SBMBR 2018 Functional Fault Detection Study (doi:10.7910/DVN/6RC3OJ)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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SBMBR 2018 Functional Fault Detection Study

doi:10.7910/DVN/6RC3OJ

Harvard Dataverse

2023-08-01

1

Kuras, Aurora; Privett, Hunter J.; Cath, Tzahi Y.; Hering, Amanda S., 2023, "SBMBR 2018 Functional Fault Detection Study", https://doi.org/10.7910/DVN/6RC3OJ, Harvard Dataverse, V1, UNF:6:5W2vZdXmGRLZpWwTQpDWGg== [fileUNF]

SBMBR 2018 Functional Fault Detection Study

doi:10.7910/DVN/6RC3OJ

Kuras, Aurora (Colorado School of Mines)

Privett, Hunter J. (Baylor University)

Cath, Tzahi Y. (Colorado School of Mines)

Hering, Amanda S. (Baylor University)

HDR:DSC 1924146

DE-FOA-0001905

Harvard Dataverse

Hering, Amanda S.

Mastin, Natalie

2023-05-25

https://doi.org/10.7910/DVN/6RC3OJ

Earth and Environmental Sciences, Mathematical Sciences

A dataset from a demonstration-scale SB-MBR system in Mines Park at Colorado School of Mines from June 01, 2018 at 12:04 AM to September 5, 2018 at 1:40 PM. The method of ultrafiltration used in the system alternates between periods of flux permeation and short backwashes, such that the flux permeation periods can be modeled as distinct functions over time. Process faults can result in excessive trans-membrane pressure (TMP), so this data can be used to detect faults by observing the ultrafiltration cycles with functional data analysis techniques. One fault that may be detected is a drift fault beginning on August 26, 2018. This dataset contains a data frame with 10,518 rows and 61 columns. Each row represents one ultrafiltration cycle where the first column represents the starting date and time for the ultrafiltration cycle, and the remaining 60 columns represent measurements of TMP within the ultrafiltration cycle, equally spaced at 5 seconds apart.

• Number of cases: 10518

• No. of variables per record: 61

• Type of File: text/tab-separated-values

UNF:6:5W2vZdXmGRLZpWwTQpDWGg==

• start_times - start_times
• T01 - T01
• T02 - T02
• T03 - T03
• T04 - T04
• T05 - T05
• T06 - T06
• T07 - T07
• T08 - T08
• T09 - T09
• T10 - T10
• T11 - T11
• T12 - T12
• T13 - T13
• T14 - T14
• T15 - T15
• T16 - T16
• T17 - T17
• T18 - T18
• T19 - T19
• T20 - T20
• T21 - T21
• T22 - T22
• T23 - T23
• T24 - T24
• T25 - T25
• T26 - T26
• T27 - T27
• T28 - T28
• T29 - T29
• T30 - T30
• T31 - T31
• T32 - T32
• T33 - T33
• T34 - T34
• T35 - T35
• T36 - T36
• T37 - T37
• T38 - T38
• T39 - T39
• T40 - T40
• T41 - T41
• T42 - T42
• T43 - T43
• T44 - T44
• T45 - T45
• T46 - T46
• T47 - T47
• T48 - T48
• T49 - T49
• T50 - T50
• T51 - T51
• T52 - T52
• T53 - T53
• T54 - T54
• T55 - T55
• T56 - T56
• T57 - T57
• T58 - T58
• T59 - T59
• T60 - T60

f7122004 Location:

Variable Format: character

Notes: UNF:6:LobQhLlFf5H7ZrUG4hvJdw==

f7122004 Location:

Summary Statistics: Mean 0.05120745388857481; Max. 0.7; Min. 0.0; Valid 10518.0; StDev 0.11983145009564461;

Variable Format: numeric

Notes: UNF:6:Z2ZlZf1PJ000yfgxc3b81w==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 0.0; Max. 1.4; StDev 0.29906339576960017; Mean 0.6492489071030618

