CN107703915A - A kind of equipment fault diagnosis method, device, storage medium and equipment - Google Patents

A kind of equipment fault diagnosis method, device, storage medium and equipment Download PDF

Info

Publication number
CN107703915A
CN107703915A CN201710915298.2A CN201710915298A CN107703915A CN 107703915 A CN107703915 A CN 107703915A CN 201710915298 A CN201710915298 A CN 201710915298A CN 107703915 A CN107703915 A CN 107703915A
Authority
CN
China
Prior art keywords
failure
fault
assumed
equipment
fault diagnosis
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.)
Pending
Application number
CN201710915298.2A
Other languages
Chinese (zh)
Inventor
聂泽宇
荆东亮
丁行迂
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.)
Gree Electric Appliances Inc of Zhuhai
Original Assignee
Gree Electric Appliances Inc of Zhuhai
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 Gree Electric Appliances Inc of Zhuhai filed Critical Gree Electric Appliances Inc of Zhuhai
Priority to CN201710915298.2A priority Critical patent/CN107703915A/en
Publication of CN107703915A publication Critical patent/CN107703915A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0224Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • 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
    • G05B2219/20Pc systems
    • G05B2219/24Pc safety
    • G05B2219/24065Real time diagnostics

Abstract

The present invention provides a kind of equipment fault diagnosis method, device, storage medium and equipment, and methods described includes:Obtain the fault message of the equipment;The fault message based on acquisition makes inferences to obtain failure hypothesis;The failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result.Scheme provided by the invention can realize the automatic diagnosis to equipment fault, and can provide failure resolution policy.

