CN102395929A - Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm - Google Patents

Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm Download PDF

Info

Publication number
CN102395929A
CN102395929A CN201080016757XA CN201080016757A CN102395929A CN 102395929 A CN102395929 A CN 102395929A CN 201080016757X A CN201080016757X A CN 201080016757XA CN 201080016757 A CN201080016757 A CN 201080016757A CN 102395929 A CN102395929 A CN 102395929A
Authority
CN
China
Prior art keywords
machine
algorithm
information
running parameter
product
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.)
Granted
Application number
CN201080016757XA
Other languages
Chinese (zh)
Other versions
CN102395929B (en
Inventor
M.明茨贝格
G.兰德格拉夫
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.)
Robert Bosch GmbH
Original Assignee
Robert Bosch GmbH
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 Robert Bosch GmbH filed Critical Robert Bosch GmbH
Publication of CN102395929A publication Critical patent/CN102395929A/en
Application granted granted Critical
Publication of CN102395929B publication Critical patent/CN102395929B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Programme-control systems
    • G05B19/02Programme-control systems electric
    • G05B19/18Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
    • G05B19/406Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by monitoring or safety
    • G05B19/4065Monitoring tool breakage, life or condition
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/37Measurements
    • G05B2219/37254Estimate wear of subsystem of machine with measures from other subsystems
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/50Machine tool, machine tool null till machine tool work handling
    • G05B2219/50308Estimate wear from machining data and conditions
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

Landscapes

  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Manufacturing & Machinery (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • General Factory Administration (AREA)

Abstract

The invention relates to a method (400) for providing information about the wear and tear of a component (20) of a machine (35) or information about the quality of a product which is to be produced by the machine (10, 35). Said method comprises the following steps; an algorithm is provided (410) in a memory (80) of the machine (10), said algorithm being designed to provide information about the wear and tear of a component (20) of the machine (35) or information about the quality of a product which is to be produced by the machine (35), from the operational parameters of the machine (10, 35); a replacement algorithm (120) is received (420) by an interface of the machine (10, 35) and the algorithm is replaced in the memory (80) by the replacement algorithm (120), said replacement algorithm (120) being designed, when the machine is in operation, to provide information about the wear and tear of a component (20) of the machine (10, 35) or information about the quality of a product which is to be produced by the machine (10, 35), from the operational parameters of the machine (10, 35); a plurality of operational parameters of the machine (10, 35) are obtained (430) and information and output about the wear and tear of a component (20) of the machine (10, 30, 35) or information about the quality of a product which is to be produced by the machine (10, 30, 35) is determined (440) and output, said determination (440) being carried out using the replacement algorithm (120) and the obtained operational parameters.

