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Annual46787585011766120174229282305
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on771939011454107
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platforms,139793901145477131156183237271351390418
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systematically1170105101143880119143192273327351374417471494517559
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as:922116301145493123
‰Data49612860100806091276011469123148202
acquisition839127601145496151203226264287312335389442
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storage1498127601143963118151205259308
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‰Data49615110100806091500011469123148202
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raw719161201143387153
data9001612011454108133187
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machine12581612011480134177230253306355
learning1641161201142371126159212235288342
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monitoring10451837011480134187210235289322345398452
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alerts1601183701145477126159184223
based6091949011454108147196250
on8871949011454107
asset1022194901145493132180205
operating12551949011454109157191245269292345400
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‰4962072010080
Asset6042062011465103142191215
health8472062011453102156179204257
evaluation1132206201144991145168220274299322376429
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diagnostic1084217401145477131186239293331356379422
records1534217401143382124178212266305
based6092286011454108147196250
on8872286011454107
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analysis12642286011454107161184226265288326
if1618228601142351
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has8872399011453106143
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started1387239901143862115147171219272
declining.6092511011454103146169192245268321375401
‰4962634010080
Prognostics604262301145385139193246300339364387429468
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predictions609273501145488137191214256281304358411450
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failure1196273501142882105128180213262
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machine6092848011481135177230253306355
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remaining1061296001143483163217240293316369423
life.151229600114234674122150
‰Decision49630830100806093072011469118160183222245299352
support989307201143991145199253287311
system1328307201143981119144193273
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recommendations609318501143382125179259340389442496550575598652705743
of1380318501145482
best14903185011454103142166
actions.1684318501145497122145199252290318
‰Human49633080100806093297011469121201255308
interface945329701142376101149183210264307356
layer1329329701142377119168201
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making16333297011481135182205258312
all609340901145477100
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accessible1245340901145497139188227265288343366415
in1688340901142375
an17913409011455107
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format.1435352201142781115195249274302
Failure6093634011448101124147199232281
prediction,918363401145487136191214256281304358411439
fault1385363401142781133156181
diagnosis,1594363401145477131186239293331354393421
failure-type496374601142782105127179213262298323365419468
classification992374601144265119158197220247270313367392415469522
and15423746011454107161
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of1229385801145481
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a16703971011454
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methodology.14834083011481129154207261315369392446501542562
As231082601145998
industrial243682601142376130182221246279302356379
customers219793901144395133158212292341375413
become2638939011455103146200281330
increasingly2197105101142376119152201255293316369424447488
aware27131051011454120174208256
of2997105101145582
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and29871275011454107161
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by2948138801145496
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machinery26931500011481135178231254307355389431
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solutions2760172501143993116168192215270322361
are2197183701145487136
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even2704183701144891140193
more29251837011480134168217
traction.2197194901142558112155179202256309337
With25621949011487110135188
the2778194901142477126
manufacturing,21972061011481135188239267321364388440474497549604630
energy28552061011449102151184238280
and21972174011454107161
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verticals2695217401144391125149172215269292331
among21972286011454135189242296
the2521228601142477126
biggest2675228601145578132186235274298
demand21972398011454103184238291345
drivers2570239801145488111153202236274
for2872239801142882115
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maintenance,26212511011480134157210235283336390443486535563
it3212251101142347
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equipment28792623011449103155178232313362415439
manufacturers,21972735011481135188239267321364388440474522556594622
EPCs2847273501145098167206
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owners/32702735011454120173222255294333
operators21972848011454108157191245269323357395
to2620284801142579
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a29962848011455
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maintenance21972960011481135158211235284337391444486535
solution2760296001143993116168193216270323
to3111296001142478
maintain32172960011481135158211235290312365
a36102960011455
competitive2197307201144397177232280305328353376418467
advantage.26923072011454109151205258283337391440468
The23103184011448101150
bigger2488318401145477132186235268
players2784318401145477131173222255294
have31063184011453107150198
already3333318401145477110159213267309
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this2679329701142477100139
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than2442340901142477131184
a26543409011454
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Small-and30963409011448129183206229264318371425
medium-sized21973521011481129184207259339374414437478527581
companies2807352101144296177231285338361410448
in3284352101142375
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sector2829363401143887130155209242
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repair3299374601143382136191214247
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new30713970011453102167
operations.32663970011454109158191245270293347400438466
While23104083011487140163186234
it2572408301142348
evidently2648408301144992115169218271295318360
offers3036408301145481109158191230
more32944083011480134168217
business38972511011454106145168221270308347
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than4619251101142477131184
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and52532511011454107162
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As4488296001146098
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the4161385801143496154
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In3897408301142578
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reducing3897441901143382137188231254307361
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and51924419011454107161
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the4385453201142578126
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testing4459475601142473112136159212267
techniques4754475601142473116169221244299351400438
to5220475601142579
evaluate3897486901144991146169220275299348
and42734869011454107161
compute4462486901144397178232284309357
asset4847486901145493132181205
performance38974981011454103137164218251332386439482530
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Additional47644981011460114168191216239293346400423
methods38975093011481129154207261315354
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can4501509301144297149
include4678509301142376119142194248297
thermodynamics,3897520601142578126160240294349390443497578601644682710
acoustics,4635520601145497151203242266289332371399
vibration5062520601144265120153207232255309362
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infrared4441531801142375103136190224272327
analysis,47965318011454107161184226264287326354
among38975430011454135189242296
others.4221543001145479131180214252280
The40115542011448101150
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developments46645542011454103146194217271326406455508533571
in5263554201142376
big3897565501145477132
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machine-to-machine43005655011480134177230253306355391416470506587641684736759812861
communication3897576701144397177258310363386428482507530584637
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technology5005576701142574116169222276299353408449
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from3897610401142761115195
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assets.4527610401145493132181205244272
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thanks3897632801142578132184231270
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from4575632801142861115196
sensors,4799632801143887140179233266305333
actuators3897644101145497121173227252306339378
and43036441011454107161
other4492644101145479132181214
control4734644101144397150174208262285
parameters.38976553011454108142196276325350399432471499
What44246553011486139193218
stakeholders4670655301143963117164213266320343397446479518
need52166553011453102151205
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a39876665011454
bankable40696665011454108161208262316339388
analytics44856665011454107161184226251274316355
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service4418677801143988121164186229278
partner47246778011454108142166219268301
who38976890011466119173
can4098689001144296149
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them4483689001142477126206
leverage4717689001142372115164197251305354
data50996890011455109133187
science3897700201143981104153206249298
not42237002011452107131
only43827002011454107130172
to4582700201142579
predict4689700201145487136191214256281
embryonic49987002011449129184217259313366389431
asset3897711401145493131180205
failures,4130711401142781104127179213261300328
but44867114011455107131
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them3897722701142578126207
and41327227011454107161
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a49077227011454
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manner.41677339011480134187240289322341
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Maintenance10584351011487150180242275333395458520564622
Market17104351011488150193254308342
Share20824351011455117179222280
2017-202223924351011459119178237281340399459518
North5565978011479135175206265
America8475978011467153208248275316376
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201731875978011459115171228
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IPF532873660922470116