CN103807429A - Abnormal judgment device of automatic transmission, and abnormal judgment method - Google Patents

Abnormal judgment device of automatic transmission, and abnormal judgment method Download PDF

Info

Publication number
CN103807429A
CN103807429A CN201310537801.7A CN201310537801A CN103807429A CN 103807429 A CN103807429 A CN 103807429A CN 201310537801 A CN201310537801 A CN 201310537801A CN 103807429 A CN103807429 A CN 103807429A
Authority
CN
China
Prior art keywords
abnormal
automatic transmission
vibration data
vibration
frequency band
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
CN201310537801.7A
Other languages
Chinese (zh)
Other versions
CN103807429B (en
Inventor
御手洗睦
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.)
JATCO Ltd
Original Assignee
JATCO Ltd
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 JATCO Ltd filed Critical JATCO Ltd
Publication of CN103807429A publication Critical patent/CN103807429A/en
Application granted granted Critical
Publication of CN103807429B publication Critical patent/CN103807429B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16HGEARING
    • F16H61/00Control functions within control units of change-speed- or reversing-gearings for conveying rotary motion ; Control of exclusively fluid gearing, friction gearing, gearings with endless flexible members or other particular types of gearing
    • F16H61/12Detecting malfunction or potential malfunction, e.g. fail safe; Circumventing or fixing failures

Landscapes

  • Engineering & Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)

Abstract

The invention provides an abnormal judgment device of an automatic transmission, and an abnormal judgment method, which can detect unexpected abnormal noise and abnormal noise caused by compound factors. Abnormality caused by abnormal noise of the automatic transmission after checking can be determined by the vibration of the automatic transmission. Each standard frequency band, which uses the regulated bandwidth division as the frequency range of checking objects, obtains vibration data of time change of an automatic transmission in a checking. Each standard frequency band compares vibration data with the standard vibration data for abnormal judgment stored in a storing device. When any of the standard frequency band is abnormal, it is determined that the automatic transmission during the checking period is abnormal. When all the bands are normal, it is determined that the automatic transmission during the checking period is normal. The vibration data obtained from the automatic transmission which is determined to be normal is added to the vibration data group of the storing device.