Description

Method and the method that the replacement algorithm is provided about the information of machine part wearing and tearing are provided
Technical field
The present invention relates to a kind of method, a kind of method, a kind of opertaing device according to claim 10 and a kind of computer program according to claim 11 that is used to provide replacement algorithm (Ersatzalgorithmus) according to claim 5 that is used to provide about the information of the wearing and tearing of the parts of machine according to claim 1.
Background technology
In traditional machine, for example milling machine, drilling machine, lathe or laser cutting machine (being referred to as lathe), can infer the wearing and tearing of the parts of confirming of these machines through detecting definite running parameter.For example, through detecting vibration, motor speed, strength of current or voltage or can inferring the wearing and tearing of the bearing of this machine, make the function that to monitor machine continuously at the similar running parameter at the different parts place of this machine.For example when wrong material is processed (this can cause higher or cause vibration to be enhanced or irregular through the strength of current of the electric current of motor), also can monitor the quality of the product that will make through this machine in a similar fashion through analyzing such running parameter.Then can discern the quality of the product that will make through this machine equally according to these running parameters.But especially, can on the very long time period, guarantee the workmanship of this machine continuously.
In order to analyze these running parameters; In this machine, be provided with following algorithm: this algorithm be configured come in case the corresponding running parameter that receives machine as input quantity and obtain thus about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine, thereby guaranteed the workmanship of this machine.Yet this be noted that the characteristic of confirming (Auspraegungen) that this algorithm comprises running parameter with about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine fix related.Yet this is associated in this only these known mutual relationships of the moment at this algorithm of establishment of mappings work parameter.
Summary of the invention
The present invention based on task be can realize to the identification of the wearing and tearing of the parts of machine or to the improvement of the identification of the quality of the product that will make through this machine.
This task solves through method according to claim 1, method according to claim 5, opertaing device according to claim 10 and computer program according to claim 11.Favourable form of implementation of the present invention limits through relevant dependent claims and through following description.
The present invention proposes and a kind ofly be used to provide about the information of the wearing and tearing of the parts of machine or about the method for the information of the quality of the product that will make through this machine, wherein this method has following steps:
-in the storer of machine, algorithm is provided, wherein this algorithm is configured and comes so that provide about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine according to the running parameter of machine;
-interface through this machine receives the replacement algorithm and in storer, replace this algorithm through this replacement algorithm, and wherein this replacement algorithm is configured next so that during this machine works, provide about the information of the wearing and tearing of the parts of this machine perhaps about the information of the quality of the product that will make through this machine according to the running parameter of this machine;
A plurality of running parameters of this machine of-acquisition; And
-confirm and output about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine, wherein confirm under the situation of using replacement algorithm and the running parameter that is obtained, to carry out.
In addition, the present invention proposes a kind of method that is used to provide the replacement algorithm, this replacement algorithm is set for the algorithm in the replacement machine, and wherein this method has following steps:
-receive the running parameter of a plurality of machines through interface;
The running parameter of the said a plurality of machines of-analysis; So that under using, create the replacement algorithm to the understanding of the mutual relationship of the wearing and tearing of the parts of received running parameter and this machine or situation to received running parameter and the understanding of the mutual relationship of the quality of the product that will make through this machine, this replacement algorithm be configured next in case according to as the workload supply of input quantity as output quantity about the information of the wearing and tearing of the parts of this machine perhaps about the information of the quality of the product that will make through this machine; And
-will replace the unit that algorithm is transferred to this machine; So that in this machine, can replace algorithm algorithm is replaced through this, the algorithm that wherein will replace be configured equally come in case according to supply as the workload of input quantity as output quantity about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine.
The present invention has also proposed a kind of opertaing device, and this opertaing device is configured to carry out or control the step of a form of implementation of said method.
Opertaing device is at this electric equipment that can be understood that the processes sensor signal and export control signal in view of the above.This opertaing device can have can be with hardware mode and/or the interface that is configured with software mode.Under the situation with the hardware mode structure, interface for example can be the part of the extremely different functions that comprises opertaing device of so-called system ASIC.Yet also possible is that these interfaces are special-purpose integrated circuit or at least partly are made up of discrete device.Under situation with software mode structure, these interfaces can be for example on the microcontroller except other software modules of existence also software module.
A kind of computer program with program code also is favourable; This program code is stored in machine-readable carrier containing, as on semiconductor memory, harddisk memory or the optical memory; And when program was implemented on opertaing device, this program code was used to carry out the method for one of described form of implementation above the basis.
The present invention is based on following cognition: utilize progressive know-how also improve running parameter with about the information of the wearing and tearing of the parts of this machine perhaps about the mutual relationship between the information of the quality of the product that will make through this machine.For example, in the laboratory of the manufacturer of this machine, can in research subsequently, stipulate: other running parameters of confirming of this machine also can be realized the relevant information about the quality of the wearing and tearing of the parts of this machine or the product that will make.Machine can be lathe, for example be used for milling machine, drilling machine, lathe, the laser cutting machine of milling workpiece on x direction, y direction and/or z direction at this.Machine also can be wind power generation plant or Hydrodynamic unit or other any machines.Running parameter can be understood that the signal of represents physical amount.For example, on behalf of the vibration of the parts of this machine, running parameter can perhaps shine upon rotating speed, strength of current and/or the voltage of motor.
Yet be used for providing deposited in the storer of machine about the information of the wearing and tearing of the parts of this machine or about the algorithm of the information of the quality of the product that will make after; Problem is, can together consider the mutual relationship of discerning in the moment after a while between the quality of the wearing and tearing of the parts of running parameter and this machine or product.The method of being advised here can realize the consideration of this other information through following mode; For example can create new algorithm through the manufacturer of this machine, this new algorithm has been considered the new mutual relationship between the quality of running parameter and component wear or the product that will make.At this; Manufacturer (the perhaps central operator of a plurality of machines) can be for example obtains the different sets of running parameters from a plurality of machines, and simulates the effect of these running parameters to the quality of the parts of this machine or product through emulation (for example utilizing emulation tool MATLAB).In emulation, can together consider cognition about the renewal of interference volume, these interference volumes have been exactly known since for example from the storer this machine, creating this algorithm.Create new algorithm, promptly replace algorithm based on these new cognitions (for example through emulation tool itself), wherein new known interference volume perhaps (generally speaking) new mutual relationship between the quality of the end product that the wearing and tearing of the parts of running parameter and this machine perhaps will be produced is implemented.The replacement algorithm then is returned through interface and is transferred to the algorithm that is deposited in before said machine or a plurality of machines and the replacement.