Description

A kind of equipment fault diagnosis method, device, storage medium and equipment
Technical field
The present invention relates to fault diagnosis field, more particularly to a kind of equipment fault diagnosis method, device, storage medium and set It is standby.
Background technology
In use, the generation of its failure is certainty reality to the electric equipments such as air-conditioning, washing machine.Equipment is carried out Maintenance, it is to ensure equipment safety operation and the most dynamical prerequisite of performance.State-of-the-art repair based on condition of component on our times The implementation of system, it be unable to do without the application of fault diagnosis technology.At present, to the fault diagnosis technology of equipment, substantially also it is confined to To artificial detection on production line and after sale.For example, detection remote control device, on establish by cable on artificial after machine testing, failure Door maintenance etc..Also, these diagnostic methods, all it is not directed to the comprehensive diagnos of equipment whole system.To the comprehensive of equipment whole system Diagnosis is closed, engineers and technicians is also relied primarily on now and is determined by rule of thumb after comprehensive analysis.Due to by technical specialist People's professional standards and the limitation for seeing problem angle, erroneous judgement is easily caused, and the artificial fault diagnosis for carrying out equipment is also worked The influence of the objective condition such as time, job site.
The content of the invention
The defects of it is a primary object of the present invention to overcome above-mentioned prior art, there is provided a kind of equipment fault diagnosis method, Device, storage medium and equipment, to solve the problems, such as that the fault diagnosis of equipment in the prior art is confined to artificial detection.
One aspect of the present invention provides a kind of equipment fault diagnosis method, including:Obtain the fault message of the equipment;Base Make inferences to obtain failure hypothesis in the fault message of acquisition;The failure obtained to reasoning is assumed to be verified to obtain failure Diagnostic result.
Alternatively, the fault message of the equipment is obtained, including:The failure notification that receiving device controller is sent, and/or Receive the failure-description of outside input, to the selection result of preset options, the parameter value of parameter preset, the answer to presetting problem At least one of in.
Alternatively, the fault message based on acquisition make inferences to obtain failure it is assumed that including:Believed according to the failure Breath determines the fault type of the equipment;The corresponding relation assumed according to the fault type pre-saved with failure, obtain described Failure corresponding to fault message it is assumed that or premise searched in preset rules include the rule of the fault type, and will look into The regular conclusion found is as failure corresponding to the fault type it is assumed that each single item rule in the preset rules includes Premise and conclusion.
Alternatively, the failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result, including:It is false to the failure If each in is assumed to carry out quantitative analysis, to verify whether each hypothesis is set up, will verify that the hypothesis set up is made For Fisrt fault diagnostic result, or, it is intended to perform conclusion and include at least one rule assumed during the failure is assumed, with logical Cross forward reasoning and verify whether each hypothesis is set up, the hypothesis set up will be verified as Fisrt fault diagnostic result;And/or The failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result, including:Entered based on the failure fact table being pre-configured with Row quantitative analysis, to verify whether each hypothesis in the failure hypothesis is set up;If verify in the failure hypothesis At least one assumes to set up, and the hypothesis set up will be verified as the second fault diagnosis result;And/or if verify the failure Each hypothesis in assuming that is invalid, then at least one vacation during the failure is assumed can be released by being searched in preset rules If rule, and using the regular premise found as new failure it is assumed that re-starting the checking;And/or by described in Fisrt fault diagnostic result is defined as the fault diagnosis knot of the equipment with identical conclusion in second fault diagnosis result Fruit.
Alternatively, methods described also includes:It is if any it is assumed that can not be in preset rules in assuming for the failure The rule arbitrarily assumed can be released by finding, then obtains the new fault message of the equipment, described any to verify Assuming that whether set up.
Alternatively, methods described also includes:Quantitative detection and analysis are carried out based on the obtained fault diagnosis result, with Determine fault degree and/or equipment state;And/or forward reasoning is carried out based on the obtained fault diagnosis result, obtain phase The resolution policy answered.
Alternatively, methods described also includes:Asked after fault diagnosis completion or in response to the output of outside, output event At least one diagnosed in route, fault diagnosis result, result explanation, resolution policy of barrier diagnosis;And/or record receives Fault message, and/or the diagnosis route of fault diagnosis, fault diagnosis result, result explain, at least one in resolution policy .
One aspect of the present invention provides a kind of equipment fault diagnosis device, including:Acquiring unit, for obtaining the equipment Fault message;Reasoning element, make inferences to obtain failure hypothesis for the fault message based on acquisition;Authentication unit, Failure for being obtained to reasoning is assumed to be verified to obtain fault diagnosis result.
Alternatively, the acquiring unit is further used for:The failure notification that receiving device controller is sent, and/or receive In the failure-description of outside input, the selection result to preset options, the parameter value of parameter preset, the answer to presetting problem At least one of.
Alternatively, the reasoning element is further used for:The fault type of the equipment is determined according to the fault message; The corresponding relation assumed according to the fault type that pre-saves with failure, obtain failure corresponding to the fault message it is assumed that or Person searches the rule that premise includes the fault type in preset rules, and using the regular conclusion found as the event Failure corresponding to barrier type is it is assumed that each single item rule in the preset rules includes premise and conclusion.
