CN107357958A - A kind of quick method and connector for realizing Integrated Simulation - Google Patents
A kind of quick method and connector for realizing Integrated Simulation Download PDFInfo
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- CN107357958A CN107357958A CN201710440692.5A CN201710440692A CN107357958A CN 107357958 A CN107357958 A CN 107357958A CN 201710440692 A CN201710440692 A CN 201710440692A CN 107357958 A CN107357958 A CN 107357958A
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Abstract
The invention discloses a kind of quick method and connector for realizing Integrated Simulation, the connector includes:Corpus, the mapping relations between the keyboard and mouse instruction of the service order and target software that store major software;Shape library, store the graphical user interface information of target software;Command mappings module, service order is converted into keyboard and mouse instruction;Execution module is instructed, generation keyboard and mouse signal function is in target software;Interface monitoring module, monitoring objective software, extract real-time interface information;Message processing module, real-time interface information graphical user interface information corresponding with shape library is entered whether row information multilevel iudge performs correctly;Central control unit, coordinate the sequential operation of each module and provide to calculate to each module to support according to the comparative result of message processing module;Data conversion module, the form of the output data file of target software is converted into the compatible form of major software.The connector realizes the fast integration of software using graphic user interface docking.
Description
Technical field
The present invention relates to Integrated Simulation field, more particularly to a kind of quick method and connector for realizing Integrated Simulation.
Background technology
Extensive use of the computer software in each field has been greatly facilitated the liberation and development of social productive forces.With business
The increasingly complexity of flow, often needs to use various software to carry out work compound in Practical Project problem.However, in a kind of software
On the basis of develop function possessed by other software again and will expend a large amount of manpower and materials, without realistic meaning.Software set
Into providing a kind of thinking to solve this problem, will each software be called as module.As a kind of efficient software
Development scheme, Software Integration Technique have been to be concerned by more and more people.
In Integrated Simulation field, Liu Qingzhi etc. exists《The Software Integration Technique research of object-oriented》In propose one kind and be based on
The Integrated Simulation strategy of api function and Windows unified management application program mechanism, it is integrated, several that Integrated Simulation is divided into interface
According to integrated three aspects of integrated and code.Lin Qiang etc. exists《Intelligent Community information system software based on Web Services integrates
Framework》It is middle to propose a kind of Integrated Simulation scheme exchanged using Web service with completion message with Data Format Transform.Wu Jian is strong etc.
《The analysis and design of Integrated Real-time Platform for Advance Process Control》Middle proposition is used as Dynamic matrix control by the use of real-time data base
The integration environment of software.
In summary, mainly there is the technical scheme of two kinds of progress Integrated Simulations at present, i.e. software interface docks and passed through number
Docked according to storehouse.However, both modes can also run into many problems in actual applications.
Docked according to software interface, then need to contact software developer to obtain corresponding software interface.For business
Secrecy and system security consideration, business software generally has good packaging effects, and general do not provide docks the soft of user's request
Part interface.Therefore, when there is docking demand, software developer need to develop software again for the individual demand of client and connect
Mouthful.And once demand changes, then mean that interface will need to configure again.This mode would generally be opened to user and software
A series of the problem of hair business brings cooperation and communications, and bring extra high manpower, financial resources and time cost to user.
According to connection, then need to contact software developer to obtain the access of database used in the software
Operating right, and data table definitions.By the use of database as data sharing pond, the data exchange between multiple softwares can be achieved
And network service.The advantages of this docking mode, is only to need to open a database read/write authority account to client, relatively
It is simple and easy.But in some cases, it is contemplated that the sensitiveness of data and the stability of software systems, software developer may
Refusal provides database access operation authority.Moreover, the output data of some softwares not write into Databasce, but with certain number
Preserved according to form (such as .dat) to local.This results in the scheme connected by database and failed.