Description

The abnormity determining device of automatic transmission and abnormality determination method
Technical field
The present invention relates to abnormity determining device and the abnormality determination method of automatic transmission.
Background technique
In patent documentation 1, disclose a kind of testing fixture, whether which part for example, for judging with the gear unit (automatic transmission unit) of multiple gears has abnormal.
Patent documentation 1: Japanese kokai publication hei 8-43258 communique
In this testing fixture, exceed predefined specified value in the corresponding acoustic pressure of frequency of the vibration that produces with the position (vibration happening part: be provided with the position of gear or bearing etc.) of regulation, be judged to be abnormal (NG).
In the situation of this testing fixture, although can judge the abnormal of regulation position, can not judge abnormal outside the abnormal that anticipation at position beyond it etc.
In addition, in the situation that gear unit is automatic transmission unit, even when the multiple gear mesh that possess in automatic transmission unit (position of regulation) are no abnormal in separately, also will be judged to be extremely as the vibration of automatic transmission entirety sometimes.In this situation, extremely result from compound factor, as other example of this factor, have the environment (temperature, humidity) checking and the enforcement time period of inspection etc.
Therefore, seek to detect abnormal outside anticipation and because of compound factor cause abnormal.
Summary of the invention
The invention provides a kind of abnormity determining device of automatic transmission, described in judging according to the vibration of automatic transmission that completes inspection, complete the abnormal of automatic transmission in inspection, it is characterized in that, possess: vibration detection device, it completes the vibration of the automatic transmission in inspection described in detecting; Vibration data acquisition device, it is being cut apart as each frequency band of the frequency range of the object of abnormality juding using the frequency range of regulation, obtains the vibration data that represents that the timeliness of the vibration being detected by described vibration detection device changes; Benchmark vibration data generating apparatus, its vibration data group based on being stored in storage device generates the benchmark vibration data that abnormality juding is used; Abnormity determining device, it compares described vibration data and described benchmark vibration data, and be determined with without abnormal at described each frequency band, when finding that there is in any one frequency band when abnormal, the automatic transmission completing described in being judged to be in inspection has extremely, when in the case of all frequency bands are no abnormal, the automatic transmission completing described in being judged to be in inspection does not have abnormal; Data supplementing device, it will be appended to the vibration data group that is stored in described storage device from the vibration data that is judged to be not have abnormal automatic transmission to obtain.
The invention provides a kind of abnormality determination method, described in judging according to the vibration of automatic transmission that completes inspection, complete the abnormal of automatic transmission in inspection, it is characterized in that, cutting apart as each frequency band of the frequency range of the object checking using the frequency range of regulation, obtain the vibration data that the timeliness of the vibration that completes the automatic transmission in inspection described in expression changes, at described each frequency band, the benchmark vibration data used of abnormality juding that the vibration data getting and the vibration data group based on being stored in storage device are generated compares, when in the time that any one frequency band notes abnormalities, the automatic transmission completing described in being judged to be in inspection has extremely, when in the case of all frequency bands are no abnormal, the automatic transmission completing described in being judged to be in inspection does not have abnormal, to be appended to the vibration data group that is stored in described storage device from the vibration data that is judged to be not have abnormal automatic transmission to obtain.
According to the present invention, the timeliness of the vibration based on completing the automatic transmission in inspection changes to be determined with without abnormal, therefore, compares the only peak value based on vibration and is determined with N/R situation, can more correctly be determined with without abnormal.
In addition, it not the vibration that is only conceived to characteristic frequency, judge the abnormal of specific position in automatic transmission, but, the object of abnormality juding is made as to the frequency range of regulation, and is conceived to all frequency ranges, judge that automatic transmission entirety has or not extremely, therefore, can detect abnormal outside anticipation and because of compound factor cause abnormal.
And then, to be appended to vibration data group from the vibration data that is judged to be not have abnormal automatic transmission to obtain, therefore,, along with the number of units of having carried out the automatic transmission that completes inspection increases, the vibration data of the generation of the benchmark vibration data of using for abnormality juding increases.Thus, because the vibration data of the generation for benchmark vibration data increases, thereby the precision of benchmark vibration data increases, and therefore, can more correctly have N/R judgement.
Accompanying drawing explanation
Fig. 1 is the summary pie graph that completes testing fixture of automatic transmission;
Fig. 2 is the piece figure of abnormity determining device;
Fig. 3 is the figure of cutting apart illustrating under the frequency range of detected object and the third-octave unit of this frequency range that becomes abnormality juding;
Fig. 4 is the figure of explanation vibration data and benchmark vibration data;
Fig. 5 has illustrated the flow chart that checks operation;
Fig. 6 is that explanation judges with the abnormal sound that the each test that completes inspection operation is carried out abreast the flow chart of testing.
Symbol description
1 completes testing fixture
2 automatic transmission
3 substrate plates
4 input shaft combination apparatus
5 output shaft combination apparatus
6 check control gear
7 motor
8 laser vibrometers (vibration detection device)
10 abnormity determining devices
20?CPU
21 vibration data acquisition units (vibration data acquisition device)
22 benchmark vibration data generating units (benchmark vibration data generating apparatus)
23 abnormality juding portions (abnormity determining device)
24 data supplementing portions (data supplementing device)
25 reason particular portion (abnormal cause specific device)
26 notice control devices (abnormity notifying device)
27 registration portions (register device)
30 memory sections (storage device)
32 abnormal cause tables
40 display units
50 loudspeakers
60 operation inputting part
Embodiment
Below, embodiments of the present invention are described.
Fig. 1 is the summary pie graph that completes testing fixture of automatic transmission.
The device that completes inspection (performance test etc.) that completes testing fixture 1 and be the automatic transmission 2 after having assembled in the final operation of the manufacturing process of automatic transmission, abnormity determining device 10 is monitor the vibration (vebrato) of the automatic transmission 2 in test and be determined with N/R device.
Be provided with multiple gear mesh in the inside of the gearbox of automatic transmission 2 and support bearing of the running shaft of each gear etc., in order to complete inspection, the automatic transmission 2 after the assembling of these gear equities completes links its input shaft and output shaft respectively after the assigned position that is positioned substrate plate 3 with input shaft combination apparatus 4 and output shaft combination apparatus 5.
In the time having started to check, based on the control signal control motor 7 and the automatic transmission control apparatus ATCU that carry out self-check control gear 6, carry out performance test and the gear noise test etc. of automatic transmission 2.
The various signals of the state of the automatic transmission 2 while having represented to check to 6 inputs of inspection control gear, for example, check control gear 6 by representing that the pulse signal of rotating speed of output shaft and the acceleration signal of the vibration of the automatic transmission 2 that expression is detected by laser vibrometer 8 are input to.
Acceleration signal from laser vibrometer 8 is also input to abnormity determining device 10 via inspection control gear 6, and the vibration (vebrato) that abnormity determining device 10 specifically completes the automatic transmission 2 in inspection according to the acceleration signal based on this input judges that automatic transmission 2 has or not extremely.
Below, the formation of specification exception decision maker 10.
Fig. 2 is the piece figure of abnormity determining device 10.
Fig. 3 is that explanation is as the figure of cutting apart under the frequency range of detected object and the third-octave unit of this frequency range of abnormality juding.
Fig. 4 is the figure of explanation vibration data and benchmark vibration data.
Abnormity determining device 10 possesses CPU20, on this CPU20, is connected with memory section 30, display unit 40, loudspeaker 50 and operation inputting part 60 via not shown bus and input/output interface etc.
Memory section 30 is by such as HDD(hard disk drive) or the carrier such as storage form, store vibration data described later and the data inputted via operation inputting part 60 etc.
Display unit 40 is for example LCD monitors, is seeing that automatic transmission 2 has abnormal in the situation that, shows the Word message at the abnormal position (abnormal reason) that represents automatic transmission 2 etc.
See that automatic transmission 2 has abnormal situation or the abnormal agnogenic situation of the automatic transmission 2 that is extremely associated with this etc. under, the sound of this situation message of loudspeaker 50 output notices.