Alternatively, the authentication unit, including:First checking subelement, for each in assuming the failure Assuming that quantitative analysis is carried out, to verify whether each hypothesis is set up, or, it is intended to perform conclusion and include failure vacation At least one rule assumed in if, to verify whether each hypothesis is set up by forward reasoning;First determination subelement, use In the hypothesis for setting up the described first checking subelement checking as Fisrt fault diagnostic result;And/or the authentication unit bag Include:Second checking subelement, for carrying out quantitative analysis based on the failure fact table being pre-configured with, to verify that the failure is assumed In each hypothesis whether set up;Second determination subelement, if verifying the failure for the described second checking subelement At least one in assuming that assumes to set up, and the hypothesis set up will be verified as the second fault diagnosis result;And/or search son list Member, if invalid for verifying each hypothesis during the failure is assumed, lookup conclusion includes in preset rules At least one rule assumed during the failure is assumed, the second checking subelement are further used for regular by what is found Premise is as new failure it is assumed that re-starting the checking;And/or the 3rd determination subelement, for by the Fisrt fault Diagnostic result is defined as the fault diagnosis result of the equipment with identical conclusion in second fault diagnosis result.
Alternatively, the authentication unit also includes:Subelement is obtained, if being directed to the failure for the lookup subelement It is any it is assumed that can not be found in preset rules can release the rule arbitrarily assumed, then described in acquisition in assuming that The new fault message of equipment, to verify whether any hypothesis is set up.
Alternatively, described device also includes:Determining unit is analyzed, for being carried out based on the obtained fault diagnosis result Quantitative detection and analysis, to determine fault degree and/or equipment state;And/or tactful reasoning element, for based on obtaining The fault diagnosis result carries out forward reasoning, obtains corresponding resolution policy.
Alternatively, described device also includes:Output unit, for after being completed in fault diagnosis or in response to the defeated of outside Go out request, export at least one diagnosed in route, fault diagnosis result, result explanation, resolution policy of fault diagnosis;With/ Or, recording unit, for recording diagnosis route, fault diagnosis result, the knot of the fault message received, and/or fault diagnosis At least one of in fruit explanation, resolution policy.
Another aspect of the invention provides a kind of computer-readable recording medium, is stored thereon with computer program, described The step of foregoing any methods described is realized when program is executed by processor.
Further aspect of the present invention provides a kind of equipment, including processor, memory and storage on a memory can be The computer program run on processor, the step of realizing foregoing any methods described during the computing device described program.
Further aspect of the present invention provides a kind of equipment, including foregoing any described equipment fault diagnosis device.
Alternatively, the equipment includes at least one of air-conditioning, washing machine, refrigerator, water heater.
Technique according to the invention scheme, according to the fault message reasoning of equipment obtain failure assume and verified with To fail result, the automatic diagnosis to equipment fault is realized, and failure resolution policy can be provided, can be with for some failures Automatically process, for partial fault problem can artificial detection service reluctantly flow, failure during to part producing, can remove from It quality inspection links, for partial fault problem, can directly be handled, remove artificial on-site maintenance process from.
Brief description of the drawings
Accompanying drawing described herein is used for providing a further understanding of the present invention, forms the part of the present invention, this hair Bright schematic description and description is used to explain the present invention, does not form inappropriate limitation of the present invention.In the accompanying drawings:
Fig. 1 is the method schematic diagram of an embodiment of equipment fault diagnosis method provided by the invention;
Fig. 2 a are the failure diagnostic process exemplary plots according to embodiments of the present invention by taking air-conditioning as an example;
Fig. 2 b are the failure diagnostic process exemplary plots according to embodiments of the present invention by taking washing machine as an example;
Fig. 3 is to assume to be verified to obtain failure according to the failure that obtains reasoning of the embodiment of the invention to examine The step flow chart of disconnected result;
Fig. 4 is the method schematic diagram of another embodiment of equipment fault diagnosis method provided by the invention;
Fig. 5 is the structural representation of an embodiment of equipment fault diagnosis device provided by the invention;
Fig. 6 is the structural representation of another embodiment of equipment fault diagnosis device provided by the invention.
Embodiment
To make the object, technical solutions and advantages of the present invention clearer, below in conjunction with the specific embodiment of the invention and Technical solution of the present invention is clearly and completely described corresponding accompanying drawing.Obviously, described embodiment is only the present invention one Section Example, rather than whole embodiments.Based on the embodiment in the present invention, those of ordinary skill in the art are not doing Go out under the premise of creative work the every other embodiment obtained, belong to the scope of protection of the invention.
It should be noted that term " first " in description and claims of this specification and above-mentioned accompanying drawing, " Two " etc. be for distinguishing similar object, without for describing specific order or precedence.It should be appreciated that so use Data can exchange in the appropriate case, so as to embodiments of the invention described herein can with except illustrating herein or Order beyond those of description is implemented.In addition, term " comprising " and " having " and their any deformation, it is intended that cover Cover it is non-exclusive include, be not necessarily limited to for example, containing the process of series of steps or unit, method, system, product or equipment Those steps or unit clearly listed, but may include not list clearly or for these processes, method, product Or the intrinsic other steps of equipment or unit.
The present invention establishes the expert system of equipment fault diagnosis, can be the possible input database of failure of equipment, so as to logical Cross the problem of database is likely to occur equipment to be classified, and pass through the data monitoring and/or sensing in equipment running process The recorded data such as device are inferred to specific failure, and solution method is found in database, so as to realize equipment fault from It is dynamic to handle and/or be supplied to the corresponding fault solution of user.
Fig. 1 is the method schematic diagram of an embodiment of equipment fault diagnosis method provided by the invention.
As shown in figure 1, according to one embodiment of present invention, the equipment fault diagnosis method comprises at least step S110, step S120 and step S130.
Step S110, obtain the fault message of the equipment.
Specifically, obtaining the mode of the fault message of the equipment includes following at least one:
(1) failure notification that receiving device controller is sent.