Variable Format: numeric

Notes: UNF:6:L9DdSJFnbnOVITBq/zmn7g==

f7122004 Location:

Summary Statistics: Mean 1.283162201184637; Valid 10518.0; StDev 0.19120333749852217; Min. 0.0; Max. 2.0;

Variable Format: numeric

Notes: UNF:6:wK4QYHRUAxTj4XqaVeR2cQ==

f7122004 Location:

Summary Statistics: Max. 2.7; Valid 10518.0; Min. 0.0; StDev 0.20495171815630145; Mean 1.7393801135320384

Variable Format: numeric

Notes: UNF:6:KMOucESC1F7thcEse8fHXQ==

f7122004 Location:

Summary Statistics: Mean 2.102452943018634; Valid 10518.0; Min. 0.0; Max. 3.4; StDev 0.23879605080965746

Variable Format: numeric

Notes: UNF:6:WxeIJdnZHcLb1OLOn2JDTQ==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 0.0; StDev 0.2966976998892467; Max. 3.9; Mean 2.234930599217533;

Variable Format: numeric

Notes: UNF:6:ya+H/dyTs5XKJMQj9ZWZsQ==

f7122004 Location:

Summary Statistics: Max. 4.3; StDev 0.34809135018467474; Mean 2.296615331675228; Valid 10518.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:m/ZsNVCxdSbTe5h4agC/jw==

f7122004 Location:

Summary Statistics: Min. 0.0; StDev 0.39345065608575364; Valid 10518.0; Mean 2.365440206811184; Max. 4.7

Variable Format: numeric

Notes: UNF:6:gz1Tj7m4B/eyV9/3kGUp1A==

f7122004 Location:

Summary Statistics: Valid 10518.0; Mean 2.4197376023112858; Max. 5.0; Min. 0.0; StDev 0.4415156366080908

Variable Format: numeric

Notes: UNF:6:uSNL+CTr7g3LTKGf8Q+D6A==

f7122004 Location:

Summary Statistics: StDev 0.4866752571281361; Valid 10518.0; Max. 5.3; Mean 2.4629872660657983; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:Fh3IbJeHvY5ATsOtfrtxrw==

f7122004 Location:

Summary Statistics: Min. 0.0; Valid 10518.0; Max. 5.4; StDev 0.5282390015066449; Mean 2.4960543874082606

Variable Format: numeric

Notes: UNF:6:OHLWnJpzCcCgekwKVIxvsg==

f7122004 Location:

Summary Statistics: Valid 10518.0; StDev 0.5622112160231241; Max. 5.5; Mean 2.52430120191292; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:qeh90IHDETTg8KCpl7t1Cw==

f7122004 Location:

Summary Statistics: Max. 5.7; StDev 0.5886549164382068; Min. 0.1; Valid 10518.0; Mean 2.547594604532232

Variable Format: numeric

Notes: UNF:6:bF6xdl6cdXQqMsv0KW3wUA==

f7122004 Location:

Summary Statistics: StDev 0.607342058722499; Mean 2.5674653030918497; Max. 5.8; Min. 0.5; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:6XiqSY4Jsd9Y1a8VDbkbUQ==

f7122004 Location:

Summary Statistics: Mean 2.5831241739893374; Valid 10518.0; Max. 5.9; Min. 1.1; StDev 0.6218100729039607;

Variable Format: numeric

Notes: UNF:6:P2TDJU1aeEqzDn7hkB72ZA==

f7122004 Location:

Summary Statistics: Mean 2.5969005574301205; StDev 0.6344878105987476; Min. 1.6; Valid 10518.0; Max. 6.0;

Variable Format: numeric

Notes: UNF:6:A4uiSxGiJfIFA8qdU5T5wA==

f7122004 Location:

Summary Statistics: Max. 6.1; Min. 1.6; Mean 2.6077296123578515; Valid 10518.0; StDev 0.6445359609706203