Therefore the present invention provides following advantage: the mutual relationship between the quality of the product that the wearing and tearing of the parts of running parameter and this machine perhaps will be made through this machine can be maintained on the up-to-date know-how all the time.Bearing or axle that this can realize in time changing parts, for example machine make and can also further reduce shut down time through using the knowledge that after paying machine, just obtains.The knowledge of acquisition also can be used to guarantee the high-quality of the product processed through corresponding machine after paying machine.
Advantageously; Using at the algorithm that step provided that provides and to realize under the situation of first set of running parameter about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine; And wherein under the received replacement algorithm of the step that receives is using the situation of second set of running parameter, can realize about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine, wherein first of the running parameter set and second is gathered different.Such form of implementation of the present invention provides following advantage: other running parameters providing information fashion not consider according to the algorithm that will replace are taken into account now equally.This can realize the improvement to the assessment of the quality of the wearing and tearing of machine part or the product that will make.
In another form of implementation of the present invention, the step of acquisition also may be implemented as and makes a plurality of running parameters from a plurality of that store or the current detected running parameter of this machine, be selected.Such form of implementation of the present invention provides following advantage: the replacement algorithm has obvious more work parameter and can use, and therefore for example can confirm the mutual relationship between the quality of the wearing and tearing of each running parameter and parts or product through statistical analysis.Therefore, those individual working parameters relevant with the algorithm that will replace no longer will be provided, and provide obvious more work parameter, the replacement algorithm can be confirmed information corresponding according to these running parameters.
Step receiving the replacement algorithm also can receive following replacement algorithm: this replacement algorithm be configured in case extract and the storage characteristics data as the running parameter that is obtained, wherein these performance datas can realize the classification when said machine incident of appearance when working.Such form of implementation of the present invention provides following advantage: can realize the running parameter of being considered is reduced to definite performance data, these performance datas can realize incident is more easily classified.These performance datas then can be stored in the said machine and by other functional utilizations.
The step of the algorithm in receiving replacement algorithm and replacement storer also can change to the data memory structure of the storage of the running parameter of this machine and/or changes in the output to the result of the replacement algorithm on operator's the display device.This provides following advantage, can realize and replace algorithm adaptive to the storage of running parameter or the output to the result of replacement algorithm adaptive with the replacement algorithm.Can carry out handling fast with effectively of running parameter by this way.
In addition, in the step of analyzing, create the replacement algorithm with the form of dynamic base or with machine code.Such form of implementation of the present invention provides following advantage: said replacement algorithm can be implemented immediately on machine and needn't be loaded the specific software instrument that is used to implement this replacement algorithm.
Also advantageously; Adopt knowledge or the received running parameter of received running parameter and the mutual relationship of the wearing and tearing of the parts of this machine and the knowledge of the mutual relationship of the quality of the product that will make through this machine in the step of analyzing, these knowledge once were disabled when the algorithm that establishment will be replaced.Also once disabled knowledge when creating the algorithm that will replace like this is the further improvement of available know-how, makes thus the improved identification of quality of the product that will make to the wearing and tearing of the said parts of this machine or through this machine become possibility.
In another form of implementation of the present invention, receive the following running parameter of machine in the step that receives: said running parameter on the time period at least one month, especially to be detected on the time period of half a year at least.Such form of implementation of the present invention provides following advantage, can surpass long period section ground analytical work parameter, makes and can when creating the replacement algorithm, also suitably consider the faint outstanding wear trend or the continuous decline of product quality.
In addition, also can analyze the running parameter of following machine in the step of analyzing: said machine is configured to the production of different product type.Such form of implementation of the present invention provides following advantage: in the machine of the production that is configured to the different product type, can adopt components identical.These elements usually have identical character, make can infer the load-bearing capacity of these parts through the demands of different in the different machines.This can realize the better estimation to the long term wear characteristic of the corresponding component in each machine.
Description of drawings
Exemplarily set forth the present invention in more detail with reference to the accompanying drawing of the following stated.This:
Fig. 1 shows the frame circuit diagram of the system architecture with the exemplary opertaing device that is used for machine, embodiment that above that can embodiment of the present invention;
Fig. 2 shows the frame circuit diagram of an embodiment of discharge counter;
Fig. 3 shows the frame circuit diagram that is used for the system that data provide;
Fig. 4 shows the process flow diagram as the first embodiment of the present invention of method; And
Fig. 5 shows the process flow diagram as the second embodiment of the present invention of method.
Identical or similar elements in following accompanying drawing can through identical or similarly Reference numeral be equipped with, wherein saved being repeated in this description to these elements.
Embodiment
Fig. 1 shows the frame circuit diagram of the system architecture with the example data processing unit (remote state monitoring system (Remote Condition Monitoring System)) 10 that is used for machine, embodiment that above that can embodiment of the present invention.This machine comprises parts 20 at this, and said parts 20 for example can comprise bearing, driving motor, sensor, control device and/or miscellaneous part.Control device (NC, SPS, motion (Motion), RC ...), actuator (drive unit, possibly also have integrated SPS or motion) and intelligence sensor system (possibly have special analytic unit equally) will go up quilt in real-time level (Echtzeitebene) and found (finden).Unit 30 can communicate through interface 40 and the functional interface (Funktionsinterface) 50 that is used to encapsulate actual functional capability, and wherein running parameter (for example vibration, control signal or other detectable physical quantitys, like above-mentioned amount) is transferred to functional interface 50 through interface 40.Measurement data also can be supplied with by lathe 35 in the unit 33 of functional interface 50 and third-party vendor.Functional interface 50 has the interface 60 to database 70, in this database 70, can preserve setting (Setup) data, performance data, graph data, raw data or other data.Database 70 for example can be (for example Microsoft or Oracle) SQL database, and this SQL database also comprises except a plurality of other data that are used for each method data, characterization data, graph data, raw data or the like are set.In addition; Functional interface 50 also comprises algorithm enforcement unit 80; Implement in unit 80 at this algorithm, on the running parameter that for example algorithm or the replacement algorithm group or all that are embodied in each running parameter that receives through interface 40, a plurality of running parameters that receive through interface 40 receive through interface 40.Algorithm is implemented the interface that unit 80 also can be configured to the Dll that integrated (for example utilizing emulation tool Mathlab) created, and is used for promptly that integrated utilization Matlab creates and test and convert the interface of the algorithm of C# code subsequently into.Then can transmit and be stored in the database 70 by the data of the algorithm implemented output through interface 60.Opertaing device 10 can be built as general (generisch) data server 85 at this, and this general data server 85 comprises interface 40, functional interface 50, interface 60, database 80 and algorithm enforcement unit 80.In addition; Functional interface 50 can have the interface 90 to other data processing units or computing machine; Said other data processing units or computing machine for example can comprise the webserver (Web-Server) 100 (for example in Microsoft ASP.net technology and other graphics parts, being implemented) and networking client (Web-Client) 110 (this networking client 110 is for example implemented in browser as AJAX (being java script (Java-Script))), and said other data processing units or computing machine can make up according to the Microsoft.net standard.