Specifically, the failure notification for obtaining equipment in real time is connected by the controller with equipment.
(2) receive the failure-description of outside input, to the selection results of preset options, the parameter value of parameter preset, to pre- At least one of in the answer of rhetoric question topic.
Specifically, the failure-description of outside input is received, to the selection result of preset options, pre- by human-computer interaction interface At least one of in the parameter value of setting parameter, the answer to presetting problem, for example, the failure-description text information of outside input, Or prompting user inputs the parameter value of parameter preset, or prompts and receives selection result of the user to preset options, or to user Default problem is putd question to, and receives answer of the user to default problem.The preset options or parameter preset or default problem are for example Including air-conditioning model, the date of production, dispatch from the factory configuration, memory chip initial value etc..
Step S120, the fault message based on acquisition make inferences to obtain failure hypothesis.
In the first embodiment, the likelihood of failure being inferred to according to fault type is collected in advance, and will push away The likelihood of failure of breaking save as with corresponding fault type corresponding to failure assume.Therefore, it is true according to the fault message The fault type of the fixed equipment, the corresponding relation assumed according to the fault type pre-saved with failure, obtains the failure Failure corresponding to information is assumed.Fig. 2 a are the failure diagnostic process exemplary plots according to embodiments of the present invention by taking air-conditioning as an example, figure 2b is the failure diagnostic process exemplary plot according to embodiments of the present invention by taking washing machine as an example.As shown in Fig. 2 a, Fig. 2 b, wherein, " phenomenon " in fault type corresponding diagram 2a, Fig. 2 b, i.e. " air-conditioning shutdown ", " washing machine does not work ", failure hypothesis corresponding diagram 2a, " compressor overcurrent protection ", " PFC overcurrent protections ", " ambient voltage is unstable ", " chip temperature in judgement item in Fig. 2 b, i.e. Fig. 2 a Spend height " etc. failure it is assumed that " tap is not opened " in Fig. 2 b, " clothing is excessive ", " ambient voltage is unstable ", " having foreign matter ", " inner cylinder Eccentric angle is excessive " etc. failure assume.
In second of embodiment, the fault type of the equipment is determined according to the fault message, default The rule that premise includes the fault type is searched in rule, and using the regular conclusion found as the fault type pair The failure answered is assumed.
Specifically, it can search premise by scanning the rule of each single item in preset rules and include the fault type Rule, so as to assuming the regular conclusion found as failure corresponding to the fault type.Wherein, the default rule Each single item rule in then includes premise and conclusion, and the preset rules are stored in rule base.
Step S130, the failure obtained to reasoning are assumed to be verified to obtain fault diagnosis result.
The failure that is obtained to reasoning is assumed to be verified to obtain fault diagnosis result can be by forward reasoning and/or reverse push Reason is verified.
Carry out forward reasoning checking the failure that reasoning obtains can specifically be assumed by the following two kinds embodiment into Row checking:
In the first embodiment, corresponding to the first embodiment in step S120, to the event Hinder each in assuming to assume to carry out quantitative analysis, to verify whether each hypothesis is set up, the vacation of establishment will be verified It is provided as Fisrt fault diagnostic result.
For example, " compressor overcurrent protection ", " PFC overcurrent protections ", " ambient voltage is unstable ", " chip in Fig. 2 a Temperature is too high " etc. failure it is assumed that carry out quantitative analysis, it was demonstrated that whether each hypothesis is set up.For example, by detecting PFC electric currents Value, it is determined whether " PFC overcurrent protections ".In another example " tap is not opened ", " clothing is excessive ", " ambient voltage in Fig. 2 b It is unstable ", " having foreign matter ", the failure such as " inner cylinder eccentric angle is excessive " is it is assumed that carry out quantitative analysis, it was demonstrated that each assume whether into It is vertical, for example, by detecting clothes weight, it is determined whether " clothing is excessive ".
In second of embodiment, corresponding to second of embodiment in step S120, it is intended to conclusion At least one rule assumed in assuming comprising the failure, will to verify whether each hypothesis is set up by forward reasoning Verify the hypothesis set up as Fisrt fault diagnostic result.I.e., it is intended to which the premise found described in performing includes the event Hinder type, to verify whether each hypothesis is set up by forward reasoning.
Assume it is that the premise found in preset rules includes the regular conclusion of the fault type due to failure, because This, the rule that the premise that can attempt to find described in performing includes the fault type is each to be verified by forward reasoning Bar assumes whether set up, and the hypothesis set up verifying is as Fisrt fault diagnostic result.
Fig. 3 is to assume to be verified to obtain failure according to the failure that obtains reasoning of the embodiment of the invention to examine The step flow chart of disconnected result.As shown in figure 3, carry out the event that backward reasoning checking can specifically obtain to reasoning as follows Barrier hypothesis is verified:
Step S1, quantitative analysis is carried out based on the failure fact table being pre-configured with, it is every in the failure hypothesis to determine One whether hypothesis is set up.
Specifically, the failure fact table being pre-configured with described in scanning, to each failure thing in the failure fact table It is real to carry out quantitative analysis, to determine whether each hypothesis in the failure hypothesis is set up.The failure fact table specifically may be used With including the parameter being pre-configured with and the corresponding relation of given threshold.For example, by taking air-conditioning as an example, setting threshold corresponding to PFC electric currents It is worth for 18A, the actually detected value of PFC electric currents is 19A, more than given threshold 18A, therefore, is judged as PFC overcurrent protections, and " PFC overcurrent protections " be present in assuming it is assumed that can then determine that the hypothesis of " PFC overcurrent protections " is set up in the failure.
Step S2, if verify during the failure is assumed at least one assumes to set up, it will verify that the hypothesis set up is made For the second fault diagnosis result.
Wherein, if verify during the failure is assumed at least one assumes to set up, it will verify that establishment is assumed to be used as the Two fault diagnosis results.