Operation inputting part 60 is to be for example disposed at display unit 40 touch panel or keyboard etc. around, be in the case of specific go out not clear abnormal reason, indication this abnormal reason of input and the memory section 30(abnormal cause table 32 to the corresponding relation of the abnormal item corresponding with it) interface registered.
CPU20 possesses: vibration data acquisition unit 21, benchmark vibration data generating unit 22, abnormality juding portion 23, data supplementing portion 24, reason particular portion 25, notice control device 26, registration portion 27.
The acceleration signal of vibration data acquisition unit 21 based on inputting from inspection control gear 6 obtains the vibration data of the timeliness variation of the vibration that represents automatic transmission 2.This vibration data obtains at each frequency band of having cut apart using the frequency range of regulation as the frequency range of the detected object of abnormality juding.
In mode of execution, the sense of hearing that is set at people as the frequency range of the object of abnormality juding can be served as sound and the frequency band (zone of audibility) of perception, and vibration data becomes each frequency band of the frequency range of this zone of audibility and obtains having cut apart with third-octave.
In order, using the vibration of automatic transmission 2 as voice capturing, to use the corresponding people's of third-octave sense of hearing sense.
In addition, in the following description, the frequency band of having cut apart using third-octave as the frequency range of zone of audibility is labeled as to " benchmark frequency band ".
At each benchmark frequency band, the vibration data group based on being stored in memory section 30 generates the benchmark vibration data that abnormality juding is used to benchmark vibration data generating unit 22.
Particularly, because vibration data group is made up of multiple vibration datas, change so obtain the timeliness of the mean value of the vibration acceleration calculating according to vibration data at each benchmark frequency band.And, change the benchmark vibration data that generates the timeliness variation that stipulates the vibration acceleration (vibration acceleration CLV ceiling limit value) that becomes the upper limit according to the timeliness of the mean value of obtaining.
In mode of execution, obtain vibration acceleration CLV ceiling limit value (μ+3 σ) according to the standard deviation of the average value mu of vibration acceleration, vibration acceleration, and generate the benchmark vibration data of the variation of the timeliness that has stipulated this vibration acceleration CLV ceiling limit value at each benchmark frequency band.
As shown in Figure 4, in the situation that vibration data in the past distributes in the scope of shade in the drawings, timeliness at the mean value of obtaining vibration acceleration according to all vibration datas in past changes after (solid line representing with mean value in reference to Fig. 4), the benchmark vibration data (double dot dash line representing with CLV ceiling limit value in reference to Fig. 4) changing in the timeliness of each benchmark frequency band generation regulation vibration acceleration CLV ceiling limit value.
In mode of execution, this benchmark vibration data is obtained in each CF center frequency of having cut apart the frequency band of the frequency range that becomes zone of audibility (benchmark frequency band) with third-octave.Such as, in other benchmark frequency band (4000Hz, 5000Hz etc.) beyond the benchmark frequency band that is therefore, 3150Hz in CF center frequency, also can similarly generate benchmark vibration data.
Abnormality juding portion 23 compares vibration data and benchmark vibration data at each benchmark frequency band, is determined with without abnormal at each benchmark frequency band.And in the time that any one benchmark frequency band notes abnormalities, the automatic transmission being judged to be in inspection has extremely, in the case of all benchmark frequency bands are no abnormal, the automatic transmission being judged to be in inspection does not have abnormal.
For example, in the case of certain gear mesh of automatic transmission have assembling abnormal, produce than the large vibration (vebrato) of vibration (vebrato) of anticipation in the part of this gear mesh.Therefore,, in the case of finding than the large vibration (vebrato: vibration acceleration) of the vibration (vebrato: vibration acceleration CLV ceiling limit value) that becomes the upper limit, be judged to be finding that this abnormal benchmark frequency band has extremely.
Therefore, the in the situation that of Fig. 4, between moment t1~t2, the vibration acceleration of vibration data exceedes by benchmark vibration data set upper limit value, and therefore, the benchmark frequency band that to be judged to be in this CF center frequency be 3150Hz has extremely.
In addition, abnormality juding portion 23 does not have abnormal in the situation that being judged to be automatic transmission 2, the vibration data of inputting from vibration data acquisition unit 21 is input to data supplementing portion 24, has abnormal in the situation that being judged to be automatic transmission 2, vibration data is outputed to reason particular portion 25.
Data supplementing portion 24 will be appended to memory section 30 by the vibration data that is judged to be not have abnormal automatic transmission to obtain.Thus, be contained in vibration data group vibration data increase by one.
At this, vibration data is to be judged as the vibration data while inspection that completes that there is no abnormal automatic transmission 2, the interior existence of memory section 30 complete passed examination the vibration data of automatic transmission part.
Therefore, complete passed examination in the past automatic transmission more, the vibration data that is contained in vibration data group is more, therefore, the benchmark vibration data being generated by this vibration data group generates in view of the real data in past, the reliability of benchmark vibration data improves.
In addition, vibration data is distinguished and is stored by each Test item (performance test described later and gear noise test etc.) of having carried out the kind of the automatic transmission that completes inspection and complete in inspection.
For example, the kind of automatic transmission is 100 kinds, in the situation that Test item is two, adds up to 200 vibration data groups to be present in memory section 30.
In addition, vibration data also can be distinguished and store by completing the environmental factor (temperature, humidity, time period) while checking and each factory or the each production line that completes inspection.
Impact that can be by environmental factor and carried out completing the deviation of the data that the difference etc. of the factory etc. of inspection causes reflects in benchmark vibration data, therefore, can more correctly be determined with without abnormal.
Reason particular portion 25 in the case of be judged to be the above-mentioned automatic transmission completing in inspection have abnormal, based on having found abnormal benchmark frequency band and having found abnormal moment, number of times etc. (being generically and collectively referred to as below abnormal item) and with reference to abnormal cause table 32, confirmed having or not of the corresponding abnormal reason of the item abnormal with this.
Abnormal cause table 32 is described.
In abnormal cause table 32, abnormal item and abnormal reason are registered accordingly.
For example, for example, certain time period midway of the speed change since 1 speed to 2 speed (from speed change 30 seconds), in the situation that benchmark frequency band 3150Hz has exceeded CLV ceiling limit value, the mode producing take this abnormal reason as assembling due to certain gear mesh has item (abnormal item) and abnormal reason when abnormal to store accordingly at abnormal cause table 32 by being judged to be automatic transmission.
Therefore, with reference to abnormal cause table 32, judge abnormal reason (or candidate of abnormal reason) by the abnormal item based on producing.
The correspondence of the abnormal item in abnormal cause table 32 and abnormal reason has been found out the result of reason and has generated in view of the abnormal each situation that has produced vibration (vebrato) for completing of past in inspection.
Therefore, have abnormal in the situation that being judged to be automatic transmission 2, reason particular portion 25 is based on determining the abnormal item (vibration data) that produces in abnormal automatic transmission and with reference to abnormal cause table 32, in the case of existing corresponding abnormal reason, the data that represent this abnormal reason are outputed to notice control device 26.In addition, in the case of not existing corresponding abnormal reason, the message of this situation is outputed to notice control device 26.
Notice control device 26 be at display unit 40 display text informations, and generation instruction and for the instruction from loudspeaker 50 output sound signals.
For example, in the time representing the data of specific abnormal reason from 25 inputs of reason particular portion, generate the instruction being used for notifying by Word message or sound signal by the specific abnormal reason of these data.
In addition, be not present in abnormal cause table 32 in the abnormal reason corresponding with abnormal item, generate the instruction for this situation message is notified by Word message or sound signal.
In the case of worker notice is had abnormal and abnormal agnogenio true, impel the specific of this abnormal reason.
Registration portion 27, in the case of inputted the corresponding relation of the abnormal item that corresponding abnormal reason is not registered in abnormal cause table 32 and new abnormal reason via operation inputting part 60, is registered in abnormal cause table 32 accordingly by being not registered to the abnormal item of this abnormal cause table 32 and new abnormal reason.
In addition the program that the CPU20 execution that, above-mentioned vibration data acquisition unit 21, benchmark vibration data generating unit 22, abnormality juding portion 23, data supplementing portion 24, reason particular portion 25, notice control device 26, the each function block of registration portion 27 possess by abnormity determining device 10 is stored in not shown ROM and memory section 30 realizes.
Below, illustrate automatic transmission manufacturing line complete inspection operation, the processing of the abnormality juding in specification exception decision maker 10 simultaneously.