According to one embodiment of present invention; Can defined file 120 be provided to database 70 now, said defined file 120 is especially realized the change of visual, analysis and measurement data structure in the opertaing device and is loaded into algorithm as the replacement algorithm implementing in the unit 80.More accurately: the measurement data file is used to describe surface characteristics (value that the type of demonstration, color are selected, will be shown predetermined), be used to describe for required form within database of analytical approach and the structure that is used to describe the measurement data file, will be transferred to remote state monitoring system from the measurement data of real-time part by it.(description of measurement data file structure can realize resolving simply and explaining the data of in measuring file, supplying.For example; Within file to circular moulding test (Kreisformtest); Except actual measurement data, such as the desired locations of motor and outer carriers and physical location or actual speed and the desired speed other parameters being provided also, such as speed that is provided at the sweep time that is used for writing down in the real-time part or circular diameter, advances or the like).Defined file 120 for example can be obtained under the situation of using measurement data file 130, and this measurement data file 130 is sent out the position (remote state monitoring system) of for this reason setting up to special through (having the head signaling information) running parameter of measuring one or more machines 35.Defined file 120 can be loaded into that algorithm is implemented in the unit 80 and produce change to the output of the data that changed perhaps to the data processing of the data that were processed in database 70 and the change of storage through the webserver 100 or networking client 110 at this.
At this, communication may be implemented as feasible OPC-UA (the OPC-UA=OPC unified shader (OPC-Unified Architecture) [=further improved OPC interface] of generally planning; OPC is initial: the OLE that is used for process control (Process Control).Between equipment and GDS (database server 85 that GDS=is general), can at first adopt the SCP interface 40 that stands severe tests towards equipment 30.Between GDS 85 and the webserver 100 or MES system, can adopt OPC-UA, for example in first step, adopt the SQL function visit that encapsulates through functional interface 50.Communicating by letter between the webserver 100 and networking client 110 for example can be carried out through agreement HTTPS.Also can adopt distributed system, the webserver that for example has a plurality of GDS (through the communication via UA) perhaps (for example has Oracle-DB's) central GDS is presented by the GDS of a plurality of less dispersions.
This can be provided with in the equipment of being integrated into 10 be used for by one of interface or by long term data storage about configuration data analytic unit aspect the analysis that will carry out (perhaps algorithm is implemented unit 80) with about to the mode of the result's of data analysis further processing and the inking device of method aspect configuration device 10.
For example defined file 120 being loaded into algorithm implements inking device in unit 80 or the database 70 and for example can realize the integrated new method/algorithm of form with #C-dll (dynamic link library (dynamic link library) that dll=for example utilizes programming language C# to produce); Wherein the interface between system and data analysis unit 80 can be defined by the XML file in more detail, so that for example can integrated apace any analytical approach (method) with simple mode.By (for example in defined file 120) XML file the graphic feature and the structure measurement data of surperficial characteristic, figure, characteristic, XML file have been described advantageously also.Can any analytical approach, for example circular moulding test be integrated in the system 10 with simple mode by this way.In this solution, preferably adopt emulation tool Matlab (for example be used for emulation and be used to create dll).
In other words, the system described in Fig. 1 works as follows:
At first: (for example every at a distance from two weeks) or the method for testing after critical event and collision, confirmed to starting system once in a while are used for the inspection machine state.In this case, in NC, SPS, RC, MC, intelligent drive device, intelligence sensor system, carry out the excitation of confirming, write down established data and be transmitted to the RCM system.There, the measurement data file of generation is read into and carries out verification with regard to the condition that (described in the defined file 120) limited.In this case, data quality also is verified and is stored among the DB with the measurement that will relate to the form of performance mumber (Kennzhal).And then, move real analysis subsequently to data.The algorithm that relates to is then confirmed to measure determined characteristic quantity for each, and these characteristic quantities are stored within the database again.Under the situation of circle, this algorithm for example is circular moulding deviation.To each method of testing, a plurality of figures and a plurality of characteristic quantity can be calculated, and then show.Interested especially secular trend for application person.If these secular trend change with unallowed mode, for example index rises, and the parts that then relate to can utilize additive method to come to be examined in more detail.
Secondly:
By GDS can be circularly or only when changing record aleatory variable (state, such as the temperature of motor current or drive unit) and with the form of curve map in more detail analysis time characteristic.
Fig. 2 shows the frame circuit diagram of the combination of discharge counter.At this; Real-time system 200 (this real-time system 200 is for example implemented in like the machine of other lathes of milling machine, drilling machine or lathe) and use data handling system 210, this data handling system 210 for example can be the PC that needn't implement real time data processing.On real-time system 200, can move the function of the work that is used to control machine, for example like NC program 215 or SPS program 220.Be used for controlling machine work function discharge counter MTX acr (being used to write down all types of incidents (this incident can be user's input or other external systems predetermined) basically) 225, for example NC server 230, piece preparation device (Satzvorbereitung) 235 or in interpolator 240 be processed.([configuration] only selected by the machine builder) result of piece preparation device 235 or interior interpolator 240 can be stored in the toroidal memory 250.Incident, special event, critical event or the accident (collision) 255 of the control device record through MTX acr 225 is stored in the log memory 260.Data are generated (application person can be configured this) through the firmware of control device on the one hand at privileged site.Yet, in addition also can according to NC program 215 and SPS program 220 generation incidents and with these event transmission in log memory.This log memory 260 can have very large Data Receiving capacity and therefore on the very long time period, store the incident or the accident (collision) 255 of corresponding appearance.Additionally, in log memory 260, can store (for example under collision situation) additional data 265 (for example desired locations in different coordinate systems and physical location) from toroidal memory 250.Log memory 260 can advantageously be disposed in the data handling system 210 (for example PC) that needn't implement real time data processing at this.In addition, in non-real-time data disposal system 210, can be provided for implementing to be used for the unit 270 visual and function that disposes, configuration data 275 makes the writing function parametrization within the control device firmware.For example whether be written in the daily record in this change of confirming the tool data through the user interface input.In addition, configuration data 275 also can show to user 280.
From the log memory 260 of non-real-time data processing unit 210, can send the data to general data server 85, this general data server 85 for example is connected to the webserver 100 and is connected to networking client 110 in addition through the interface shown in Fig. 1 90.Can or the result who is obtained be shown intuitively with graphics mode through networking client 110.
Log memory 260 can be read to make at this and can discern definite event and be sent out to the maintenance personal in response to these incidents through database server 85, with the machine of maintenance operation real-time system 200.For example, can discern the accident of the instrument of the lathe that moves real-time system 200.In this case; Corresponding incident or accident 255 are transmitted to log memory 260, and this log memory 260 can and can send to the maintenance technician for the machine of this operation real-time system 200 with this accident through general database server 85 according to the accident of the data identification machine/instrument that is transmitted.Obviously improved maintenance by this way to the machine that comprises real-time system 200.Under the situation of collision or other critical events, can implement other method of testings targetedly.By these other method of testings, then can be more accurately with regard to each parts of its status checking.