Step S3, if each hypothesis verified during the failure is assumed is invalid, searched in preset rules At least one rule assumed during the failure is assumed can be released, and it is false using the regular premise found as new failure If re-start the checking.
Conclusion is searched i.e. in preset rules and includes at least one rule assumed during the failure is assumed, specifically, will Each hypothesis during the conclusion of each single item rule is assumed with the failure in preset rules is matched, and determines that the failure is false The hypothesis that can be at least released in if by a rule, i.e. in the conclusion regular included at least one it is assumed that and will look into The regular premise found is as new failure it is assumed that re-starting checking, i.e. step S1~S3 is re-executed, until certain is false If it is identified.
When obtained fault diagnosis result includes Fisrt fault diagnostic result and the second fault diagnosis result, by described One fault diagnosis result and fault diagnosis result of the identical conclusion as the equipment in second fault diagnosis result.
Alternatively, it is if any it is assumed that can not be found in preset rules to release in assuming for the failure The rule arbitrarily assumed, then the new fault message of the equipment is obtained, to verify whether any hypothesis is set up.
If any hypothesis verified during the failure is assumed is invalid, and can not be released by rule, it will require outside Information source (user or sensor etc.) provides true (new fault message), to verify whether the hypothesis is set up.In reasoning process In among it is true, information newly inputted etc. exists in the form of group.Such as, detect that air intake vent air quantity is smaller, can be true with user Recognize and whether more than 1 year do not cleaned filter screen, so as to be confirmed whether be because not cleaning filter screen for a long time, caused by air quantity it is smaller.
Fig. 4 is the method schematic diagram of another embodiment of equipment fault diagnosis method provided by the invention.As shown in figure 4, Based on above-described embodiment, the inventive method also includes step S140 and/or step S150.
Step S140 carries out quantitative detection and analysis based on the obtained diagnostic result, with determine fault degree and/or Equipment state.
Specifically, quantitative detection and analysis are carried out according to obtained diagnostic result, so as to be out of order by forward reasoning Degree (such as specific value of failure degree of injury) and/or equipment state.
Step S150, forward reasoning is carried out based on the obtained diagnostic result, obtains corresponding resolution policy.
For example, shown in Fig. 2 a, " PFC electric currents 18A ", " internal-external machine no signal ", " chip temperature 80 are obtained by quantitative detection DEG C ", the testing result such as " 60 DEG C of outdoor environment temperature ", then corresponding resolution policy is determined according to testing result, such as, it is proposed that work Visited as personnel, suggest time that repair method, equipment can also use, suggest cleaning.In another example shown in Fig. 2 b, by quantitative Detection obtain " clothes weight more than 9KG ", " motor driving plate no signal ", " change of sensor no-voltage ", " environment temperature is low In -5 DEG C " etc. testing result, then corresponding resolution policy is determined according to testing result, such as, it is proposed that staff visits, suggested Repair method, recommended replacement part, suggest cleaning foreign matter.
Alternatively, methods described also includes:Asked after fault diagnosis completion or in response to the output of outside, output event At least one diagnosed in route, diagnostic result, result explanation, resolution policy of barrier diagnosis.The way of output of the above can Using be display, printing, disk output as " case history " preservation.
Alternatively, methods described also includes:Record diagnosis route, the event of the fault message received, and/or fault diagnosis Hinder at least one in diagnostic result, result explanation, resolution policy.
Wherein, the above of record can be stored in database, and necessary data is provided for quantitative analysis.
The present invention carries out fault diagnosis based on expert system, is described using production rule, more convenient.At present, some Expert system develoment tool, strong help is provided in this regard.The present invention can be designed using C language, also Ready-made developing instrument can be used, software need to provide the representation of knowledge composition such as framework, parameter, rule, process and method.It is various to know Knowledge storehouse element may be by module and be inputted and be changed, and it provides a user a set of convenient menu and multi-window operation circle Face.In terms of reasoning, it supports forward reasoning, backward reasoning and both mixing, is advantageous to human expert and starts to establish phase The expert system answered.
Fig. 5 is the structural representation of an embodiment of equipment fault diagnosis device provided by the invention.As shown in figure 5, institute Stating equipment fault diagnosis device 100 includes:Acquiring unit 110, reasoning element 120 and authentication unit 130.
Acquiring unit 110 is used for the fault message for obtaining the equipment;Reasoning element 120 is used for the event based on acquisition Barrier information makes inferences to obtain failure hypothesis;The failure that authentication unit 130 is used to obtain reasoning is assumed to be verified to obtain event Hinder diagnostic result.
Wherein, the mode for the fault message that the acquiring unit 110 obtains the equipment specifically includes:Receiving device controls The failure notification that device is sent, and/or receive the failure-description of outside input, to the selection results of preset options, parameter preset At least one of in parameter value, the answer to presetting problem.
The reasoning element 120 is further used for:The fault type of the equipment is determined according to the fault message;According to The corresponding relation that the fault type that pre-saves is assumed with failure, obtain failure corresponding to the fault message it is assumed that or The rule that premise includes the fault type is searched in preset rules, and using the regular conclusion found as the failure classes Failure corresponding to type is it is assumed that each single item rule in the preset rules includes premise and conclusion.
Alternatively, the authentication unit 130 includes the first checking subelement and the first determination subelement, and/or, it is described to test Demonstrate,prove unit 130 include second checking subelement and the second determination subelement and search subelement in it is at least one, and/or, institute Stating authentication unit 130 also includes the 3rd determination subelement.
First checking subelement, assumes to carry out quantitative analysis, to verify for each in assuming the failure State whether each hypothesis is set up, or, it is intended to perform conclusion and include at least one rule assumed during the failure is assumed, with Verify whether each hypothesis is set up by forward reasoning;I.e., it is intended to which the premise found described in execution includes the failure classes Type, to verify whether each hypothesis is set up by forward reasoning;First determination subelement, for the described first checking is single The hypothesis that member checking is set up is as Fisrt fault diagnostic result.