Fig. 5 has illustrated the flow chart that checks operation.
Fig. 6 is that explanation judges with the abnormal sound that the each test that completes inspection operation is carried out abreast the flow chart of testing.
Check in operation completing of mode of execution, with the parallel abnormality juding test of carrying out the vibration (vebrato) based on automatic transmission of the each test that completes inspection of automatic transmission (parallel).
First, check in operation completing, by after having completed the input shaft of automatic transmission 2 of assembling of gear equity part and output shaft link with input shaft combination apparatus 4 and output shaft combination apparatus 5 respectively in unit assembling procedure, start the performance test (step 101) of automatic transmission.
Confirm to check according to the information of operating condition that represents the automatic transmission in this performance test whether the automatic transmission of object brings into play predefined performance and regular event (step 102) whether.
And (step 102: normal (OK)), carries out gear noise test (step 103) in the situation that this performance judgment is not pinpointed the problems.
In addition, complete and check in operation at this, test execute exception noise abreast with performance test and gear noise and judge test, in performance test and gear noise test, carry out respectively the N/R judgement that has of automatic transmission based on vibration (vebrato).
Therefore,, the in the situation that of no abnormal in gear noise test (step 104: normal), in step 105, in judging test with the abnormal sound of performance test and gear noise test execution abreast, be confirmed whether to be judged to be abnormal.
In abnormality juding test, being judged to be (step 105: no) in N/R situation, finish inspection operation.
On the other hand, in abnormality juding test, be judged to be abnormal in the situation that, to carry out production line action (step 106) and abnormal causal investigation operation (step 107), and item based on abnormal is carried out abnormal causal investigation, specific.
In addition, the in the situation that of noting abnormalities in performance test (step 101) and gear noise test (step 103) (step 102:NG or step 104:NG), also carry out production line action (step 106) and abnormal causal investigation operation (step 107), and make a service test and the abnormal causal investigation of gear noise in testing, specific.
In addition, reason extremely, again implement performance test and gear noise test for the automatic transmission of the abnormal reason of automatic transmission having been carried out to counter-measure in the case of specific, test execute exception noise abreast with these simultaneously and judge test.
And, the in the situation that of all not noting abnormalities, finished inspection operation in any test.
Secondly, the flowchart text abnormal sound based on Fig. 6 is judged test.
First,, in the time starting abnormal sound judgement test, vibration data acquisition unit 21, according to the waveform of the output signal of laser vibrometer 8, is obtained the vibration data (step 201) of the variation of the timeliness that represents vibration acceleration at above-mentioned each benchmark frequency band.Therefore, example as shown in Figure 4, each CF center frequency of each benchmark frequency band obtain become figure in the vibration data of the waveform that represents of solid line.
In the time obtaining vibration data, the vibration data (vibration data group) in past of benchmark vibration data generating unit 22 based on being stored in memory section 30 asked for the mean value of the vibration acceleration calculating according to the vibration data in multiple past timeliness at each benchmark frequency band changes.Then, change according to the timeliness of the mean value of obtaining, generating regulation at each benchmark frequency band becomes the benchmark vibration data of the timeliness variation of the vibration acceleration (vibration acceleration CLV ceiling limit value) of the upper limit.
Thus, generate the benchmark vibration data (double dot dash line being represented by CLV ceiling limit value in reference to Fig. 4) of the timeliness variation of regulation vibration acceleration CLV ceiling limit value at each benchmark frequency band.
In the time generating benchmark vibration data, abnormality juding portion 23, at relatively vibration data and benchmark vibration data of each benchmark frequency band, judges that each benchmark frequency band has or not (step 203) extremely.
In mode of execution, in the case of being had the part that exceedes vibration acceleration CLV ceiling limit value by the specific vibration acceleration of vibration data, being judged to be has at this benchmark frequency band extremely.
When be judged to be all not have (step 204: no) when abnormal under any benchmark frequency band, data supplementing portion 24 will be appended to memory section 30 from the vibration data that is judged to be not have abnormal automatic transmission to obtain.Thus, be contained in vibration data group vibration data increase by one.Therefore,, in the abnormality juding test after next time, the quantity of the vibration data while generating benchmark vibration data increases.
When being judged to be after any benchmark frequency band has extremely (step 204: be), whether reason particular portion 25 is based on having found the vibration data of abnormal benchmark frequency band and having confirmed and be present in abnormal cause table 32 by the corresponding abnormal reason of the specific abnormal item of vibration data with reference to the abnormal cause table 32 in memory section 30.
In the case of there being (step 207: be) abnormal reason, notify control device 26 to generate for exporting for notifying abnormal generation and the Word message of its reason and the instruction of acoustic information, and it is exported to display unit 40 and loudspeaker 50.Thus, notify abnormal generation and its reason (step 208) to worker.
On the other hand, in the case of not there is not (step 207: no) abnormal reason, notice control device 26 generates for exporting for notifying abnormal generation and the abnormal agnogenio true Word message of message and the instruction of acoustic information, and it is exported to display unit 40 and loudspeaker 50.Thus, notify abnormal generation and its agnogenio true message (step 209) to worker.
Thus, by the above-mentioned production line action (step 106) and the investigation operation (step 107) that check in operation (with reference to Fig. 5) of completing, based on investigating abnormal reason by the specific abnormal item of vibration data.
At this, in mode of execution, the frequency range of object that becomes abnormality juding is set in can be using people's the sense of hearing as sound and the frequency band (zone of audibility) of perception, and different frequency range (third-octave) unit that can vibrate by sound discrimination with people's the sense of hearing obtains vibration data.
Therefore, in the case of completing automatic transmission in inspection notes abnormalities, again implement to have found abnormal test, worker can grasp the abnormal sound now producing in automatic transmission by the sense of hearing of self, also can contribute to the specific of abnormal position.
In addition, in the case of specific the abnormal reason corresponding with abnormal item, can be via operation inputting part 60, the corresponding relation of abnormal item and abnormal reason is registered to abnormal cause table 32.
Therefore, notifying after abnormal agnogenio true message, input the situation of corresponding relation of abnormal item and abnormal reason from operation inputting part 60, in the abnormal cause table 32 of memory section 30, appended the data (step 111) of the corresponding relation that has stipulated abnormal item and abnormal reason.
At this, laser vibrometer 8 in mode of execution is equivalent to the vibration detection device in invention, vibration data acquisition unit 21 and step 201 are equivalent to the vibration data acquisition device in invention, benchmark vibration data generating unit 22 and step 202 are equivalent to the benchmark vibration data generating apparatus in invention, abnormality juding portion 23 and step 203 are equivalent to the abnormity determining device in invention, data supplementing portion 24 and step 206 are equivalent to the data supplementing device in invention, and memory section 30 is equivalent to the storage device in invention.
And then reason particular portion 25 and step 205 are equivalent to the abnormal cause specific device in invention, notice control device 26 and step 208 and step 209 are equivalent to the notifying device in invention.
As mentioned above, in mode of execution, a kind of abnormity determining device 10 is provided, it has judged abnormal in the automatic transmission 2 of inspection according to the vibration (vebrato) that completes the automatic transmission 2 in inspection, and be configured to and possess: laser vibrometer 8, its detection completes the vibration of the automatic transmission 2 in inspection; Vibration data acquisition unit 21, its with third-octave unit become the frequency range (zone of audibility) of the object of abnormality juding each benchmark frequency band obtain the vibration data that the timeliness that represents vibration that detected by laser vibrometer 8 changes; Benchmark vibration data generating unit 22, its vibration data group based on being stored in memory section 30 generates at each benchmark frequency band the benchmark vibration data that abnormality juding is used; Abnormality juding portion 23, it compares vibration data and benchmark vibration data at each benchmark frequency band, be determined with without abnormal at each benchmark frequency band, in the time that any one benchmark frequency band notes abnormalities, the automatic transmission 2 being judged to be in inspection has extremely, in the case of all benchmark frequency bands are no abnormal, the automatic transmission being judged to be in inspection does not have abnormal; Data supplementing portion 24, it will be appended to the vibration data group that is stored in memory section 30 from the vibration data that is judged to be not have abnormal automatic transmission 2 to obtain.
By such formation, the timeliness of the vibration (vebrato) based on completing the automatic transmission 2 in inspection changes to be determined with without abnormal, therefore, compare the only peak value based on vibration (vebrato) and be determined with N/R situation, can more correctly be determined with without abnormal.