Both the above scheme is highly dependent on software developer, the shortcomings of time-consuming, laborious, high cost be present, some
In the case of even can not carry out Integrated Simulation.And business software typically has good human-computer interaction interface, therefore it is contemplated that profit
The third scheme as Integrated Simulation is docked with graphical user interface (Graphical User Interface, GUI).
The content of the invention
It is an object of the invention to provide a kind of quick connector for realizing Integrated Simulation, graphic user interface is utilized
(Graphical User Interface, GUI) docks the fast integration for realizing software.
A kind of quick connector for realizing Integrated Simulation, including:
Corpus, the mapping relations between the keyboard and mouse instruction of the service order and target software that store major software;
Shape library, store the graphical user interface information of target software;
Command mappings module, the service order of major software is received, by searching the mapping relations in corpus, business is referred to
Order is converted to keyboard and mouse instruction;
Execution module is instructed, corresponding keyboard and mouse signal function is generated in the figure of target software according to keyboard and mouse instruction
Shape user interface;
Interface monitoring module, the graphic user interface change of real-time monitoring objective software, extracts real-time interface information;
Message processing module, real-time interface information graphical user interface information corresponding with shape library is entered into row information ratio
Relatively judge whether to perform correctly;
Central control unit, the sequential operation of each module is coordinated and to each according to the information comparative result of message processing module
Module is provided to calculate and supported;
Data conversion module, the form of the output data file of target software is converted into the compatible form of major software.
Quick suitable for the present invention realizes that the connector of Integrated Simulation carries out integrated major software and should possess support figure
Change the ability of operation flow programming, you can by pulling, connecting FB(flow block), and editing process block diagram content, so as to realize
The quick design of operation flow.
Quick suitable for the present invention realizes that the connector of Integrated Simulation carries out integrated target software and should have following spy
Sign:1) output data is preserved to local data file, and the data file supports parsing;2) graphic user interface (GUI) is provided.
The quick of the present invention realizes that the connector of Integrated Simulation realizes major software (up-stream software) using graphic user interface
With docking for target software (down-stream software), being assigned according to certain workflow execution major software for task, people is to mesh for simulation
Mark software is operated.Under this application model, it is not necessary to which carrying out docking to the rear end of major software and target software can be complete
Docking between two softwares, mating operation amount is greatly reduced, reduce user cost, will not more bring safety hidden to system
Suffer from.
The major function of command mappings module is that the service order for providing major software is mapped to keyboard and mouse instruction.
Because the service order that major software provides is probably the expression-form of natural language, therefore need first to enter service order
Row decomposes and semantic understanding, and is converted to keyboard and mouse operational order, by the service order of major software and the keyboard of target software
Mapping relations between mouse instructions are stored in corpus.
Shape library is used to store graphical user interface information, and described graphical user interface information includes graphic user interface
Picture and graphic user interface on control information;The control information includes control numbering, the coordinate of control, control are supported
Keyboard or the attribute of mouse input operation.
The model of described graphical user interface information is:
Map < Picture_ID, Content >,
Content={ Widget_ID, Widget_Coordinate, Widget_Key, Widget_Mouse }, wherein,
Widget_ID is the control numbering on interface, and Widget_Coordinate is the coordinate of control, Widget_Key and Widget_
Mouse is respectively to support keyboard and mouse input operation attribute.Further, described keyboard and mouse instruction includes keyboard instruction
And/or mouse instructions;The keyboard instruction includes keypad virtual key code m times, and m is positive integer;The mouse instructions include will
Mouse is moved at the coordinate of control, and mouse left/right key is clicked n times or mouse roller is rolled under n, and n is positive integer.
Preferably, quickly realizing the connector of Integrated Simulation also includes operation interface, for corpus and shape library
Input, additions and deletions or change are looked into.
The major function of instruction execution module is to receive keyboard mouse instructions and generate keyboard and mouse signal to directly act on
The graphic user interface of target software, simulation people respond upstream requests to the operation behavior of graphic user interface.
Preferably, described instruction execution module is keyboard and mouse signal generator, including Script Programming can be carried out
Software or the hardware circuit that can be programmed.