Second checking subelement, for carrying out quantitative analysis based on the failure fact table being pre-configured with, to verify the event Whether each hypothesis during barrier is assumed is set up;Second determination subelement, if verifying institute for the described second checking subelement State at least one during failure is assumed to assume to set up, the hypothesis set up will be verified as the second fault diagnosis result;And/or look into Subelement is looked for, if invalid for verifying each hypothesis during the failure is assumed, knot is searched in preset rules By at least one rule assumed during the failure is assumed is included, the second checking subelement is further used for finding The premise of rule is as new failure it is assumed that re-starting the checking.
3rd determination subelement, for including Fisrt fault diagnostic result and the second failure when obtained fault diagnosis result During diagnostic result, identical conclusion in the Fisrt fault diagnostic result and second fault diagnosis result is defined as described The fault diagnosis result of equipment.
Further, the authentication unit also includes:Subelement is obtained, if for the lookup subelement for the event Barrier assume in it is any it is assumed that can not be found in preset rules can release the rule arbitrarily assumed, then obtain institute The new fault message of equipment is stated, to verify whether any hypothesis is set up.
Fig. 6 is the structural representation of another embodiment of equipment fault diagnosis device provided by the invention.As shown in fig. 6, Also included based on equipment fault diagnosis device 100 described in above-mentioned any embodiment:Analyze determining unit 140 and/or tactful reasoning Unit 150.
Analyze determining unit 140 to be used to carry out quantitative detection and analysis based on the obtained diagnostic result, to determine event Barrier degree and/or equipment state.And/or tactful reasoning element 150 is used to push away based on obtained diagnostic result progress forward direction Reason, obtains corresponding resolution policy.
Based on above-mentioned any embodiment, the equipment fault diagnosis device also includes:Output unit and/or recording unit.
Output unit, for being asked after being completed in fault diagnosis or in response to the output of outside, export fault diagnosis Diagnose at least one in route, fault diagnosis result, result explanation, resolution policy.
Recording unit, for recording diagnosis route, the fault diagnosis knot of the fault message received, and/or fault diagnosis At least one of in fruit, result explanation, resolution policy.
The present invention also provides a kind of computer-readable recording medium corresponding to the equipment fault diagnosis method, deposits thereon Computer program is contained, the step of foregoing any methods described is realized when described program is executed by processor.
The present invention also provide corresponding to the equipment fault diagnosis method a kind of air-conditioning, including processor, memory with And the computer program that can run on a processor on a memory of storage, realize during the computing device described program foregoing The step of any methods described.
The present invention also provides a kind of air-conditioning corresponding to the equipment fault diagnosis device, including foregoing any described sets Standby trouble-shooter.
Accordingly, scheme provided by the invention, according to the fault message reasoning of equipment obtain failure assume and verified with Fail result is obtained, realizes the automatic diagnosis to equipment fault, and failure resolution policy can be provided, can for some failures To automatically process, for partial fault problem can artificial detection service reluctantly flow, failure during to part producing, can exempt from Quality inspection links are gone, for partial fault problem, can directly be handled, remove artificial on-site maintenance process from.
Function described herein can be implemented in hardware, by the software of computing device, firmware or its any combinations. If implement in the software by computing device, then computer can be stored in using function as one or more instructions or code Transmitted on readable media or via computer-readable media.Other examples and embodiment will in of the invention and appended right Ask in the scope and spirit of book.For example, be attributed to the property of software, function described above can be used by processor, Hardware, firmware, hardwired appoint the software implementation that the combination of whichever performs in these.In addition, each functional unit can integrate In a processing unit or unit is individually physically present, can also two or more units be integrated in In one unit.
In several embodiments provided herein, it should be understood that disclosed technology contents, others can be passed through Mode is realized.Wherein, device embodiment described above is only schematical, such as the division of the unit, Ke Yiwei A kind of division of logic function, can there is an other dividing mode when actually realizing, for example, multiple units or component can combine or Person is desirably integrated into another system, or some features can be ignored, or does not perform.Another, shown or discussed is mutual Between coupling or direct-coupling or communication connection can be INDIRECT COUPLING or communication link by some interfaces, unit or module Connect, can be electrical or other forms.
The unit illustrated as separating component can be or may not be it is physically separate, as control fill The part put can be or may not be physical location, you can with positioned at a place, or can also be distributed to multiple On unit.Some or all of unit therein can be selected to realize the purpose of this embodiment scheme according to the actual needs.
If the integrated unit is realized in the form of SFU software functional unit and is used as independent production marketing or use When, it can be stored in a computer read/write memory medium.Based on such understanding, technical scheme is substantially The part to be contributed in other words to prior art or all or part of the technical scheme can be in the form of software products Embody, the computer software product is stored in a storage medium, including some instructions are causing a computer Equipment (can be personal computer, server or network equipment etc.) perform each embodiment methods described of the present invention whole or Part steps.And foregoing storage medium includes:USB flash disk, read-only storage (ROM, Read-Only Memory), arbitrary access are deposited Reservoir (RAM, Random Access Memory), mobile hard disk, magnetic disc or CD etc. are various can be with store program codes Medium.
Embodiments of the invention are the foregoing is only, are not intended to limit the invention, for those skilled in the art For member, the present invention can have various modifications and variations.Any modification within the spirit and principles of the invention, being made, Equivalent substitution, improvement etc., should be included within scope of the presently claimed invention.