In addition, be appended to vibration data group from the vibration data that is judged to be not have abnormal automatic transmission 2 to obtain, therefore,, along with the number of units of having carried out the automatic transmission that completes inspection increases, the vibration data of the generation of the benchmark vibration data of using for abnormality juding increases.Thus, increase for the vibration data of the generation of benchmark vibration data, thereby the precision of benchmark vibration data increases, and therefore, can more correctly have N/R judgement.
At this, possess in the automatic transmission of multiple gear mesh, decide the frequency band of the duty of shaking (vebrato) producing from the mate of gear according to the engagement number of times of gear, therefore, in the noise test of existing automatic transmission, only specific frequency band inspection is had to the abnormal of friction (vebrato).
Therefore, only can check that the specific part (gear mesh) that predetermines produces abnormal, in the case of vibration (vebrato) compound action producing from the multiple gear equities in automatic transmission, judge that as automatic transmission entirety vibration (vebrato) is as abnormal, can not tackle.
Not only the frequency range of the object that becomes abnormality juding is limited to specific frequency band, but also is set as all zones of audibility, therefore, can judge that automatic transmission entirety has the abnormal of friction (vebrato).
As automatic transmission, the device of manufacturing at multiple precision partss such as the multiple gear mesh of assembling and bearings, be difficult to vibrate according to which part prediction in advance of device abnormal that (vebrato) brings, what particularly the compound effect of the vibration (vebrato) of the part in device brought is extremely more difficult to anticipation.Therefore,, when the frequency range of object that becomes abnormality juding is only limited to specific frequency band, can not detect the abnormal of these anticipation difficulties.
As mentioned above, be set as all zones of audibility by not limiting the frequency range of the object that becomes abnormality juding, also can detect abnormal (the not specific exceptions noise) of envisioning difficulty.
In addition, at present, abnormal the having or not that the vibration (vebrato) of automatic transmission brings is that worker judges by the sense of hearing, and therefore, the deviation of worker's judgement (deviation of threshold value) is on there being N/R judgement to bring impact.
As above-mentioned formation, vibrate vibration data that the timeliness of (vebrato) changes and there is no being relatively determined with without abnormal of benchmark vibration data that the vibration data group of abnormal automatic transmission generates from being judged as the past by expression, thus, can further there is quantitatively N/R judgement, therefore, there is the reliability of N/R judgement to improve.
In addition, at present, the N/R judgement that has of being undertaken can be replaced with to the method for judging based on data by the sense of hearing, therefore, can carry out the not quantitative evaluation management of specific exceptions noise.In addition, owing to being accumulated about the information of specific exceptions noise not, so can be in initial reply automatic transmission manufacturing process.
Store abnormal cause table 32 at memory section 30, this abnormal cause table 32 is stored according to the corresponding relation of the specific abnormal item of the vibration data of having found abnormal benchmark frequency band and abnormal reason.
Also be configured to and possess: reason particular portion 25, its in the case of be judged to be automatic transmission 2 in inspection have abnormal, based on having found the vibration data of abnormal benchmark frequency band and having carried out the reason of specific exceptions with reference to abnormal cause table 32; Notice control device, it,, by pointing out at display unit 40, export as acoustic information from loudspeaker 50 specific abnormal reason as Word message etc., is given notice to worker.
By such formation, the abnormal cause table 32 based on being stored in memory section 30 carrys out the reason of specific exceptions, and notifies specific abnormal reason via display unit 40 etc.
Therefore,, have abnormal automatic transmission in adjustment is judged to be to complete inspection time, worker can promptly know the position that needs adjustment.
Notice control device 26 is configured to: in the case of in not being present in abnormal cause table 32 with according to the corresponding abnormal reason of the specific abnormal item of the vibration data of having found abnormal benchmark frequency band, point out at display unit 40 this situation message as Word message, export as acoustic information from loudspeaker 50 etc., thus worker is notified.
Be configured to and also possess registration portion 27, it does not exist the abnormal item of corresponding abnormal reason and the corresponding relation of new abnormal reason in the case of inputting via operation inputting part 60, and abnormal item and new abnormal reason are registered in abnormal cause table 32 accordingly.
By such formation, can wait promptly to notify to have produced to worker not have the abnormal of corresponding abnormal reason.In addition, in the case of specific reason extremely, specific abnormal reason and the corresponding relation that produces this item (abnormal item) when abnormal are re-registered in abnormal cause table 32, therefore, in the case of after the automatic transmission of carrying out complete inspection in detect same abnormal the reason of specific exceptions rapidly.
Benchmark vibration data generating unit 22 forms as follows, the timeliness of asking for the mean value of the vibration acceleration calculating according to the multiple vibration datas that form vibration data group at each benchmark frequency band changes, and stipulates according to the timeliness variation one-tenth in next life of the mean value of obtaining the benchmark vibration data that the timeliness of the vibration acceleration (vibration acceleration CLV ceiling limit value) that becomes the upper limit changes.
In abnormity determining device 10, carry out completing while inspection of automatic transmission at every turn, do not have the vibration data of abnormal automatic transmission to be appended in the vibration data that forms vibration data group by being judged to be, thereby the female group while generating benchmark vibration data increase.
Therefore, by formation as above, generate the benchmark vibration data in view of the inspection real data in past, therefore, can have or not extremely in view of the inspection data judging in past.
Frequency range is set the frequency band (zone of audibility) that can serve as sound perception for people's the sense of hearing,
Benchmark frequency band is the frequency band of having cut apart the frequency range (zone of audibility) of the object that becomes abnormality juding with third-octave.
Third-octave is that people (worker) can differentiate the minimum unit as the vibration of sound with ear, and therefore, to being judged to be abnormal automatic transmission, worker carries out sense of hearing judgement in addition, can detect thus abnormal position.
A kind of abnormality determination method is provided, judged automatic transmission 2 abnormal of inspection according to the vibration (vebrato) that completes the automatic transmission in inspection, wherein, obtain the vibration data of the timeliness variation of the vibration that has represented the automatic transmission in inspection at each benchmark frequency band of having cut apart the frequency range (zone of audibility) of the object that becomes inspection with the frequency range of regulation, the benchmark vibration data used of abnormality juding that the vibration data getting and the vibration data group based on being stored in storage device are generated compares at above-mentioned each benchmark frequency band, when in the time that any one benchmark frequency band notes abnormalities, the automatic transmission being judged to be in inspection has extremely, when no abnormal in all benchmark frequency bands, the automatic transmission being judged to be in inspection does not have abnormal, to be appended to the vibration data group that is stored in storage device from the vibration data that is judged to be not have abnormal automatic transmission to obtain.
By such formation, the timeliness of the vibration (vebrato) based on completing the automatic transmission 2 in inspection changes to be determined with without abnormal, therefore, compare the only peak value based on vibration (vebrato) and be determined with N/R situation, can more correctly be determined with without abnormal.
In addition, owing to being appended to vibration data group from the vibration data that is judged to be not have abnormal automatic transmission 2 to obtain, so along with the number of units of having carried out the automatic transmission that completes inspection increases, the vibration data of the generation of the benchmark vibration data of using for abnormality juding increases.Thus, because the vibration data of the generation for benchmark vibration data increases, thereby the precision of benchmark vibration data increases, and therefore, can more correctly have N/R judgement.
At this, completing of automatic transmission checks performance test and the gear noise test with automatic transmission, and be configured to, use the abnormal sound of the abnormality determination method of mode of execution to judge test and performance test and gear noise test execution abreast, completing in inspection, all no abnormal in judging test and judge any test of test with the abnormal sound that gear noise test is carried out abreast in performance test and gear noise pass the test and with the abnormal sound that performance test is carried out abreast, complete automatic transmission in inspection qualified.
By such formation, completing inspection with automatic transmission existing carries out abreast abnormal sound and judges test, therefore, can not change significantly existing operation and the equipment that completes inspection, and can have N/R judgement based on vibration (vebrato).
In mode of execution, example detect the situation of the vibration of automatic transmission 2 with laser vibrometer 8, as long as but can export vibrational waveform, also can adopt other vibration detection device.

