SBMBR 2021 Functional Fault Detection Study (doi:10.7910/DVN/TQDGQ3)

View:

Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

SBMBR 2021 Functional Fault Detection Study

doi:10.7910/DVN/TQDGQ3

Harvard Dataverse

2023-08-01

1

Kuras, Aurora; Privett, Hunter J.; Cath, Tzahi Y.; Hering, Amanda S., 2023, "SBMBR 2021 Functional Fault Detection Study", https://doi.org/10.7910/DVN/TQDGQ3, Harvard Dataverse, V1, UNF:6:ffHNICqC0/5UMAZBfq02lg== [fileUNF]

SBMBR 2021 Functional Fault Detection Study

doi:10.7910/DVN/TQDGQ3

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/TQDGQ3

Earth and Environmental Sciences, Mathematical Sciences

A dataset from a demonstration-scale SB-MBR system called Mines Park at Colorado School of Mines from November 22, 2020 at 12:02 AM to February 21, 2021 at 12:52 AM. 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 may be reflected in the 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 February 11, 2021. This dataset contains a data frame with 16,532 rows and 46 columns. Each row represents one ultrafiltration cycle where the first column represents the starting date and time for the ultrafiltration cycle, and the remaining 45 columns represent measurements of TMP within the ultrafiltration cycle, equally spaced at 5 seconds apart.

• Number of cases: 16532

• No. of variables per record: 46

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

UNF:6:ffHNICqC0/5UMAZBfq02lg==

• 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

f7121998 Location:

Variable Format: character

Notes: UNF:6:EUx5IR5kCj4HfxnsH0b0ug==

f7121998 Location:

Summary Statistics: Valid 16532.0; Min. 0.0; Mean 0.2282059069513677; Max. 1.30000007; StDev 0.2497228049014494;

Variable Format: numeric

Notes: UNF:6:1nqy3SqA4aBMR3ENZXUYBw==

f7121998 Location:

Summary Statistics: Valid 16532.0; StDev 0.26281041806238625; Max. 2.0; Min. 0.0; Mean 0.997247784476773;

Variable Format: numeric

Notes: UNF:6:Sv2+eFgPQtxpQI7F3Ac5cA==

f7121998 Location:

Summary Statistics: Mean 1.5375574863404262; Max. 2.79999995; Valid 16532.0; Min. 0.30000001; StDev 0.2062026807276327

Variable Format: numeric

Notes: UNF:6:T5+nSO+MEfJ6bsmC+/AJBg==

f7121998 Location:

Summary Statistics: Valid 16532.0; Mean 1.8979555148886984; Max. 3.79999995; StDev 0.22967640452791607; Min. 0.40000001

Variable Format: numeric

Notes: UNF:6:TuQS/DClVQ47Mv7q9mfhcw==

f7121998 Location:

Summary Statistics: Valid 16532.0; StDev 0.2628017579635761; Min. 0.2; Mean 2.164341926641675; Max. 4.4000001

Variable Format: numeric

Notes: UNF:6:dEa5HRD0ETnVGKM6Eplfpg==

f7121998 Location:

Summary Statistics: Min. 0.40000001; Valid 16532.0; Max. 4.5; StDev 0.29267041223141144; Mean 2.233407981935619

Variable Format: numeric

Notes: UNF:6:IsJRrqsAF5SA3pttGLX14w==

f7121998 Location:

Summary Statistics: Valid 16532.0; Min. 0.40000001; Max. 4.70000029; StDev 0.30732208701332037; Mean 2.2554379832996765;

Variable Format: numeric

Notes: UNF:6:oITcCHxNundlUs8sLZTjPQ==

f7121998 Location:

Summary Statistics: Min. 0.40000001; Mean 2.269882696484408; StDev 0.31800701069251863; Max. 4.80000019; Valid 16532.0;

Variable Format: numeric

Notes: UNF:6:qNBCy1QxWxvYhiVWJJ0kGQ==

f7121998 Location:

Summary Statistics: Valid 16532.0; Mean 2.281339265719822; Max. 4.9000001; Min. 0.40000001; StDev 0.327485227365139

Variable Format: numeric

Notes: UNF:6:INsrSRIcGZzXOFtzI9Q49w==

f7121998 Location:

Summary Statistics: Min. 0.40000001; Max. 5.0999999; Mean 2.3031999041828177; StDev 0.34092011637578934; Valid 16532.0

Variable Format: numeric

Notes: UNF:6:BkpftUdH3BMJxl8lOgcVqA==

f7121998 Location:

Summary Statistics: Min. 0.40000001; Mean 2.323760030287907; StDev 0.35152622605768225; Max. 5.20000029; Valid 16532.0;

Variable Format: numeric

Notes: UNF:6:+iShFMT2Qv9ss/xy9VH3JQ==

f7121998 Location:

Summary Statistics: Max. 5.30000019; Min. 0.40000001; StDev 0.3588017855554353; Valid 16532.0; Mean 2.3409630304826847;

Variable Format: numeric

Notes: UNF:6:JYNpi3iXt8jf3iZIVIqp2A==

f7121998 Location:

Summary Statistics: Valid 16532.0; Min. 0.40000001; Mean 2.3580148082990857; Max. 5.30000019; StDev 0.3613275741637663

Variable Format: numeric

Notes: UNF:6:rA4Wa2b8KDrqzTdaMw3UuA==

f7121998 Location:

Summary Statistics: Min. 0.80000001; Mean 2.3783269293267804; StDev 0.3583855001638591; Valid 16532.0; Max. 5.30000019;

Variable Format: numeric

Notes: UNF:6:gZz8tAsx8GJG9I8aUHoB2w==

f7121998 Location:

Summary Statistics: Mean 2.399516133832569; Valid 16532.0; Min. 0.80000001; StDev 0.3556585625842798; Max. 5.4000001

Variable Format: numeric

Notes: UNF:6:9d1xW1iH2o8cDNbbZvdQxg==

f7121998 Location:

Summary Statistics: Max. 5.4000001; StDev 0.3528290321603567; Mean 2.4209896354675777; Min. 1.39999998; Valid 16532.0

Variable Format: numeric

Notes: UNF:6:NBACBFLk3E4+wd5gjwzyyw==

f7121998 Location:

Summary Statistics: Mean 2.4341217412200646; StDev 0.35501044593580455; Valid 16532.0; Max. 5.4000001; Min. 1.80000007

Variable Format: numeric

Notes: UNF:6:sDLwUiGvN0uyZvF/q1JFAw==

f7121998 Location:

Summary Statistics: Min. 1.80000007; StDev 0.35740220754211655; Valid 16532.0; Max. 5.4000001; Mean 2.443678963506533

Variable Format: numeric

Notes: UNF:6:A8WuEOuboeUJdW81YHmYGw==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Mean 2.4510706877491986; Max. 5.5; StDev 0.3598834847365346; Valid 16532.0

Variable Format: numeric

Notes: UNF:6:fseMQTAXIzO7RfEXXhajRg==

f7121998 Location:

Summary Statistics: Mean 2.457258686997345; StDev 0.36143730008272534; Max. 5.5999999; Min. 1.80000007; Valid 16532.0;

Variable Format: numeric

Notes: UNF:6:CscmyPIpDBVZdQieEDgQ7w==

f7121998 Location:

Summary Statistics: Mean 2.461952614742948; Valid 16532.0; Max. 5.70000029; Min. 1.80000007; StDev 0.3626644569459285

Variable Format: numeric

Notes: UNF:6:N/ugjTXSISdHZsVS0B391g==

f7121998 Location:

Summary Statistics: Valid 16532.0; Mean 2.465382326772343; Max. 5.70000029; StDev 0.36424312872268994; Min. 1.80000007

Variable Format: numeric

Notes: UNF:6:wRlpgxQWWIzn0+uUaIBGgQ==

f7121998 Location:

Summary Statistics: StDev 0.3651377890731916; Valid 16532.0; Mean 2.4688664788083616; Min. 1.80000007; Max. 5.70000029;

Variable Format: numeric

Notes: UNF:6:SBB2qO2sD2NORGoJe39I3Q==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Valid 16532.0; StDev 0.36628168018222407; Max. 5.70000029; Mean 2.4716005698251893

Variable Format: numeric

Notes: UNF:6:HZDTxgdv0HARx7c0wmN2CA==

f7121998 Location:

Summary Statistics: StDev 0.3671992995235244; Mean 2.4742318301439403; Valid 16532.0; Max. 5.80000019; Min. 1.80000007

Variable Format: numeric

Notes: UNF:6:fEKxrLPYRUcPIYDS30Hr1g==

f7121998 Location:

Summary Statistics: Valid 16532.0; Max. 5.80000019; StDev 0.3686314267723154; Min. 1.80000007; Mean 2.476542500256476

Variable Format: numeric

Notes: UNF:6:JKBHkLaBDt2nIhhp55Gx9A==

f7121998 Location:

Summary Statistics: StDev 0.3698696531293913; Min. 1.80000007; Mean 2.478671704084209; Valid 16532.0; Max. 5.80000019;

Variable Format: numeric

Notes: UNF:6:Iw35I1CJW8S6PYcYwBVIQw==

f7121998 Location:

Summary Statistics: Max. 5.80000019; Valid 16532.0; StDev 0.3713056820615937; Min. 1.80000007; Mean 2.4805166109956454;

Variable Format: numeric

Notes: UNF:6:hDkpW048GpIH3fKOwO1Hrg==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Max. 5.80000019; StDev 0.37256262829433273; Mean 2.4821981983117904; Valid 16532.0;

