expert optimization algorithm according to the knowledge base and input data when an expert system is applied; the specialized services engine is used to integrate specialized services specific to a particular industry, domain, or business into the cyber-physical system.
6. The construction method according to claim 5, wherein the intelligent definition step further comprises:
various data of a plant entity object corresponding to the plant model object is collected and stored through an Internet of things (IoT) data collection unit.
7. The construction method according to claim 6, wherein the intelligent point is further used for calling one or more engines of the processing engine unit through a data service unit, processing, calculating, analyzing and storing processing results of the various data, and simultaneously notifying a business application unit through the data service unit.
8. The construction method according to claim 7, wherein the service application unit receives the processing result through a data service unit, and executes the service function of the service application.
9. An cyber-physical system based on a smart point, comprising:
an industrial data lake for collecting and storing various data from plant entity objects of a physical world through an internet of things (IoT) data collection unit;
the intelligent defining unit comprises a model base, a knowledge base and a rule base and is used for defining models, knowledge and rules required by the processing engine unit for processing the various data;
a processing engine unit which comprises a rule engine, a big data analysis engine, a search engine, an optimization calculation service engine and a special service engine and is used for processing the various data of the industrial data lake according to the model, knowledge and rules defined by the intelligent definition unit and storing the processed result into the industrial data lake;
a data service unit for assigning the functions of one or more engines possessed by the processing engine unit to the plant model object to construct an intelligent point; and
and the intelligent point is used for calling one or more engines of the processing engine unit through the data service unit, processing, calculating and analyzing various data, storing a processing result and informing a business application unit through the data service unit.
10. The cyber-physical system of claim 9, further comprising:
and the service application unit is used for receiving the processing result through the data service unit and executing the service function of the service application unit.
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| CN112204547A (en) * | 2020-05-26 | 2021-01-08 | 深圳市智物联网络有限公司 | Data processing method, device and equipment based on industrial object model |
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| CN112364088A (en) * | 2020-12-02 | 2021-02-12 | 四川长虹电器股份有限公司 | Visual configuration system based on factory digital manufacturing resources |
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