Claims (6)

1. an abnormity determining device for automatic transmission, completes the abnormal of automatic transmission in inspection according to the vibration of automatic transmission that completes inspection described in judging, it is characterized in that possessing:
Vibration detection device, it completes the vibration of the automatic transmission in inspection described in detecting;
Vibration data acquisition device, it is being cut apart as each frequency band of the frequency range of the object of abnormality juding using the frequency range of regulation, obtains the vibration data that represents that the timeliness of the vibration being detected by described vibration detection device changes;
Benchmark vibration data generating apparatus, its vibration data group based on being stored in storage device generates the benchmark vibration data that abnormality juding is used;
Abnormity determining device, it compares described vibration data and described benchmark vibration data, and be determined with without abnormal at described each frequency band, when finding that there is in any one frequency band when abnormal, the automatic transmission completing described in being judged to be in inspection has extremely, when in the case of all frequency bands are no abnormal, the automatic transmission completing described in being judged to be in inspection does not have abnormal;
Data supplementing device, it will be appended to the vibration data group that is stored in described storage device from the vibration data that is judged to be not have abnormal automatic transmission to obtain.
2. the abnormity determining device of automatic transmission as claimed in claim 1, is characterized in that,
Have abnormal cause table in described memory device stores, this abnormal cause table stores the corresponding relation of having found abnormal frequency band and abnormal reason,
Also possess:
Abnormal cause specific device, its in the case of described in being judged to be, complete automatic transmission in inspection have abnormal, based on having found abnormal frequency band and with reference to described abnormal cause table, the reason of specific exceptions;
Notifying device, the specific abnormal reason of its notice.
3. the abnormity determining device of automatic transmission as claimed in claim 2, is characterized in that,
Be not present in described abnormal cause table in the abnormal reason corresponding with having found described abnormal frequency band, described notifying device is notified this situation,
Also possesses register device, it does not exist the frequency band of corresponding abnormal reason and the corresponding relation of new abnormal reason in the case of having inputted via input device, and the frequency band and the new abnormal reason that do not have described abnormal reason are registered in described abnormal cause table accordingly.
4. the abnormity determining device of the automatic transmission as described in any one in claim 1~3, is characterized in that,
The mean value of the multiple vibration datas of described benchmark vibration data generating apparatus based on forming described vibration data group generates described benchmark vibration data.
5. the abnormity determining device of the automatic transmission as described in any one in claim 1~4, is characterized in that,
Described frequency range is set at the frequency range of zone of audibility,
Described frequency band is to cut apart as the frequency band of the frequency range of the object of described abnormality juding using third-octave.
6. an abnormality determination method, completes the abnormal of automatic transmission in inspection according to the vibration of automatic transmission that completes inspection described in judging, it is characterized in that,
Cutting apart as each frequency band of frequency range of the object checking using the frequency range of regulation, obtaining and complete the vibration data that the timeliness of the vibration of the automatic transmission in inspection changes described in expression,
At described each frequency band, the benchmark vibration data used of abnormality juding that the vibration data getting and the vibration data group based on being stored in storage device are generated compares,
When in the time that any one frequency band notes abnormalities, the automatic transmission completing described in being judged to be in inspection has extremely, and when in the case of all frequency bands are no abnormal, the automatic transmission completing described in being judged to be in inspection does not have extremely,
To be appended to the vibration data group that is stored in described storage device from the vibration data that is judged to be not have abnormal automatic transmission to obtain.
CN201310537801.7A 2012-11-06 2013-11-04 The abnormity determining device of automatic transmission and abnormality determination method Active CN103807429B (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2012244322A JP5743996B2 (en) 2012-11-06 2012-11-06 Automatic transmission abnormality determination device and abnormality determination method
JP2012-244322 2012-11-06