Claims (18)

  1. A kind of 1. equipment fault diagnosis method, it is characterised in that including:
    Obtain the fault message of the equipment;
    The fault message based on acquisition makes inferences to obtain failure hypothesis;
    The failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result.
  2. 2. according to the method for claim 1, it is characterised in that the fault message of the equipment is obtained, including:
    The failure notification that receiving device controller is sent, and/or receive the failure-description of outside input, the selection to preset options As a result, at least one in the parameter value of parameter preset, the answer to presetting problem.
  3. 3. method according to claim 1 or 2, it is characterised in that the fault message based on acquisition makes inferences To failure it is assumed that including:
    The fault type of the equipment is determined according to the fault message;
    The corresponding relation assumed according to the fault type pre-saved with failure, it is false to obtain failure corresponding to the fault message If or premise is searched in preset rules and includes the rule of the fault type, and using the regular conclusion found as Failure corresponding to the fault type is it is assumed that each single item rule in the preset rules includes premise and conclusion.
  4. 4. according to the method described in claim any one of 1-3, it is characterised in that
    The failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result, including:
    Each in assuming the failure is assumed to carry out quantitative analysis, will to verify whether each hypothesis is set up The hypothesis set up is verified as Fisrt fault diagnostic result, or, it is intended to perform conclusion and include at least one during the failure is assumed The rule that bar is assumed, to verify whether each hypothesis is set up by forward reasoning, the hypothesis set up will be verified as the first event Hinder diagnostic result;
    And/or
    The failure obtained to reasoning is assumed to be verified to obtain fault diagnosis result, including:
    Quantitative analysis is carried out based on the failure fact table being pre-configured with, whether to verify each hypothesis in the failure hypothesis Set up;
    If verifying at least one during the failure is assumed to assume to set up, the hypothesis set up will be verified as the second fault diagnosis As a result;And/or
    If each hypothesis verified during the failure is assumed is invalid, searched in preset rules described in can releasing Failure assume at least one assume rule, and using the regular premise found as new failure it is assumed that re-starting The checking;
    And/or
    Identical conclusion in the Fisrt fault diagnostic result and second fault diagnosis result is defined as the equipment Fault diagnosis result.
  5. 5. according to the method for claim 4, it is characterised in that also include:
    It is if any it is assumed that can not be found in preset rules can release any hypothesis in assuming for the failure Rule, then obtain the new fault message of the equipment, described any assume whether set up to verify.
  6. 6. according to the method described in claim any one of 1-5, it is characterised in that also include:
    Quantitative detection and analysis are carried out based on the obtained fault diagnosis result, to determine fault degree and/or equipment state;
    And/or
    Forward reasoning is carried out based on the obtained fault diagnosis result, obtains corresponding resolution policy.
  7. 7. according to the method described in claim any one of 1-6, it is characterised in that also include:
    Asked after fault diagnosis completion or in response to the output of outside, export diagnosis route, the fault diagnosis of fault diagnosis As a result, at least one in result explanation, resolution policy;
    And/or
    The diagnosis route, fault diagnosis result, result for recording the fault message received, and/or fault diagnosis are explained, solve decision-making At least one of in slightly.
  8. A kind of 8. equipment fault diagnosis device, it is characterised in that including:
    Acquiring unit, for obtaining the fault message of the equipment;
    Reasoning element, make inferences to obtain failure hypothesis for the fault message based on acquisition;
    Authentication unit, the failure for being obtained to reasoning are assumed to be verified to obtain fault diagnosis result.
  9. 9. device according to claim 8, it is characterised in that the acquiring unit is further used for:
    The failure notification that receiving device controller is sent, and/or receive the failure-description of outside input, the selection to preset options As a result, at least one in the parameter value of parameter preset, the answer to presetting problem.
  10. 10. device according to claim 8 or claim 9, it is characterised in that the reasoning element is further used for:
    The fault type of the equipment is determined according to the fault message;
    The corresponding relation assumed according to the fault type pre-saved with failure, it is false to obtain failure corresponding to the fault message If or premise is searched in preset rules and includes the rule of the fault type, and using the regular conclusion found as Failure corresponding to the fault type is it is assumed that each single item rule in the preset rules includes premise and conclusion.
  11. 11. according to the device described in claim any one of 8-10, it is characterised in that the authentication unit, including:
    First checking subelement, assumes to carry out quantitative analysis for each in assuming the failure, described every to verify One whether hypothesis is set up, or, it is intended to perform conclusion and include at least one rule assumed during the failure is assumed, to pass through Forward reasoning verifies whether each hypothesis is set up;First determination subelement, for by described first checking subelement checking into Vertical hypothesis is as Fisrt fault diagnostic result;
    And/or the authentication unit includes:
    Second checking subelement, for carrying out quantitative analysis based on the failure fact table being pre-configured with, to verify that the failure is false If whether each hypothesis in is set up;
    Second determination subelement, assume if verifying at least one during the failure is assumed for the described second checking subelement Set up, the hypothesis set up will be verified as the second fault diagnosis result;And/or
    Subelement is searched, if invalid for verifying each hypothesis during the failure is assumed, in preset rules Search conclusion and include at least one rule assumed during the failure is assumed, the second checking subelement is further used for looking into The regular premise found is as new failure it is assumed that re-starting the checking;
    And/or
    3rd determination subelement, for by identical knot in the Fisrt fault diagnostic result and second fault diagnosis result By the fault diagnosis result for being defined as the equipment.
  12. 12. device according to claim 11, it is characterised in that the authentication unit, in addition to:Subelement is obtained, is used It is if any it is assumed that can not be found in preset rules to release in the lookup subelement is assumed for the failure The rule arbitrarily assumed, then the new fault message of the equipment is obtained, to verify whether any hypothesis is set up.
  13. 13. according to the device described in claim any one of 8-12, it is characterised in that also include:
    Determining unit is analyzed, for carrying out quantitative detection and analysis based on the obtained fault diagnosis result, to determine failure Degree and/or equipment state;
    And/or
    Tactful reasoning element, for carrying out forward reasoning based on the obtained fault diagnosis result, obtain solving decision-making accordingly Slightly.
  14. 14. according to the device described in claim any one of 8-13, it is characterised in that also include:
    Output unit, for being asked after being completed in fault diagnosis or in response to the output of outside, export the diagnosis of fault diagnosis At least one of in route, fault diagnosis result, result explanation, resolution policy;
    And/or
    Recording unit, for recording diagnosis route, fault diagnosis result, the knot of the fault message received, and/or fault diagnosis At least one of in fruit explanation, resolution policy.
  15. 15. a kind of computer-readable recording medium, it is characterised in that be stored thereon with computer program, described program is processed Device realizes the step of claim 1-7 any methods describeds when performing.
  16. 16. a kind of equipment, it is characterised in that can be transported on a processor on a memory including processor, memory and storage Capable computer program, the step of claim 1-7 any methods describeds are realized during the computing device described program.
  17. 17. a kind of equipment, it is characterised in that including the equipment fault diagnosis device as described in claim 8-14 is any.
  18. 18. the equipment according to claim 16 or 17, it is characterised in that including:In air-conditioning, washing machine, refrigerator, water heater It is at least one.
CN201710915298.2A 2017-09-30 2017-09-30 A kind of equipment fault diagnosis method, device, storage medium and equipment Pending CN107703915A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710915298.2A CN107703915A (en) 2017-09-30 2017-09-30 A kind of equipment fault diagnosis method, device, storage medium and equipment