Variable Format: numeric

Notes: UNF:6:CdOgPPexVv+AnfNp8rgAaQ==

f7122004 Location:

Summary Statistics: StDev 0.6530188399986854; Valid 10518.0; Mean 2.6155638014546527; Min. 1.6; Max. 6.1;

Variable Format: numeric

Notes: UNF:6:RPGAsftc2I3ItqbKKT8PCw==

f7122004 Location:

Summary Statistics: Mean 2.622133491562084; Max. 6.2; StDev 0.6612322168564864; Min. 1.6; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:2SYgHeBHh/CvNgvd/mMKcw==

f7122004 Location:

Summary Statistics: Valid 10518.0; StDev 0.669101987520647; Max. 6.3; Mean 2.62837041869939; Min. 1.6

Variable Format: numeric

Notes: UNF:6:zLNQX+JPFzaImlQo/sDzDg==

f7122004 Location:

Summary Statistics: Max. 6.4; StDev 0.6758940173442863; Valid 10518.0; Mean 2.633494967048861; Min. 1.6

Variable Format: numeric

Notes: UNF:6:EE5vbsDRH1rBWfokDmsNew==

f7122004 Location:

Summary Statistics: Valid 10518.0; Mean 2.638315275117894; Min. 1.6; Max. 6.5; StDev 0.6821568190400149

Variable Format: numeric

Notes: UNF:6:p6f1iaeBDKoyI7pVA3iLJA==

f7122004 Location:

Summary Statistics: StDev 0.6887672082602311; Valid 10518.0; Min. 1.6; Max. 6.6; Mean 2.643192628238263

Variable Format: numeric

Notes: UNF:6:TIXllkUnbXnlvyGEuq8NuQ==

f7122004 Location:

Summary Statistics: Max. 6.6; Valid 10518.0; StDev 0.6945638820549377; Mean 2.6473379029216537; Min. 1.6

Variable Format: numeric

Notes: UNF:6:eGvWto09+E7pb47irJWRpQ==

f7122004 Location:

Summary Statistics: StDev 0.7008961412949666; Max. 6.6; Min. 1.6; Valid 10518.0; Mean 2.651445147676374;

Variable Format: numeric

Notes: UNF:6:ZKVYdAQmf5xCMJCOuWIGXg==

f7122004 Location:

Summary Statistics: Max. 6.7; Valid 10518.0; Min. 1.6; Mean 2.655885155374607; StDev 0.7079742971457225

Variable Format: numeric

Notes: UNF:6:OnJWWxuXJV8Z7PHRi0nSPQ==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 1.6; StDev 0.7139978743401206; Max. 6.7; Mean 2.6598592949505657

Variable Format: numeric

Notes: UNF:6:ucCNd5D5xpR4e1AgqvjF6A==

f7122004 Location:

Summary Statistics: StDev 0.7214496380312058; Min. 1.6; Mean 2.663947524624463; Valid 10518.0; Max. 6.7;

Variable Format: numeric

Notes: UNF:6:BuiZoK3I/EYcekYpImJMJw==

f7122004 Location:

Summary Statistics: Valid 10518.0; Mean 2.6683209796159004; StDev 0.7286829556512819; Min. 1.6; Max. 6.7

Variable Format: numeric

Notes: UNF:6:/LW/nenLk93RdhHpZZlt8A==

f7122004 Location:

Summary Statistics: Min. 1.6; StDev 0.7362610343253331; Max. 6.8; Mean 2.672608866887238; Valid 10518.0;

Variable Format: numeric

Notes: UNF:6:S+YsLDIflJedceLjF3cILw==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 1.6; Max. 6.8; Mean 2.676982322039348; StDev 0.7443091714598655

Variable Format: numeric

Notes: UNF:6:533jKljj2S0mz/voE4krTA==

f7122004 Location:

Summary Statistics: Mean 2.6811085818244953; Valid 10518.0; Max. 6.9; StDev 0.7512859431428516; Min. 1.6