Publications (2)

Publication Number Publication Date
CN103807429A true CN103807429A (en) 2014-05-21
CN103807429B CN103807429B (en) 2016-08-17

Family

ID=50704620

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201310537801.7A Active CN103807429B (en) 2012-11-06 2013-11-04 The abnormity determining device of automatic transmission and abnormality determination method

Country Status (2)

Country Link
JP (1) JP5743996B2 (en)
CN (1) CN103807429B (en)

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106660496A (en) * 2014-06-18 2017-05-10 加特可株式会社 Vehicle control apparatus
CN108291837A (en) * 2015-12-09 2018-07-17 三菱电机株式会社 The diagnostic system for deteriorating position estimation device, deteriorating position method of estimation and moving body
CN108779850A (en) * 2016-03-04 2018-11-09 加特可株式会社 The trouble location detection device of automatic transmission and has its automatic transmission
CN110345244A (en) * 2018-04-04 2019-10-18 丰田自动车株式会社 The control device of power transmission apparatus for vehicle
CN110874083A (en) * 2018-08-31 2020-03-10 发那科株式会社 Processing environment measuring device
CN111435104A (en) * 2019-01-11 2020-07-21 加特可株式会社 Inspection apparatus
US11137321B2 (en) 2018-02-05 2021-10-05 Sumitomo Heavy Industries, Ltd. Failure diagnosis system

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP6482983B2 (en) * 2015-08-03 2019-03-13 日野自動車株式会社 Engine performance test method
EP3189969B1 (en) 2016-01-07 2020-09-02 Ricoh Company, Ltd. Malfunction diagnosing apparatus, malfunction diagnosing method, and carrier means
JP6766514B2 (en) * 2016-08-09 2020-10-14 いすゞ自動車株式会社 Quantitative evaluation method of abnormal noise of automobile transmission
JP6808405B2 (en) * 2016-09-06 2021-01-06 柳井電機工業株式会社 Monitoring device for rotating equipment
KR101921865B1 (en) * 2018-05-28 2018-11-23 신건하 Testing device for vehicle transmission
JP7260410B2 (en) * 2019-06-18 2023-04-18 日立Geニュークリア・エナジー株式会社 Abnormal Diagnosis Method for Rotating Machinery
JP7191807B2 (en) * 2019-11-29 2022-12-19 株式会社日立製作所 Diagnostic device and diagnostic method
CN111425584A (en) * 2020-04-29 2020-07-17 常州机电职业技术学院 Noise eliminating method suitable for gear transmission noise of separating type speed reducer
JP7327327B2 (en) * 2020-09-07 2023-08-16 トヨタ自動車株式会社 Learning method of mapping for anomaly judgment

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11108806A (en) * 1997-10-06 1999-04-23 Oki Electric Ind Co Ltd Device for extracting characteristic of mechanical motion
CN1221081A (en) * 1997-12-25 1999-06-30 大宇电子株式会社 Method and apparatus for controlling malfunction of automatic transmission
CN1842695A (en) * 2003-08-28 2006-10-04 本田技研工业株式会社 Sound/vibration analysis device and sound/vibration analysis method, and program for sound/vibration analysis and computer-readable recording medium on which program for sound/vibration is recorded
CN101676705A (en) * 2008-09-17 2010-03-24 加特可株式会社 Failure detect device and failure detect method
JP2010175446A (en) * 2009-01-30 2010-08-12 Mitsubishi Heavy Ind Ltd Status diagnostic apparatus
CN102345733A (en) * 2010-07-21 2012-02-08 霍弗机电液系统公司 Hydraulic control of a dual clutch transmission