In other words, the system described in Fig. 2 works as follows:
Discharge counter MTX acr assembles all dependent events (from simple status information until collision).These information then can be used to assess the quality bills of materials of machine state or this machine subsequently in higher level's remote status system.
As machine event, input or message that for example can the user is specific at this be considered as incident.As special incident, fault or BA conversion can be within considering.Critical event for example can be the clamping of tool holding system.When instrument during Be Controlled, can be discerned collision uncontrollably so in workpiece or retainer.Can be regarded as real-time system basic function be: discharge counter is apprised of the SD data that this discharge counter will write down.To collision situation, to for example each toroidal memory of existence that is configured (storage time, section can comprise approximately last 10 seconds and about whole 100 microseconds to position expectation value and actual value).SPS can be by SPS-FB (SPS-FB=SPS: storer programmable control unit; FB functional part=one section SPS program) any one occurrence is write in the log memory 260.SPS-FB provides a plurality of functions at this, and for example SPS-FB can provide the NC data are together write the possibility in the daily record 260.This SPS-FB also can enclose appended document (File) or can realize by ID and language independent ground when needed.Can on NC, incident be written in the daily record in an identical manner by the NC program.Data keep and can on the PC part, realize.Visual can in container, the realization for example is used for incident is listed in chronological order.When having GDS, data are for example loaded (for example by file transfer) by GDS circularly.Data also can be processed and be stored among the DB 70.Statistical analysis with corresponding chart can be planned, for example in case the regulation machine from confirming former thereby how long stopping.
The advantage of this solution is that also the change that can on the long time period, will be connected to the running parameter of the automation component on the management system 210 by long term data storage 260 charges to daily record (mitprotokollieren).The impact damper of the data volume that reaches 10 terabytes can be set for the long record on meaning of the present invention.By data analysis unit (for example be used for implementing to dispose or the unit 70 of visual function, in data processing unit 210 or in general database server 85); During data buffering or after (yet after the several years) possibly utilize any means/algorithm (maybe repeatedly in succession optimisedly) to check the data of charging to daily record by interface so that derive cognition thus about the state of automated system parts.And then the result who is produced by data analysis set-up not only is stored or is temporarily stored in the long term memory, and after these results are processed according to the data protocol that will use, is forwarded to the system that is connected 85,100,110 by one of interface.In addition, the manufacturing management system that bears Data Update usually can lightened the load aspect the required counting yield.Device 225 is therefore with the interface that acts on swap data between two systems, and these two systems can use different communication protocol.Device 225 (promptly being integrated in the MTX discharge counter in the real-time part of MTX as the part of firmware) also has the function of supervisory organ (Kontrollinstanz); It is to being connected to parts on this equipment, monitoring with regard to its duty like the programmable control device of storer (SPS), numerical control device (NC, CNC), driving regulator and motor, analyzes the duty of these parts and duty is notified to superior system 210,85.
In addition, be connected to the running parameter of the automated system parts on this equipment by second interface in the running hours change, and proofread and correct in working time thus.In addition; Long term data storage 260 is also used the data buffer that acts on data analysis unit 210, wherein analysis result or analyze that intermediate result can be stored in the long term data storage 260 and from long term data storage, read again and further handled by data analysis unit 270.Data from long term data storage 260 can be called by this superior system 85 by the superior system that can be connected on first interface.What can imagine equally is that data storage is configured to can be by the automated system component invocation that is connected to second interface.
Fig. 3 shows the frame circuit diagram that is used for the system that data provide.In this case, the real-time part of MTX acr (MTX acr kernel service (Kernservice)) (310) (main task of this real-time part is recording events) is used (part of control device firmware) within CNC control device nuclear MTX 320.MTX acr kernel service 310 has to the interface of installation directory (Mount-Verzeichnis) 325 with to another interface of SCP 330.MTX acr panel service (Panelservice) 340 operates on man-machine interface-PC 335, and this MTX acr panel service 340 obtains data from installation directory 325 with SCP 330.MTX acr panel service 340 supplies data to archives catalog 345 and supplies data to XML catalogue 350.Data are sent to visualization function 355 from XML catalogue 350, and data are sent to the database 70 (remote state monitoring system) of general database server 80, so that wherein can the data of database 70 be used for visualization function 360 equally.General database server 85 provides the function of Long-distance Control monitoring 365 at this.
In other words, the system described in Fig. 3 works as follows:
Can show that having precise time stabs all incidents that are configured of (Time-Stamp) and these incidents are kept in the daily record through the MTX acr kernel service of application person configuration.In addition, also can go out to send there data are write the daily record from SPS and from NC.These data then are stored in " (Mount) is installed " and go up and also further handled by the service of MTX acr panel at that.In this case, these data by its from different subsystems (NC server, SPS program, NC program ...) time sequencing classified and enriched with text.In addition, on this position alternatively also to carrying out graphics process (style (Style)) in the demonstration after a while within the user interface or in the RCM system.
Realized (maschinennahe) long record of the facing machine of process-state data and machine state data by (for example according to Fig. 2 or 3) according to the present invention equipment.Because attainable long record, data can be used for the reason of the problem on the analytic engine accurately, are used to make product (the for example parts of lathe) to optimize and are used to make process flow optimization.The variation of confirming of the characteristic quantity in method of testing can be set up with these incidents relatively, and derives other actions in the future thus.Under the simplest situation, for example be on the machine maloperation or under the situation of the programming that causes colliding.
The pretreatment unit that additionally, can comprise data.Notion " pretreatment unit " is selected, because can be implemented in the optimization of the communication between GDS and the MES (MES=manufacturing execution system (Manufacturing Execution System)) and realize lightening the load of MES thus by pre-service.But the real processing of the data on the meaning of control stand or process controller for example utilizes MES to realize in addition.
The configuration of processing procedure can comprise the steps:
A) the definition process moment (beginning of method of testing)
At first define the beginning incident.Processing can begin event loop ground according to this and whenever perhaps started in the limited moment at a distance from the time interval of confirming.In addition, can be defined under which kind of situation and want start up process, for example:
-under the situation of repeatedly incident;
-under situation through user's request;
-under situation through the superior system starting;
-when measurement point is adopted definite value (the for example switching of the method for operation);
-when storer (for example log memory 260) occupied during until the amount (for example storer is filled to 90% by data) confirmed.
B) data structure of processed test measurement data is wanted in definition:
In this case, measurement data can be organized into groups.What can stipulate is: in GDS 85, where will preserve analysis result (database, file system), and which address is the notice that whether will send about existing result of calculation maybe will send to the notice about existing result of calculation.Equally, can limit memory size (the for example n data bytes in circular buffer).In addition, whether can limit will with the reference of handled data common storage to the data basis that is used to calculate.For example can with reference to the input data that are used to calculate where come from and these data how related with the result.Have following information in addition: how many input values have been used to is calculated, and it is also to be stored in the data-carrier store or to be left out that these input values come from which and these input values time period.Whether what can limit in addition is in the measurement point browser, to combine to be directed against the data structure of handled measured value and how to combine this data structure.