Variable Format: numeric

Notes: UNF:6:hk+qmnwDI2wutNLtSmUeyA==

f7122004 Location:

Summary Statistics: StDev 0.7590641822346619; Valid 10518.0; Min. 1.6; Max. 6.9; Mean 2.6854344993021675

Variable Format: numeric

Notes: UNF:6:/6Qnah2kWM7K7EoHAaOqvw==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 1.6; Mean 2.6895607591205515; Max. 6.9; StDev 0.7666353437067789;

Variable Format: numeric

Notes: UNF:6:l3wSLXO6/uKbEJtgaznubA==

f7122004 Location:

Summary Statistics: Min. 1.6; Valid 10518.0; StDev 0.7745963383786437; Mean 2.6937155414280385; Max. 7.0

Variable Format: numeric

Notes: UNF:6:8Svc7ykyb8D/lON/eYas+Q==

f7122004 Location:

Summary Statistics: Mean 2.6978322936442383; Min. 1.6; StDev 0.7817587676059742; Valid 10518.0; Max. 7.0

Variable Format: numeric

Notes: UNF:6:amKUV2E1EELIV/ySo+Y7wA==

f7122004 Location:

Summary Statistics: Min. 1.6; Valid 10518.0; StDev 0.788976662795935; Mean 2.702044121014441; Max. 7.0;

Variable Format: numeric

Notes: UNF:6:yF5iR2kqsapb3BpR2v+Y/A==

f7122004 Location:

Summary Statistics: StDev 0.7959650029633496; Min. 1.6; Mean 2.705571407711551; Valid 10518.0; Max. 7.1

Variable Format: numeric

Notes: UNF:6:KMm1x66YSwg5WQOrr2glQg==

f7122004 Location:

Summary Statistics: Min. 1.6; Max. 7.1; Valid 10518.0; Mean 2.7094314570945226; StDev 0.8025231444866583

Variable Format: numeric

Notes: UNF:6:n/DoxaSQOGGcFpd8MtZ/3w==

f7122004 Location:

Summary Statistics: Mean 2.712920713692734; Max. 7.2; Min. 1.6; StDev 0.8090973942661234; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:Ot3fIUOXKm9B7LAzSwrC4A==

f7122004 Location:

Summary Statistics: Max. 7.3; Min. 1.6; Mean 2.716609627934972; Valid 10518.0; StDev 0.8157249995209975;

Variable Format: numeric

Notes: UNF:6:ZUmovhg/oamq+OHmGGZDaw==

f7122004 Location:

Summary Statistics: Min. 1.6; Max. 7.3; Valid 10518.0; Mean 2.720203467184805; StDev 0.8226503026868917

Variable Format: numeric

Notes: UNF:6:810W4zXF1J9gAL+591oV4A==

f7122004 Location:

Summary Statistics: Valid 10518.0; Min. 1.6; Max. 7.4; Mean 2.7235406034693095; StDev 0.8286166937063352

Variable Format: numeric

Notes: UNF:6:T9YBiOQZrIE50X1tYHBHAQ==

f7122004 Location:

Summary Statistics: Mean 2.72701084503519; StDev 0.8355908446326914; Max. 7.5; Valid 10518.0; Min. 1.6

Variable Format: numeric

Notes: UNF:6:dHmM8UyozKccdxBlve2OTg==

f7122004 Location:

Summary Statistics: Valid 10518.0; Mean 2.7305761617265527; Min. 1.6; StDev 0.8428269124979858; Max. 7.5;

Variable Format: numeric

Notes: UNF:6:Do4WFt3CNNgdgQ+BX6ClSw==

f7122004 Location:

Summary Statistics: Mean 2.7337516702918907; StDev 0.8485336377341532; Min. 1.6; Max. 7.6; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:t9X7m9W3aSgRFq03JiSuLA==

f7122004 Location:

Summary Statistics: StDev 0.8548745996017919; Max. 7.7; Mean 2.736917671525956; Min. 1.6; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:geTR9FvVrayOra0qOLT2sA==

f7122004 Location:

Summary Statistics: Valid 10518.0; StDev 0.8618508107731663; Max. 7.8; Min. 1.6; Mean 2.740416435621806

Variable Format: numeric

Notes: UNF:6:zmegCU/py3+mlAVjUKGtjw==

f7122004 Location:

Summary Statistics: Mean 2.7439437222951315; Valid 10518.0; Min. 1.6; Max. 7.9; StDev 0.8686027763099129;

Variable Format: numeric

Notes: UNF:6:yCrX8c38YC4fAg/5hCplaw==

f7122004 Location:

Summary Statistics: Max. 7.9; Valid 10518.0; Mean 2.7472903661275647; StDev 0.8751173347182484; Min. 1.6;

Variable Format: numeric

Notes: UNF:6:Rq6+72yYbeu1vFWQF3MgdQ==

f7122004 Location:

Summary Statistics: Max. 8.0; Mean 2.7504183372057582; Valid 10518.0; StDev 0.8815010692639142; Min. 1.7

Variable Format: numeric

Notes: UNF:6:R4kkI8V4GHwHzBqMzzzF8g==

f7122004 Location:

Summary Statistics: Min. 1.7; Max. 8.1; Valid 10518.0; StDev 0.8879316857288446; Mean 2.75356532335141;

Variable Format: numeric

Notes: UNF:6:BDxzqCg8/7NNoH/L5fgTuA==

f7122004 Location:

Summary Statistics: Valid 10518.0; StDev 0.8950344436460631; Max. 8.1; Min. 1.7; Mean 2.756940489771811

Variable Format: numeric

Notes: UNF:6:oZ5x/k8gT1MamT2wq6ZT/g==

f7122004 Location:

Summary Statistics: Mean 2.7601159984873544; StDev 0.9016238753504378; Max. 8.1; Min. 1.7; Valid 10518.0

Variable Format: numeric

Notes: UNF:6:+rihiKZjRZEH9NyyOzp7xQ==

f7122004 Location:

Summary Statistics: Valid 10518.0; Max. 8.2; Min. 1.7; StDev 0.9085442719266126; Mean 2.7631869245075222

Variable Format: numeric

Notes: UNF:6:CpxEHNaopC3zyADIOP4uQA==

f7122004 Location:

Summary Statistics: Max. 8.2; StDev 0.9157148181326161; Min. 1.7; Mean 2.766248342972997; Valid 10518.0;

Variable Format: numeric

Notes: UNF:6:z8ivEe1/aDnM2sowI3uZQA==

f7122004 Location:

Summary Statistics: Min. 1.7; Valid 10518.0; Mean 2.7688058635054107; StDev 0.9216989084928995; Max. 8.3

Variable Format: numeric

Notes: UNF:6:0QMMwMmqkMplPG5qn6v6ZQ==

f7122004 Location:

Summary Statistics: Mean 2.771905312146804; Min. 1.7; StDev 0.9282620544606599; Max. 8.400001; Valid 10518.0;

Variable Format: numeric

Notes: UNF:6:m48rpfXozEK841LyxV/klA==

f7122004 Location:

Summary Statistics: Max. 8.5; Valid 10518.0; Min. 1.7; StDev 0.935948801408656; Mean 2.7750903282315935;

Variable Format: numeric

Notes: UNF:6:b5RTVvuyhZVT8OE5p8Nidw==

f7122004 Location:

Summary Statistics: Min. 0.0; Max. 8.5; StDev 0.9476447166613945; Valid 10518.0; Mean 2.770564753148916

Variable Format: numeric

Notes: UNF:6:UViwpwOlU4kpJWHy5Y1f0A==

Label:

SBMBR_2018.Rd

Text:

R documentation file

application/octet-stream

Label:

SBMBR_2018.rda

Text:

R data object

application/octet-stream

Label:

SBMBR_Flow_Diagram.png

Text:

Process diagram

image/png