Family Cites Families (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS57196118A (en) * 1981-05-27 1982-12-02 Nissan Motor Co Ltd Abnormality detector for rotary mechanism
JPS6195218A (en) * 1984-10-17 1986-05-14 Nissan Motor Co Ltd Apparatus for discriminating abnormally of machine operation sound
JPH0579903A (en) * 1991-09-19 1993-03-30 Hitachi Ltd Abnormality diagnostic method and device for rotating machine
JPH06258176A (en) * 1993-03-03 1994-09-16 Matsushita Electric Ind Co Ltd Automatic measuring system for functional inspection
JP3256324B2 (en) * 1993-04-14 2002-02-12 出光石油化学株式会社 Rotary machine abnormality diagnosis method and apparatus
JP3272144B2 (en) * 1994-04-18 2002-04-08 株式会社東芝 Monitoring and diagnostic equipment for rotating equipment
JPH0843258A (en) * 1994-07-29 1996-02-16 Mazda Motor Corp Gear inspecting device
JPH08177530A (en) * 1994-12-27 1996-07-09 Toshiba Corp Abnormality detecting device for gas turbine
JPH09166483A (en) * 1995-12-19 1997-06-24 Hitachi Ltd Method and apparatus for monitoring equipment
JPH09229762A (en) * 1996-02-23 1997-09-05 Hitachi Ltd Method and apparatus for monitoring of abnormality of instrument
JP3518838B2 (en) * 1997-09-04 2004-04-12 株式会社東芝 Sound monitoring device
JPH11248528A (en) * 1998-03-03 1999-09-17 Omron Corp Abnormal vibration detecting apparatus
JP3944744B2 (en) * 2003-07-29 2007-07-18 日本精工株式会社 Abnormality diagnosis device and rolling bearing device having the same
JP2007212317A (en) * 2006-02-10 2007-08-23 Hitachi Ltd Oscillation monitor device for rotary machine
JP5106329B2 (en) * 2008-09-13 2012-12-26 中国電力株式会社 Equipment abnormality diagnosis method and system
JP5487681B2 (en) * 2009-03-31 2014-05-07 Jfeスチール株式会社 Steel strip rolling machine diagnostic device and diagnostic method
DE102009028364A1 (en) * 2009-08-10 2011-02-17 Zf Friedrichshafen Ag Method for early damage detection in a motor vehicle transmission
JP5499900B2 (en) * 2010-05-25 2014-05-21 Jfeスチール株式会社 Pattern automatic extraction method and pattern automatic extraction system

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH11108806A (en) * 1997-10-06 1999-04-23 Oki Electric Ind Co Ltd Device for extracting characteristic of mechanical motion
CN1221081A (en) * 1997-12-25 1999-06-30 大宇电子株式会社 Method and apparatus for controlling malfunction of automatic transmission
CN1842695A (en) * 2003-08-28 2006-10-04 本田技研工业株式会社 Sound/vibration analysis device and sound/vibration analysis method, and program for sound/vibration analysis and computer-readable recording medium on which program for sound/vibration is recorded
CN101676705A (en) * 2008-09-17 2010-03-24 加特可株式会社 Failure detect device and failure detect method
JP2010175446A (en) * 2009-01-30 2010-08-12 Mitsubishi Heavy Ind Ltd Status diagnostic apparatus
CN102345733A (en) * 2010-07-21 2012-02-08 霍弗机电液系统公司 Hydraulic control of a dual clutch transmission

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106660496A (en) * 2014-06-18 2017-05-10 加特可株式会社 Vehicle control apparatus
CN106660496B (en) * 2014-06-18 2019-02-12 加特可株式会社 The control device of vehicle
CN108291837A (en) * 2015-12-09 2018-07-17 三菱电机株式会社 The diagnostic system for deteriorating position estimation device, deteriorating position method of estimation and moving body
CN108779850A (en) * 2016-03-04 2018-11-09 加特可株式会社 The trouble location detection device of automatic transmission and has its automatic transmission
US11137321B2 (en) 2018-02-05 2021-10-05 Sumitomo Heavy Industries, Ltd. Failure diagnosis system
CN110345244A (en) * 2018-04-04 2019-10-18 丰田自动车株式会社 The control device of power transmission apparatus for vehicle
CN110345244B (en) * 2018-04-04 2020-11-10 丰田自动车株式会社 Control device for vehicle power transmission device
CN110874083A (en) * 2018-08-31 2020-03-10 发那科株式会社 Processing environment measuring device
CN110874083B (en) * 2018-08-31 2024-03-15 发那科株式会社 Processing environment measuring device
CN111435104A (en) * 2019-01-11 2020-07-21 加特可株式会社 Inspection apparatus
CN111435104B (en) * 2019-01-11 2022-07-22 加特可株式会社 Inspection apparatus

Also Published As

Publication number Publication date
JP2014092504A (en) 2014-05-19
CN103807429B (en) 2016-08-17
JP5743996B2 (en) 2015-07-01

Similar Documents

Publication Publication Date Title
CN103807429A (en) Abnormal judgment device of automatic transmission, and abnormal judgment method
Kumar et al. Condition based maintenance of bearings and gears for fault detection–A review
CN105283400B (en) Elevator noise monitoring
RU2545501C2 (en) Method and device for analysing vibrations and sample database therefor and use of sample database
JP4560110B2 (en) Abnormality diagnosis apparatus and abnormality diagnosis method
US6801864B2 (en) System and method for analyzing vibration signals
US7557728B1 (en) Using audio to detect changes to the performance of an application
KR102120756B1 (en) Automatic diagnosis method for rotating machinery using real-time vibration analysis
EP3596568A1 (en) Diagnosis device, diagnosis system, diagnosis method, and program
WO2007130380A2 (en) Rotating bearing analysis and monitoring system
CN102854006A (en) Severity analysis apparatus and method for shafts of rotating machinery
Poveda-Martínez et al. A comparison between psychoacoustic parameters and condition indicators for machinery fault diagnosis using vibration signals
US20230152792A1 (en) System for predictive operational analysis of a machinery component
Kannan et al. Demodulation band optimization in envelope analysis for fault diagnosis of rolling element bearings using a real-coded genetic algorithm
JP2020112493A (en) Inspection system and abnormality identification method
JP2020154712A (en) System, arithmetic device and program
US7552396B1 (en) Associating screen position with audio location to detect changes to the performance of an application
US11747191B2 (en) Automated health state classifier for rotating machines based on expert knowledge
WO2020162426A1 (en) Analysis device, analysis method, program, and sensor structure
JP7035178B2 (en) Diagnostic equipment and diagnostic methods for rolling equipment
WO2017212645A1 (en) Bearing diagnosing device and bearing diagnosing method, and rotating machine and maintenance method for same
WO2020054725A1 (en) Diagnostic apparatus and diagnostic method
Metwalley et al. Condition based maintenance optimization for faulty gearbox under continuous noise monitoring
EP2323105B1 (en) Monitoring of machines
McLeay Unsupervised monitoring of machining processes

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