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710915298.2A CN107703915A (en) 2017-09-30 2017-09-30 A kind of equipment fault diagnosis method, device, storage medium and equipment

Publications (1)

Publication Number Publication Date
CN107703915A true CN107703915A (en) 2018-02-16

Family

ID=61183262

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710915298.2A Pending CN107703915A (en) 2017-09-30 2017-09-30 A kind of equipment fault diagnosis method, device, storage medium and equipment

Country Status (1)

Country Link
CN (1) CN107703915A (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109028747A (en) * 2018-06-20 2018-12-18 合肥美的电冰箱有限公司 Breakdown of refrigerator retrogressive method and device and refrigerator and storage medium
CN109023835A (en) * 2018-08-23 2018-12-18 珠海格力电器股份有限公司 A kind of control method for washing machine, device, storage medium and washing machine
CN110000705A (en) * 2019-05-17 2019-07-12 蓝思科技(长沙)有限公司 A kind of detection method, system and the associated component of the operation of grinding machine abnormal processing
CN113447880A (en) * 2021-05-28 2021-09-28 国网河北省电力有限公司营销服务中心 Fault diagnosis method and device for electric energy meter and terminal equipment

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102243135A (en) * 2011-04-15 2011-11-16 河海大学 Method for diagnosing and analyzing failures of heliostat of tower-type solar power plant
US20140201571A1 (en) * 2005-07-11 2014-07-17 Brooks Automation, Inc. Intelligent condition monitoring and fault diagnostic system for preventative maintenance
CN105116870A (en) * 2015-07-10 2015-12-02 珠海格力电器股份有限公司 Fault analysis method, device and system of air conditioning unit
CN105203929A (en) * 2015-09-08 2015-12-30 武汉大学 Fixed switch cabinet partial discharge online detection device and method
CN105240187A (en) * 2015-11-18 2016-01-13 哈尔滨工业大学 Method for realizing state monitoring and fault diagnosis of water turbine based on chaos theory
CN107013473A (en) * 2017-04-19 2017-08-04 武汉惜源科技有限公司 A kind of pumping plant real time on-line monitoring and energy efficiency managing method and system

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140201571A1 (en) * 2005-07-11 2014-07-17 Brooks Automation, Inc. Intelligent condition monitoring and fault diagnostic system for preventative maintenance
CN102243135A (en) * 2011-04-15 2011-11-16 河海大学 Method for diagnosing and analyzing failures of heliostat of tower-type solar power plant
CN105116870A (en) * 2015-07-10 2015-12-02 珠海格力电器股份有限公司 Fault analysis method, device and system of air conditioning unit
CN105203929A (en) * 2015-09-08 2015-12-30 武汉大学 Fixed switch cabinet partial discharge online detection device and method
CN105240187A (en) * 2015-11-18 2016-01-13 哈尔滨工业大学 Method for realizing state monitoring and fault diagnosis of water turbine based on chaos theory
CN107013473A (en) * 2017-04-19 2017-08-04 武汉惜源科技有限公司 A kind of pumping plant real time on-line monitoring and energy efficiency managing method and system

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
中国科学技术协会: "《2012-2013控制科学与工程学科发展报告》", 30 April 2014, 中国科学技术出版社 *
王红军: "《基于知识的机电系统故障诊断与预测技术》", 31 January 2014, 中国财富出版社 *
蔡厚道,罗春华: "《数控机床维修与调试》", 31 August 2010, 北京理工大学出版社 *

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109028747A (en) * 2018-06-20 2018-12-18 合肥美的电冰箱有限公司 Breakdown of refrigerator retrogressive method and device and refrigerator and storage medium
CN109028747B (en) * 2018-06-20 2021-01-26 合肥美的电冰箱有限公司 Refrigerator fault backtracking method and device, refrigerator and storage medium
CN109023835A (en) * 2018-08-23 2018-12-18 珠海格力电器股份有限公司 A kind of control method for washing machine, device, storage medium and washing machine
CN110000705A (en) * 2019-05-17 2019-07-12 蓝思科技(长沙)有限公司 A kind of detection method, system and the associated component of the operation of grinding machine abnormal processing
CN110000705B (en) * 2019-05-17 2021-04-27 蓝思科技(长沙)有限公司 Detection method and system for abnormal machining operation of mill and related components
CN113447880A (en) * 2021-05-28 2021-09-28 国网河北省电力有限公司营销服务中心 Fault diagnosis method and device for electric energy meter and terminal equipment
CN113447880B (en) * 2021-05-28 2022-07-22 国网河北省电力有限公司营销服务中心 Fault diagnosis method and device for electric energy meter and terminal equipment

Similar Documents

Publication Publication Date Title
CN107703915A (en) A kind of equipment fault diagnosis method, device, storage medium and equipment
US20180107196A1 (en) Method of Detecting Home Appliance Bus Control System
US7765040B2 (en) Reverse failure analysis method and apparatus for diagnostic testing
CN103954011B (en) The indoor unit and outdoor unit matching process and device and air-conditioner set of air-conditioner set
KR20080028458A (en) Device management method, analysis system used for the device management method, data structure used in management database, and maintenance inspection support device used for the device management method
CN105116870B (en) The failure analysis methods of air-conditioner set, device and system
CN105223949B (en) Electric equipment and its communication failure diagnostic method and device
CN109205430B (en) Safety inspection device, system and method for elevator
KR101249902B1 (en) Diagnostic system and method for home appliance
CN105531680A (en) Remote monitoring system, remote monitoring method, and program
JP2007102388A (en) Maintenance support device, maintenance support method, maintenance support system, controller, and control method
JP5487060B2 (en) Failure cause diagnosis method and failure cause diagnosis device
CN106815137A (en) Ui testing method and apparatus
Dahlstrand Consequence analysis theory for alarm analysis
JPH06309584A (en) Plant operation support device
JP2672576B2 (en) Diagnosis support system for plants and equipment
JP3479268B2 (en) Equipment inspection terminal
US6715103B1 (en) Automatic fault diagnostic network system and automatic fault diagnostic method for networks
JP6930930B2 (en) Kitchen equipment malfunction support devices, methods, and programs
JP2502766B2 (en) Elevator failure diagnostic device
CN112400194A (en) System and method for triggering training events
JP7377670B2 (en) Plant operation support system, plant operation support method
JPH08129691A (en) Fault diagnostic device utilizing expert system
CN107765123A (en) Detected rule update method and Electrical Safety monitoring system
CN110715400A (en) Detection method and device for sensor in air conditioner, air conditioner and electronic equipment

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20180216