C) definition process: (terminal applies person is irrelevant therewith, automatically operation; Follow-up thing disposes through the RCM surface in advance; Corresponding yet (having corresponding authority) user can reshuffle it at any time)
Can for example be used for calculating mean value, be used for calculated minimum or maximal value or be used to carry out Fourier transform for example through selecting the mode and the method for the processing of suitable algorithm definition of data at third step.The input of confirming and/or the output that are connected to the automated system parts on the GDS can link with algorithm targetedly, make the different operating parameter that is directed against automation component adopt different algorithms.Also possible is: for example about data type and data volume, such as the input value aspect of minimal amount, it is effective in the scope of handling, to make correct circuit connect (Verschaltung).
By this way by one of interface or the inking device in the equipment of being integrated into is provided, be used at configuration data analytic unit aspect the analysis that will carry out and be used for aspect the mode of the result's of data analysis further processing and method, disposing this equipment by long term data storage.
Fig. 4 shows as being used to provide about the information of the wearing and tearing of the parts of machine or about the process flow diagram of the embodiments of the invention of the method 400 of the information of the quality of the product that will make through this machine.This method 400 has the step that 410 algorithms are provided in the storer of machine, wherein this algorithm is configured and comes so that provide about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine according to the running parameter of machine.In addition; This method 400 has the step that the interface through this machine receives 420 replacement algorithms and algorithm replaced in storer through this replacement algorithm, and wherein this replacement algorithm is configured so that during machine works, provide about the information of the wearing and tearing of the parts of this machine perhaps about the information of the quality of the product that will make through this machine according to the running parameter of this machine.This method 400 also has the step of a plurality of running parameters that obtain 430 these machines.This method 400 comprise in addition confirm 440 with output about the information of the wearing and tearing of the parts of this machine or about the step of the information of the quality of the product that will make through this machine, confirm that wherein 440 carry out under the situation of using replacement algorithm and the running parameter that is obtained.
Information about the wearing and tearing of this machine can be the warning of in the later time section or in the moment subsequently, changing associated components at this.For example when the tolerance of the product that utilizes this machine to make is left predetermined margin tolerance, can relate to be lower than the warning of quality level about the information of the quality of the product that will make through this machine.
Fig. 5 shows the process flow diagram as the another embodiment of the present invention of the method 500 of the replacement algorithm that is used for providing the algorithm that is set for the replacement machine at last.Method 500 has the step that receives the running parameter of more than 510 machine through interface.In addition; This method 500 also has the step of the running parameter of analyzing 520 said a plurality of machines; So that create the replacement algorithm using to the understanding of the mutual relationship of the wearing and tearing of the parts of received running parameter and this machine or to the received running parameter and the understanding of the mutual relationship of the quality of the product that will make through this machine, this replacement algorithm be configured next in case according to supply as the workload of input quantity as output quantity about the information of the wearing and tearing of the parts of this machine perhaps about the information of the quality of the product that will make through this machine.At last; This method 500 comprises the unit of replacement algorithm transmission 530 being given this machine; So that in this machine, can come algorithm is replaced through the replacement algorithm, the algorithm that wherein will replace be configured equally come in case according to supply as the workload of input quantity as output quantity about the information of the wearing and tearing of the parts of this machine or about the information of the quality of the product that will make through this machine.
Information about the wearing and tearing of this machine can be again the warning of in the later time section or in the moment subsequently, changing associated components at this.For example when the tolerance of the product that utilizes this machine to make is left predetermined margin tolerance, can relate to be lower than the warning of quality level equally about the information of the quality of the product that will make through this machine.
Can be generally, the requirement of that become better and better and analytical approach reliably working has been provided the motivation to the method for being introduced here.These requirements can be satisfied through the general integrated of these methods, wherein become possibility towards parts to the detection of collision (being accident) and critical event and to the consideration of workmanship.The present invention especially can be employed in the field of MES system, particularly in the field of remote condition monitoring.At present known method has following shortcoming at this: above shown in characteristic, as towards can not being utilized there of parts to the detection of collision and critical event and to the consideration of workmanship, and therefore only provided low utilization to the possible efficient of so far system.Thereby the general integrated of method will realize in the field of Long-distance Control monitoring, through this general integrated analytical approach of coordinating mutually with corresponding task of optimally having realized.In addition, the simplification that can carry out new/optimised analytical approach simply is integrated, and has certain opening of system.Additionally, realized having detection to the parts one by one of the consideration of key property amount.Also can come integrated new method via simple interface through the general integrated of method; And the detection of parts can be implemented in order to detect the critical event that comprises collision continuously in the control device side one by one, wherein maybe incident or counter be submitted to GDS circularly.The expansion of the general integrated method of method in the MES system, be integrated be used for manufacturing planning, production control, manufacturing monitoring, maintenance ... Any particular algorithms) may be implemented as additional improvement measure of the present invention in addition.Also can detect at (promptly in server and not through as surface of the prior art) within the control device incident.
Reference numerals list
10 data processing units (are handled the remote state monitoring system of the data of a plurality of machines
The parts of 20 machines
30,31,32,33 opertaing devices, actuator or sensor (" intelligence " ingredient of machine)
35 lathes
The interface of 40 opertaing devices or sensor/actuator
50 are used to encapsulate the functional interface that algorithm is implemented the unit
The interface of 60 databases
70 databases
80 algorithms are implemented the unit
The interface of 90 webservers
100 webservers
110 networking clients
120 be used to describe surface characteristics, be used to be described within the database for the required form of analytical approach, be used for describing from machine) defined file of the structure of the measurement data file of (for example Dll form) replacement algorithm
130 measurement data files
200 real-time systems
210 data processing units (non real-time)
215 NC programs
220 SPS programs
225 MTX acr (discharge counter, be used for recording events, the record critical event when the anchor clamps of main shaft were not also opened after 0.5 second all the time for example especially, for example perhaps writing down will be owing to the collision of maloperation)
230 NC servers
235 preparation devices
Interpolator in 240
250 toroidal memories
255 incidents, accident
260 log memorys
265 additional datas (the for example shaft position during collision process)
270 are used for unit visual and configuration MTX acr
275 configuration files
280 users
The 300 common NC control device MTX that form (NC nuclear) with recording section of discharge counter MTX acr
310 MTX acr kernel services
320 NC nuclear (part in real time)
325 325 installation directories (catalogue on the outer computer)
330 SCP (be used for opertaing device (NC, SPS, motion, RC ...) real-time part and non-real time portions between carry out the interface of exchanges data)
The service of 340 MTX acr panels
345 archives catalogs
350 XML catalogues
355 is visual
360 visual (network visualizations)
365 remote condition monitorings (system as shown in fig. 1)
400 are used to provide the method about the information of the wearing and tearing of the parts of machine
410 steps that provide
The step of 420 receptions
The step of 430 acquisitions
440 steps confirmed
500 are used to provide the method for replacement algorithm
The step of 510 receptions
The step of 520 analyses
The step of 530 transmission