Variable Format: numeric

Notes: UNF:6:9o/vvaNFbfYG48hO5vXIvA==

f7121998 Location:

Summary Statistics: Valid 16532.0; Max. 5.80000019; Min. 1.80000007; Mean 2.483843492119554; StDev 0.37356987266266173

Variable Format: numeric

Notes: UNF:6:O44oIXail4Cw0aw16Pt6vQ==

f7121998 Location:

Summary Statistics: Valid 16532.0; Min. 1.80000007; Mean 2.4853436131224664; StDev 0.37452922640555264; Max. 5.80000019

Variable Format: numeric

Notes: UNF:6:jMJwkRXEwCf2545Blzg85w==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Mean 2.486958662542934; StDev 0.3756927181079472; Valid 16532.0; Max. 5.80000019

Variable Format: numeric

Notes: UNF:6:NsC4/JKTMdLLYL6GAKPqyg==

f7121998 Location:

Summary Statistics: Mean 2.4882107798699424; Min. 1.80000007; StDev 0.37672694688982344; Valid 16532.0; Max. 5.80000019

Variable Format: numeric

Notes: UNF:6:CkpzQgFcr26Fq1WzqJuFjg==

f7121998 Location:

Summary Statistics: Max. 5.80000019; StDev 0.3780754823228197; Valid 16532.0; Min. 1.80000007; Mean 2.489620167872032

Variable Format: numeric

Notes: UNF:6:TGLCro8LrQxUWNDe6F6Nbg==

f7121998 Location:

Summary Statistics: Valid 16532.0; StDev 0.3791986351622032; Mean 2.490926724586863; Max. 5.80000019; Min. 1.80000007;

Variable Format: numeric

Notes: UNF:6:NiP1hgrcE/1pm3C12HMW3Q==

f7121998 Location:

Summary Statistics: Mean 2.4921123039075623; Valid 16532.0; Min. 1.80000007; Max. 5.80000019; StDev 0.38029558596591573

Variable Format: numeric

Notes: UNF:6:GLrI+cIMfmgI88pEH+uPcQ==

f7121998 Location:

Summary Statistics: StDev 0.3813213463684491; Valid 16532.0; Max. 5.80000019; Min. 1.80000007; Mean 2.4932918345572315;

Variable Format: numeric

Notes: UNF:6:UK1RhFTAYMHbuAFgUSfwHA==

f7121998 Location:

Summary Statistics: Valid 16532.0; Min. 1.80000007; StDev 0.38218945188109194; Mean 2.4942475568793743; Max. 5.80000019;

Variable Format: numeric

Notes: UNF:6:0sD5gaFh70ylcoKNk0zfXw==

f7121998 Location:

Summary Statistics: Mean 2.4952879632010405; Min. 1.80000007; Valid 16532.0; StDev 0.38312215661287974; Max. 5.80000019

Variable Format: numeric

Notes: UNF:6:Xh9sMKuiBfkCWeBw+h0lkA==

f7121998 Location:

Summary Statistics: Valid 16532.0; Max. 5.80000019; Min. 1.80000007; Mean 2.4965461286934376; StDev 0.3841352691258012

Variable Format: numeric

Notes: UNF:6:DF0Z2zGM1oMjKalph+aYcw==

f7121998 Location:

Summary Statistics: Max. 5.80000019; StDev 0.3852793878040271; Valid 16532.0; Min. 1.80000007; Mean 2.497870832336036

Variable Format: numeric

Notes: UNF:6:weYoNVGXtrRJAOTp38euFg==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Valid 16532.0; Max. 5.80000019; Mean 2.4999758404415613; StDev 0.3862590524440517

Variable Format: numeric

Notes: UNF:6:70LCAR5P8Vehe22gMVB8eg==

f7121998 Location:

Summary Statistics: StDev 0.38715270378432837; Valid 16532.0; Max. 5.80000019; Mean 2.501814698447284; Min. 1.80000007

Variable Format: numeric

Notes: UNF:6:x5Zc/sJM5vuzTcHZVlmqAg==

f7121998 Location:

Summary Statistics: Min. 1.80000007; Max. 5.80000019; Mean 2.5040588306260547; Valid 16532.0; StDev 0.38824429328823523

Variable Format: numeric

Notes: UNF:6:nnLBMHr11JfHe3I2jHLERg==

f7121998 Location:

Summary Statistics: Valid 16532.0; Mean 2.5043310299691406; Max. 6.0; Min. 0.5; StDev 0.39264685299718977

Variable Format: numeric

Notes: UNF:6:hMLwEAzdjupiqy/zXYADgA==

Label:

SBMBR_2021.Rd

Text:

R documentation file

application/octet-stream

Label:

SBMBR_2021.rda

Text:

R data object

application/octet-stream

Label:

SBMBR_Flow_Diagram.png

Text:

Process diagram

image/png