Because the input rule that different software has is possible to different, it is therefore necessary to make the company for quickly realizing Integrated Simulation
The keyboard and mouse signal that device is sent to matching according to the coding rule of input method used in target software is connect, otherwise target is soft
Part will be unable to identify this signal, so as to cannot respond to quickly realize the service request of the connector of Integrated Simulation.
The major function of interface monitoring module be obtain target software real-time interface go forward side by side row mode identification, supervise keyboard
Whether mouse signal correctly performs according to instruction.
Preferably, described interface monitoring module is higher frequency camera or monitoring software.
Message processing module row information will be entered with operation flow according to current graphic user interface content compared with judge
Whether perform correctly, and result is fed back into central control unit, to determine to instruct the operation of execution module next step.
The process that described information compares mainly includes:
(I) carrying for the characteristic vector of image is carried out to the graphic user interface in the real-time interface of target software and shape library
Take, the graphic user interface picture in shape library and real-time interface images are carried out similarity mode by feature based vector, if looking into
Similar pictures are found, obtain the control information information of the similar pictures, carry out step (II);
If do not find similar pictures, then it represents that perform error.
The mathematical description of the process is:
Map < Picture_Feat, Picture_Info >,
Wherein, Picture_Feat is the characteristic vector of picture, and Picture_Info is the control information of picture.
Further, the characteristic vector includes texture, color and edge;The control information includes control numbering, control
Coordinate, the control of part support keyboard or the attribute of mouse input operation.
The distance in the process feature based space of the similarity mode calculates.
Common distance metric index includes Euclidean distance, manhatton distance etc..Distance value is smaller, represents similarity and gets over
It is high.
Preferably, using Euclidean distance as measuring similarity index when carrying out similarity mode, the calculating of Euclidean distance
Formula is as follows:
In formula, xi=[xi1, xi2..., xin]T、xj=[xj1, xj2..., xjn]TThe n Wei Te of two sample points are represented respectively
Sign vector;xiuAnd xjuCharacteristic vector x is represented respectivelyiWith characteristic vector xjU-th of feature;Dist(xi, xj) it is two sample points
The distance between.
(II) interface information based on similar pictures, further identifies the control state multidate information at real-time interface, and with
Service order content is contrasted, and represents to perform correctly if both are consistent;
Represent to perform error if both are inconsistent.
Such as service order content is " to open valve V1 ", then valve V1 controls in target interface content corresponding to the instruction
It should be at open mode.
If performing correctly, central control unit control instruction execution module carries out next step operation, and otherwise, center control is single
Member prevents instruction execution module from carrying out next step operation and error message is write into daily record.
Preferably, quickly realizing the connector of Integrated Simulation also includes alarm;If the knot that message processing module judges
For fruit to perform error, alarm sends alarm signal, notifies related personnel's interventional procedure.
Central control unit will coordinate the sequential operation of each module, and provides calculating and support.
Target software generates output data file, the master of data conversion module after the operation flow of major software is finished
Want function be the output data file of target software enter row format conversion, can by major software compatibility.
The data conversion module is a kind of decoding software.Data conversion module is according to the data of target software and major software
The read-write rule of file is configured.
The write-in rule progress file decoding of the output data file provided according to the developer of target software, and according to
The reading rule conversion of major software generates new data file, so that major software calls.
Preferably, quickly realizing the connector of Integrated Simulation also includes storage card, for storage running error log, language
It is data cached during material storehouse, shape library and data file transition.
Present invention also offers a kind of quick method for realizing Integrated Simulation, including:
(1) establish major software service order and target software keyboard and mouse instruction between mapping relations and be stored into
Corpus;Obtain the graphical user interface information of target software and be stored into shape library;
(2) service order of major software is received, by searching the mapping relations in corpus, service order is converted into key
Disk mouse instructions;
(3) generation keyboard and mouse signal is instructed according to keyboard and mouse and acts on the graphic user interface of target software;
(4) the graphic user interface change of monitoring objective software in real time, extract real-time graph user interface information and with figure
Corresponding graphical user interface information, which is compared, in shape storehouse judges whether to perform correctly;
If performing correct, progress next step operation, otherwise, prevent to carry out next step operation, error message is write into day
Will and alert notice related personnel's interventional procedure;
(5) target software produces output data file after the operation flow of major software is finished, by output data text
The form of part is converted into the compatible form of major software.
Compared with prior art, beneficial effects of the present invention are:
1st, software interface or connection need not be carried out between major software and target software, it is only necessary to soft according to target
The graphic user interface operating instruction of part carries out valid operation.Using the connector of the present invention by major software and target software
When being docked, completely using legal data input/output operation, safety will not be brought hidden to major software and target software
Suffer from;
When the 2nd, being docked using the connector of the present invention, docking efficiency can be greatly promoted, reduce with software developer it
Between communication live load, be advantageous to engineering construction;
3rd, the autgmentability docked using the connector of the present invention is strong, as long as target software has graphic user interface and data
Output file.
Brief description of the drawings
Fig. 1 is the structural representation of the quick connector for realizing Integrated Simulation of the present invention;
Fig. 2 is the operating diagram of command mappings module;
Fig. 3 is the operating diagram of data conversion module;
Fig. 4 is the schematic flow sheet of the quick method for realizing Integrated Simulation of the present invention.
Fig. 5 is the case schematic diagram that the present invention implements 1.
Embodiment
As shown in figure 1, the quick connector for realizing Integrated Simulation of the present invention, functionally including central control unit,
Command mappings module, instruction execution module, interface monitoring module, message processing module, alarm, data conversion module, are also wrapped
Include corpus and shape library.
Operation flow instruction is sent to connector by major software, the behaviour for making it be assigned according to operation flow execution major software
Make task, the behavior for simulating people operates to the graphic user interface of target software.
As shown in Fig. 2 in initial phase, connector need to be passed through according to the operating instruction of target software by implementing personnel
Operation interface craft typing service order and the mapping relations of keyboard and mouse instruction, form corpus.
For example, the form of keyboard and mouse operational order is:(its coordinate is at certain control at targeted graphical interface
(x, y)), input operation is that keyboard presses F1 keys or left mouse button is double-clicked 1 time.
For example, service order for " open valve V1 ", corresponding keyboard and mouse instruction for " mouse be moved to coordinate (60,
100) place, left button are clicked 1 time ", this is added in corpus to command mappings.It is soft to store master equivalent to dictionary for corpus
Mapping relations between the keyboard and mouse instruction of the service order and target software of part.
When command mappings module receives service order, " when opening valve V1 ", the module carries out the information in corpus
Matching, being converted to corresponding keyboard and mouse instruction according to matching result, " mouse is moved to coordinate (60,100) place, and left button is clicked
1 time ".
Instruct execution module to receive keyboard mouse action instruction repertorie, and generate corresponding keyboard and mouse analog signal,
Directly act on the graphic user interface of target software.Instruction execution module is that can carry out the software of Script Programming, and the programming is soft
Keyboard and mouse signal caused by part and the coding rule of input method used in target software match.
In initial phase, implementation personnel obtain the graphical information of the graphic user interface of target software and are stored into figure
Storehouse.
Interface monitoring module is higher frequency camera, and the interface of real-time monitoring objective software is changed, and extracts current Graphics user
The coordinate information of control and support keyboard/mouse input operation attribute on interface.
The graphical information being stored in interface information and shape library that message processing module extracts interface monitoring module is entered
Row compares, and difference is fed back into central control unit.
When interface, the interface information for the target software that monitoring module monitors and the operation flow that major software gives are inconsistent
When, error message is write daily record and sends alarm signal by central control unit, triggers alarm, notifies keeper to intervene behaviour
Make.
Target software generates output data file after the operation flow of major software is finished, data conversion module is one
Kind decoding software, is configured, its major function is mesh according to the read-write rule of target software and the data file of major software
Mark software output data file enter row format conversion, can by major software compatibility.
As shown in figure 3, data conversion module receives the data file A of file destination output, according to the exploitation of target software
The read-write rule 1 for the data file A that business is provided carries out file decoding, and new according to the conversion generation of read-write rule 2 of major software
Data file B, for major software call.
As shown in figure 4, the method for quickly realizing Integrated Simulation using above-mentioned connector comprises the following steps:
(1) establish major software service order and target software keyboard and mouse instruction between mapping relations and be stored into
Corpus;Obtain the graphical user interface information of target software and be stored into shape library;
(2) service order of major software is received, by searching the mapping relations in corpus, service order is converted into key
Disk mouse instructions;
(3) generation keyboard and mouse signal is instructed according to keyboard and mouse and acts on the graphic user interface of target software;
(4) the graphic user interface change of monitoring objective software in real time, extract real-time graph user interface information and with figure
Corresponding graphical user interface information is compared in shape storehouse;
If real-time graph user interface information graphical user interface information corresponding with shape library is consistent, carry out next
Step operation, otherwise, prevent to carry out next step operation, error message is write into daily record and alert notice related personnel's interventional procedure;
(5) target software produces output data file after the operation flow of major software is finished, by output data text
The form of part is converted into the compatible form of major software.
Embodiment 1
With being integrated into for certain petroleum chemical enterprise Exercise Control platform (major software) and production safety analogue system (target software)
Example, the application process of the present invention is shown, as shown in Figure 5.
Described Exercise Control platform can realize the management of rehearsal script, rehearsal process control and rehearsal procedure graph exhibition
Show, edlin can be entered to script by major software interface wherein rehearsal script management is user, rehearsal process control runs pin
This.The rehearsal pattern of current control platform is limited only to text deduction, is not directed to production operation aspect so as to lack number of passes
According to feedback.On the other hand, true rehearsal process will expend a large amount of manpower and materials.To solve this problem, most direct mode is just
It is to integrate a production safety analogue system.
Described production safety analogue system has technological process emulation, the emulation of accident situation and accident emergency emulation etc. must
Want function.Technological process, which emulates, can support the parameter configuration of process model, such as certain valve opening is set as into 60%, by certain electricity
Machine switch beats opening/closing etc..Accident situation simulation process can support fault configuration, and by taking wherein centrifugal pump system as an example, it has
Centrifugal pump inlet valve blocks, electrical fault, centrifugal pump impeller such as release at 5 kinds of fault modes, corresponding to the control on software interface
Part is F1~F5.Accident emergency simulation process can support emergency operation, there is the method for removing of a set of specification for every kind of failure, right
Should be R1~R5 in the control on software interface.
The simulation software has good packaging effects, does not support software interface and database interface to carry out Integrated Simulation, but
With good human-computer interaction interface.On the other hand, the software can be supported emulation data output to its local dat file
In, and corresponding dat document analysis scheme is provided in software document.Therefore, the simulation software meets that the present invention is carried
The integrated precondition gone out.
After Integrated Simulation is realized, for above-mentioned 3 processes, after Exercise Control platform gives corresponding configuration instruction, accordingly
Technique, equipment, accident diffusion and model of meeting an urgent need will be emulated, produce emulation data file and simultaneously feed back to control platform.Such as
This is reciprocal, will constantly be interacted between two softwares.
The interface images of simulation software and corresponding Back ground Information shift to an earlier date in typing shape library.All controls are supported
Service order and keyboard and mouse operational order be also stored into corpus.
It is now assumed that the service order of major software is as follows:1) outlet valve V3 is closed.2) motor switch PK1 is closed.3) open high
Point air bleeding valve V5, until after blue color point occurs, close valve V5.User will carry out business process map shape on major software interface
Change programming, as shown in Figure 5.
For the service order, mapping is obtained corresponding keyboard and mouse instruction and is by command mappings module:1) mouse moves
Clicked 1 time to (x1, y1) place left button;2) mouse is moved to (x2, y2) place left button and clicked 1 time;3) mouse is moved to (x3, y3) place
Left button is clicked 1 time;4) when coordinate (x4, y4) place control RGB color is (0,0,255), mouse is moved to (x3, y3) place left button list
Hit 1 time.
Instruction execution module will perform above-mentioned key mouse instruction successively.For example, when performing step 1), robot will control mouse
Mark is moved at the control V3 that simulation software interface coordinate is (x1, y1), and is performed left button and clicked 1 time.If correct perform, now
Control V3 state will be changed into ON from OFF.
For Simulation Interface as shown in Figure 5, interface monitoring module will catch the interface go forward side by side row mode identification, extract the boundary
The features such as the color in face, texture, edge, and matched with having deposited picture in shape library.If current interface content is not belonging to industry
The business of defined, then write daily record, and alert notice related personnel's interventional procedure by error message in flow of being engaged in;Otherwise, after
It is continuous to perform.Message processing module will identify the state of control in interface and be compared.For example, if current interface is not V3 institutes
At interface, or after step 1) is performed, control V3 state is still OFF on interface, then explanation performs error.
Finally, simulation software will produce dynamic data and preserve into dat files.Changed by document analysis and form,
Data will be fed back in console software.
Technical scheme and beneficial effect are described in detail embodiment described above, it should be understood that
The specific embodiment of the present invention is the foregoing is only, is not intended to limit the invention, it is all to be done in the spirit of the present invention
Any modification, supplement and equivalent substitution etc., should be included in the scope of the protection.
Claims (10)
- A kind of 1. quick connector for realizing Integrated Simulation, it is characterised in that including:Corpus, the mapping relations between the keyboard and mouse instruction of the service order and target software that store major software;Shape library, store the graphical user interface information of target software;Command mappings module, the service order of major software is received, by searching the mapping relations in corpus, service order is turned It is changed to keyboard and mouse instruction;Execution module is instructed, generate corresponding keyboard and mouse signal function according to keyboard and mouse instruction uses in the figure of target software Family interface;Interface monitoring module, the graphic user interface change of real-time monitoring objective software, extracts real-time interface information;Message processing module, real-time interface information graphical user interface information corresponding with shape library is entered into row information and relatively sentenced It is disconnected whether to perform correctly;Central control unit, the sequential operation of each module is coordinated and to each module according to the information comparative result of message processing module There is provided to calculate and support;Data conversion module, the form of the output data file of target software is converted into the compatible form of major software.
- 2. the quick connector for realizing Integrated Simulation according to claim 1, it is characterised in that also including alarm;If For the result that message processing module judges to perform error, alarm sends alarm signal.
- 3. the quick connector for realizing Integrated Simulation according to claim 1, it is characterised in that described graphical user circle Face information includes the control information on the picture and graphic user interface of graphic user interface;The control information includes control numbering, the coordinate of control, control support keyboard or the attribute of mouse input operation.
- 4. the quick connector for realizing Integrated Simulation according to claim 1, it is characterised in that keyboard and mouse instruction includes Keyboard instruction and/or mouse instructions;The keyboard instruction includes keypad virtual key code m times, and m is positive integer;The mouse refers to Order include mouse is moved at the coordinate of control, mouse left/right key click n time, mouse roller rolling n under, n is positive integer.
- 5. the quick connector for realizing Integrated Simulation according to claim 1, it is characterised in that also including operation interface, Looked into for the input of corpus and shape library, additions and deletions or change.
- 6. the quick connector for realizing Integrated Simulation according to claim 1, it is characterised in that also including storage card, use It is data cached during storage running error log, corpus, shape library and data file transition.
- 7. a kind of quick method for realizing Integrated Simulation, including:(1) establish major software service order and target software keyboard and mouse instruction between mapping relations and be stored into language material Storehouse;Obtain the graphical user interface information of target software and be stored into shape library;(2) service order of major software is received, by searching the mapping relations in corpus, service order is converted into keyboard mouse Mark instruction;(3) generation keyboard and mouse signal is instructed according to keyboard and mouse and acts on the graphic user interface of target software;(4) the graphic user interface change of monitoring objective software in real time, extraction real-time graph user interface information and and shape library In corresponding graphical user interface information be compared judge whether to perform it is correct;If performing correct, progress next step operation, otherwise, prevent to carry out next step operation, error message is write into daily record simultaneously Alert notice related personnel's interventional procedure;(5) target software produces output data file after the operation flow of major software is finished, by output data file Form is converted into the compatible form of major software.
- 8. the quick method for realizing Integrated Simulation according to claim 7, it is characterised in that in step (4), described letter Ceasing the process compared mainly includes:(I) extraction of the characteristic vector of image is carried out to the graphic user interface in the real-time interface of target software and shape library, Graphic user interface picture in shape library and real-time interface images are carried out similarity mode by feature based vector, if finding Similar pictures, the interface information of the similar pictures is obtained, carry out step (II);If do not find similar pictures, then it represents that perform error;(II) interface information based on similar pictures, the control state multidate information at real-time interface, and and business are further identified Command content is contrasted, and represents to perform correctly if both are consistent;Represent to perform error if both are inconsistent.
- 9. the quick method for realizing Integrated Simulation according to claim 8, it is characterised in that in step (I), described spy Sign vector includes texture, color and edge;Described control information includes control numbering, the coordinate of control, control support keyboard Or the attribute of mouse input operation.
- 10. the quick method for realizing Integrated Simulation according to claim 8, it is characterised in that in step (I), carry out phase Using Euclidean distance as measuring similarity index when being matched like degree, the calculation formula of Euclidean distance is as follows:<mrow> <mi>D</mi> <mi>i</mi> <mi>s</mi> <mi>t</mi> <mrow> <mo>(</mo> <msub> <mi>x</mi> <mi>i</mi> </msub> <mo>,</mo> <msub> <mi>x</mi> <mi>j</mi> </msub> <mo>)</mo> </mrow> <mo>=</mo> <msup> <mrow> <mo>&lsqb;</mo> <msubsup> <mi>&Sigma;</mi> <mrow> <mi>u</mi> <mo>=</mo> <mn>1</mn> </mrow> <mi>n</mi> </msubsup> <msup> <mrow> <mo>(</mo> <msub> <mi>x</mi> <mrow> <mi>i</mi> <mi>u</mi> </mrow> </msub> <mo>-</mo> <msub> <mi>x</mi> <mrow> <mi>j</mi> <mi>u</mi> </mrow> </msub> <mo>)</mo> </mrow> <mn>2</mn> </msup> <mo>&rsqb;</mo> </mrow> <mrow> <mn>1</mn> <mo>/</mo> <mn>2</mn> </mrow> </msup> <mo>,</mo> </mrow>In formula, xi=[xi1, xi2..., xin]T、xj=[xj1, xj2..., xjn]TRespectively represent two sample points n dimensional features to Amount;xiuAnd xjuCharacteristic vector x is represented respectivelyiWith characteristic vector xjU-th of feature;Dist(xi, xj) between two sample points Distance.
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Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
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CN110543342A (en) * | 2018-09-20 | 2019-12-06 | 北京北方华创微电子装备有限公司 | OCX component response interface interaction method and device |
CN110609522A (en) * | 2018-06-15 | 2019-12-24 | 虫洞科技股份有限公司 | Machine parameter acquisition device |
CN115774573A (en) * | 2023-02-10 | 2023-03-10 | 美云智数科技有限公司 | Application integration method and device, electronic equipment and storage medium |
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CN115774573A (en) * | 2023-02-10 | 2023-03-10 | 美云智数科技有限公司 | Application integration method and device, electronic equipment and storage medium |
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