Claims (12)

1. one kind is used to provide about the information of the wearing and tearing of the parts (20) of machine (35) or about the method (400) of the information of the quality of the product that will make through machine (10,35), wherein said method (400) has following steps:
-in the storer (80) of machine (10), (410) algorithm is provided; Wherein said algorithm is configured and comes so that provide about the information of the wearing and tearing of the parts (20) of machine (35) or about the information of the quality of the product that will make through machine (35) according to the running parameter of machine (10,35);
-through machine (10; 35) interface receives (420) replacement algorithm (120) and algorithm is replaced in storer (80) through replacement algorithm (120); Wherein replacing algorithm (120) is configured so that provide about machine (10 at the running parameter of machine (10,35) duration of work according to machine (10,35); The information of the wearing and tearing of parts 35) (20) or about the information of the quality of the product that will make through machine (10,35);
A plurality of running parameters of-acquisition (430) machine (10,35); And
-confirm that (440) and output are about machine (10; 30; The information of the wearing and tearing of parts 35) (20) is perhaps about passing through machine (10; The information of the quality of the product that 30,35) will make, wherein carry out under the situation of the running parameter that uses replacement algorithm (120) and obtained definite (440).
2. method according to claim 1 (400) is characterized in that, under the situation that the algorithm that step provided that (410) are provided is using first of running parameter to gather, can realize about machine (10; 30; The information of the wearing and tearing of parts 35) (20) or about the information of the quality of the product that will make through machine (10,30,35); And wherein under the situation that the replacement algorithm (120) that step received that receives (420) is using second of running parameter to gather, can realize about machine (10; The information of the wearing and tearing of parts 30,35) (20) is perhaps about passing through machine (10,30; The information of the quality of the product that 35) will make, wherein first of the running parameter set is different with second set.
3. according to one of aforesaid right requirement described method (400); It is characterized in that; The step that obtains (430) is implemented as and makes a plurality of running parameters from a plurality of that store or the current detected running parameter of machine (10,30,35), be selected.
4. according to one of aforesaid right requirement described method (400); It is characterized in that; Receiving the step reception replacement algorithm (120) of (420) replacement algorithm, said replacement algorithm (120) is configured so that extract and storage (60) performance data from the running parameter that is obtained, and wherein said performance data can realize working as machine (10; The classification of the incident (255) that 30,35) when work, occurs.
5. according to one of aforesaid right requirement described method; It is characterized in that; In the step that receives (420) replacement algorithm (120) and in storer (80), algorithm is replaced, change to the data memory structure of the storage of the running parameter of machine and/or change in output to the result of the replacement algorithm on operator's the display device.
6. one kind is used to provide the method (500) of replacing algorithm (120), and said replacement algorithm (120) is set for the algorithm in the replacement machine (10,30,35), and wherein said method (500) has following steps:
-receive the running parameter (130) of (510) a plurality of machines through interface;
The running parameter (130) of-analysis (520) said a plurality of machines; So that using to received running parameter (130) and machine (10; The understanding of the mutual relationship of the wearing and tearing of parts 30,35) (20) is perhaps to received running parameter (130) and through machine (10,30; The situation of the understanding of the mutual relationship of the quality of the product that 35) will make gets off to create replacement algorithm (120); Said replacement algorithm (120) be configured come in case according to supply as the workload (130) of input quantity as output quantity about the information of the wearing and tearing of the parts (20) of machine (10,30,35) or about passing through machine (10; The information of the quality of the product that 30,35) will make; And
-will replace algorithm (120) transmission (530) to give machine (10; 30) unit (80) so that can come algorithm is replaced in machine (10,30) through the replacement algorithm; The algorithm that wherein will replace be configured equally come in case according to supply as the workload (40) of input quantity as output quantity about machine (10; The information of the wearing and tearing of parts 30) (20) or about the information of the quality of the product that will make through machine (10,30,35).
7. method according to claim 6 (500) is characterized in that, in the step of analyzing (520), creates replacement algorithm (120) with the form of dynamic base or with machine code.
8. according to claim 6 or 7 described methods (500); It is characterized in that; Analyzing the step of (520), adopts received running parameter and machine (10,30) parts (20) wearing and tearing mutual relationship knowledge or received running parameter and pass through machine (10; The knowledge of the mutual relationship of the quality of the product that 30) will make, said knowledge once was disabled when creating the algorithm that will replace.
9. according to the described method of one of claim 6 to 8 (500); It is characterized in that; Receiving the step of (510), receiving the running parameter (255) of machine, said running parameter (255) on the time period of at least one month, especially to be detected on the time period in half a year at least.
10. according to the described method of one of claim 6 to 9 (500), it is characterized in that,, analyze the running parameter of the machine of the production that is configured to the different product type in the step of analyzing (520).
11. an opertaing device (10), it is configured to carry out or control the step of one of said method (400,500).
12. computer program; It has program code; Said program code is stored on the machine-readable carrier containing, is used for when program is embodied on opertaing device (10) or the data processing equipment, carrying out the step according to one of aforesaid right requirement described method (400,500).
CN201080016757.XA 2009-04-17 2010-04-15 Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm Active CN102395929B (en)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
DE102009017564.4 2009-04-17
DE102009017564 2009-04-17
DE102009024102A DE102009024102A1 (en) 2009-04-17 2009-06-06 A method of providing information about wear of a component of a machine and methods of providing a replacement algorithm
DE102009024102.7 2009-06-06
PCT/EP2010/002304 WO2010118864A1 (en) 2009-04-17 2010-04-15 Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm

Publications (2)

Publication Number Publication Date
CN102395929A true CN102395929A (en) 2012-03-28
CN102395929B CN102395929B (en) 2015-06-24

Family

ID=42751150

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201080016757.XA Active CN102395929B (en) 2009-04-17 2010-04-15 Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm

Country Status (4)

Country Link
EP (1) EP2419798A1 (en)
CN (1) CN102395929B (en)
DE (1) DE102009024102A1 (en)
WO (1) WO2010118864A1 (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110118576A (en) * 2018-02-06 2019-08-13 罗伯特·博世有限公司 For being arranged and the method for supervision equipment
CN110134101A (en) * 2018-02-09 2019-08-16 罗伯特·博世有限公司 The electronic control unit flexibly replaced for replaceable assembly in vehicle
CN113272748A (en) * 2019-01-15 2021-08-17 杰富意钢铁株式会社 Analysis system and analysis method

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
PT3734378T (en) * 2019-04-29 2021-11-23 Poly Clip System Gmbh & Co Kg System for wireless monitoring of operating and production parameters of a machine for food production
DE102021102865A1 (en) 2021-02-08 2022-08-11 Wincor Nixdorf International Gmbh System and method for monitoring operation of a torque transfer device

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6199018B1 (en) * 1998-03-04 2001-03-06 Emerson Electric Co. Distributed diagnostic system
EP1298005A2 (en) * 2001-09-28 2003-04-02 DaimlerChrysler AG Procedure for providing a maintenance algorithm
WO2005038613A2 (en) * 2003-10-17 2005-04-28 Hydralift Amclyde, Inc. Equipment component monitoring and replacement management system
CN101320455A (en) * 2008-06-30 2008-12-10 西安交通大学 Spare part demand forecast method based on in-service lift estimation

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5251144A (en) * 1991-04-18 1993-10-05 Texas Instruments Incorporated System and method utilizing a real time expert system for tool life prediction and tool wear diagnosis
US5533413A (en) * 1994-06-30 1996-07-09 Yokogawa Electric Corporation Equipment diagnosis system
DE29617200U1 (en) * 1996-10-02 1997-11-06 Siemens Ag Device for predictive diagnosis of the current quality of the technical work result of a technical system, in particular the current quality of the welding spots of a spot welding robot
US7085684B2 (en) * 2000-07-04 2006-08-01 Asahi Kasei Engineering Corporation System for diagnosing a facility apparatus
DE102004063388A1 (en) * 2004-12-23 2006-07-13 Medav Gmbh Adaptive classification process used in the quality assessment of manufactured products uses quality vector and adaptive limits
US20080183863A1 (en) * 2006-10-23 2008-07-31 General Electric Company Monitoring system and method

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6199018B1 (en) * 1998-03-04 2001-03-06 Emerson Electric Co. Distributed diagnostic system
EP1298005A2 (en) * 2001-09-28 2003-04-02 DaimlerChrysler AG Procedure for providing a maintenance algorithm
WO2005038613A2 (en) * 2003-10-17 2005-04-28 Hydralift Amclyde, Inc. Equipment component monitoring and replacement management system
CN101320455A (en) * 2008-06-30 2008-12-10 西安交通大学 Spare part demand forecast method based on in-service lift estimation

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110118576A (en) * 2018-02-06 2019-08-13 罗伯特·博世有限公司 For being arranged and the method for supervision equipment
CN110134101A (en) * 2018-02-09 2019-08-16 罗伯特·博世有限公司 The electronic control unit flexibly replaced for replaceable assembly in vehicle
CN113272748A (en) * 2019-01-15 2021-08-17 杰富意钢铁株式会社 Analysis system and analysis method

Also Published As

Publication number Publication date
CN102395929B (en) 2015-06-24
EP2419798A1 (en) 2012-02-22
DE102009024102A1 (en) 2010-10-21
WO2010118864A1 (en) 2010-10-21

Similar Documents

Publication Publication Date Title
CN102395930A (en) Method for processing process state data and/or machine state data of a machine tool
US7013411B2 (en) Method for the automated generation of a fault tree structure
CN100362442C (en) System structure and system for providing cervice to automatic system through network
US11204600B2 (en) Data interface device for use on a numerically controlled machine tool
Shao et al. Data analytics using simulation for smart manufacturing
CN102395929B (en) Method for providing information about the wear and tear of a component of a machine and method for providing a replacement algorithm
CN104049579A (en) Background collection of diagnostic data from field instrumentation devices
US10620615B2 (en) Engineering tool coordination device, engineering tool coordination method, and non-transitory computer readable storage medium
Nicola et al. SCADA systems architecture based on OPC and web servers and integration of applications for industrial process control
CN101865182A (en) Airplane hydraulic test distributed test system and method thereof
JP2019507931A (en) Data storage device for use with numerically controlled machine tools
DE102011005062A1 (en) Method for providing data from field device in automation system, arranged on network, involves instantiating an additional application-specific data, in automation/integration platform and making the data available to remote client
Wessel et al. Ontology-based traceability system for interoperable data acquisition in battery cell manufacturing
CN108646694A (en) Intelligent management, device, system and the computer equipment of numerically-controlled machine tool
US20220253033A1 (en) Method and System for Implementing Event Rules for Maintenance Relevant Events in a Plurality of Machines
CN109634973A (en) NC Machining Process collecting method, device and equipment
CN111435238B (en) Method for automatically discovering and classifying factory power and energy intelligent equipment for analysis
EP3514641A1 (en) System to manage and monitor a plurality of numerical control machine tools
CN104965497A (en) On-line production data rapid generation and management method and system
CN101517391B (en) System for supervising engine test beds which is independent of the type of engine test bed
KR20230032675A (en) System for collecting data using computerized numerical control mother machine
Anh et al. Component-based design for SCADA architecture
JP2005032086A (en) Data collection system
Armendia et al. Twin-control approach
CN110874404A (en) Knowledge providing program, knowledge providing device, and operation service system

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant