Replication Data for: Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring (doi:10.7910/DVN/JHGHVM)

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

Replication Data for: Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring

doi:10.7910/DVN/JHGHVM

Harvard Dataverse

2024-03-26

1

Grimm, Taylor R.; Cath, Tzahi Y.; Newhart, Kathryn B.; Hering, Amanda S., 2024, "Replication Data for: Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring", https://doi.org/10.7910/DVN/JHGHVM, Harvard Dataverse, V1, UNF:6:oxmkOzodUVW5AyZhJsFJPw== [fileUNF]

Replication Data for: Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring

doi:10.7910/DVN/JHGHVM

Grimm, Taylor R. (Baylor University)

Cath, Tzahi Y. (Colorado School of Mines)

Newhart, Kathryn B. (United States Military Academy)

Hering, Amanda S. (Baylor University)

DE-FOA-0001905

Harvard Dataverse

Hering, Amanda S.

Grimm, Taylor R.

Mastin, Natalie

2023-10-05

https://doi.org/10.7910/DVN/JHGHVM

Engineering, Mathematical Sciences

Data and code to reproduce the results in Grimm, T. R., Newhart, K. B., Hering, A. S. "Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring". Submitted to a peer-reviewed journal for publication.

All data were collected from a demonstration scale SB-MBR wastewater treatment system at the Colorado School of Mines in 2010 by Ryan Holloway.

Grimm, T. R., Newhart, K. B., Hering, A. S. "Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring"

Grimm, T. R., Newhart, K. B., Hering, A. S. "Nonparametric Threshold Estimation of Autocorrelated Statistics in Multivariate Statistical Process Monitoring"

• Number of cases: 2467

• No. of variables per record: 36

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

UNF:6:oxmkOzodUVW5AyZhJsFJPw==

• date - date
• mbr_1_perm_flow - mbr_1_perm_flow
• mbr_2_perm_flow - mbr_2_perm_flow
• ras_temp - ras_temp
• bio_1_do - bio_1_do
• bio_2_do - bio_2_do
• mbr_1_level - mbr_1_level
• mbr_2_level - mbr_2_level
• perm_turb - perm_turb
• sewage_flow - sewage_flow
• bio_1_level - bio_1_level
• bio_2_level - bio_2_level
• bio_1_temp - bio_1_temp
• bio_2_temp - bio_2_temp
• bio_1_tss - bio_1_tss
• bio_2_tss - bio_2_tss
• perm_tank_level - perm_tank_level
• ras_do - ras_do
• ras_ph - ras_ph
• perm_cond - perm_cond
• ras_tss - ras_tss
• bio_1_blow_flow - bio_1_blow_flow
• bio_2_blow_flow - bio_2_blow_flow
• mbr_1_tmp - mbr_1_tmp
• mbr_2_tmp - mbr_2_tmp
• ambient_temp - ambient_temp
• bio_1_phase1 - bio_1_phase1
• bio_1_phase2 - bio_1_phase2
• bio_2_phase1 - bio_2_phase1
• bio_2_phase2 - bio_2_phase2
• mbr_1_mode1 - mbr_1_mode1
• mbr_1_mode2 - mbr_1_mode2
• mbr_1_mode4 - mbr_1_mode4
• mbr_2_mode1 - mbr_2_mode1
• mbr_2_mode2 - mbr_2_mode2
• mbr_2_mode4 - mbr_2_mode4

f9847370 Location:

Variable Format: character

Notes: UNF:6:PAK4I9OuuWpCmsKn5g3rpg==

f9847370 Location:

Summary Statistics: StDev 1.3407080709765116; Mean 2.7588936605498136; Min. 0.0; Valid 2344.0; Max. 4.86481491666667;

Variable Format: numeric

Notes: UNF:6:XfabZck4cmrHTfOfnmLGSw==

f9847370 Location:

Summary Statistics: Max. 4.79907414351852; Valid 2344.0; StDev 1.3596770348047094; Min. 0.0; Mean 2.7354711805299012

Variable Format: numeric

Notes: UNF:6:qhvKceRHRwMUnO/KlGePxA==

f9847370 Location:

Summary Statistics: Valid 2344.0; StDev 1.5721550740421395; Max. 65.7222222222222; Min. 57.2222222222222; Mean 62.813207737397356

Variable Format: numeric

Notes: UNF:6:8FvDC/LIjbEyxP9Sq2qDQg==

f9847370 Location:

Summary Statistics: StDev 0.7575118400198848; Mean 0.645790460055097; Valid 2445.0; Max. 2.900000048; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:1ZX15RKpDKVWWoox/1FFZg==

f9847370 Location:

Summary Statistics: Max. 2.790000034; StDev 0.693817599102002; Mean 0.5760716553738253; Min. -0.04; Valid 2445.0

Variable Format: numeric

Notes: UNF:6:U7yXqUH/bBaTHGvIOM45Qg==

f9847370 Location:

Summary Statistics: Valid 2445.0; Max. 9.96199951; StDev 0.08794672129198011; Min. 6.60000006333333; Mean 9.878526423847198;

Variable Format: numeric

Notes: UNF:6:+2GuEDYWesuvofn55mHhqg==

f9847370 Location:

Summary Statistics: Valid 2445.0; Min. 6.66333325666667; StDev 0.3692585497752489; Max. 10.043999957; Mean 9.909903876298022

Variable Format: numeric

Notes: UNF:6:2WkJCxLgJfkyiQvk8VewQQ==

f9847370 Location:

Summary Statistics: Min. 0.0216666666666667; Max. 0.493700023; Valid 2445.0; StDev 0.04548749852001761; Mean 0.06345088004412221

Variable Format: numeric

Notes: UNF:6:CkXdIhRlsrbEt6rbodt5HA==

f9847370 Location:

Summary Statistics: Mean 5.401927706928267; StDev 7.935566273153645; Min. -0.06; Valid 2445.0; Max. 25.410000418

Variable Format: numeric

Notes: UNF:6:VFJgK3xs1bkDIMlwStFULw==

f9847370 Location:

Summary Statistics: Max. 6.11999989; Min. 0.0; Valid 2445.0; Mean 5.307457954709611; StDev 0.25514814965371496

Variable Format: numeric

Notes: UNF:6:j0DRknQU+rgLtRpXFcSz6w==

f9847370 Location:

Summary Statistics: Valid 2445.0; Mean 5.368515201124745; StDev 0.2786245122434288; Max. 6.44999981; Min. 0.0

Variable Format: numeric

Notes: UNF:6:DxvUDETjUTpyN1bybAtGRg==

f9847370 Location:

Summary Statistics: StDev 1.9725487303746814; Mean 63.42494887525564; Valid 2445.0; Max. 66.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:BFSe4oprotmW6nj4WQuiqA==

f9847370 Location:

Summary Statistics: Max. 66.0; Min. 0.0; StDev 1.9697955013666664; Valid 2445.0; Mean 63.40449897750511

Variable Format: numeric

Notes: UNF:6:jZ7gnLrwsF9rw8H7ixBThw==

f9847370 Location:

Summary Statistics: Max. 14941.0; Min. 0.0; StDev 1221.913411900201; Mean 8229.125357873214; Valid 2445.0;

Variable Format: numeric

Notes: UNF:6:RHTq61zz1Px7faYs/OCj4A==

f9847370 Location:

Summary Statistics: StDev 980.3991947379938; Valid 2445.0; Mean 8128.152760736203; Min. 0.0; Max. 14018.0;

Variable Format: numeric

Notes: UNF:6:FOBhkNKg6YqdMA0cT28LqQ==

f9847370 Location:

Summary Statistics: Mean 3.089760633341513; StDev 0.13048476172866763; Valid 2445.0; Min. 0.0; Max. 3.18999982

Variable Format: numeric

Notes: UNF:6:5M6PTtaFMbZ7F5DvaqjO7g==

f9847370 Location:

Summary Statistics: Max. 4.30000019; StDev 0.7020707536990037; Valid 2445.0; Mean 0.495991828263803; Min. 0.0

Variable Format: numeric

Notes: UNF:6:usM5Lgc/V+YLxyO+RK+KdQ==

f9847370 Location:

Summary Statistics: Valid 2445.0; Max. 7.5; Min. 0.0; Mean 7.011493005795506; StDev 0.4698525347388271;

Variable Format: numeric

Notes: UNF:6:JhMZteAWFErB9895gKVVtg==

f9847370 Location:

Summary Statistics: Min. 0.0; Valid 2445.0; StDev 46.26976203700108; Max. 914.0; Mean 808.0513292433541;

Variable Format: numeric

Notes: UNF:6:vlDSVKbTFnnJ6TxAC0skOA==

f9847370 Location:

Summary Statistics: Valid 2445.0; StDev 2755.769885685843; Mean 12287.097750511242; Max. 19931.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:QNjw8zBIoFN3CrwYLh20tQ==

f9847370 Location:

Summary Statistics: Min. 0.0; StDev 22.576005650798276; Mean 35.43516857405309; Valid 2445.0; Max. 69.11000252

Variable Format: numeric

Notes: UNF:6:WLHPWTOHewdDPqUtO+uX3Q==

f9847370 Location:

Summary Statistics: Min. 0.0; Max. 69.010001373; StDev 22.301789042636635; Valid 2445.0; Mean 35.42594797686362;

Variable Format: numeric

Notes: UNF:6:cUfG4B/8ml8IMG6L1Iz71g==

f9847370 Location:

Summary Statistics: StDev 0.5225710546118053; Max. 4.04403676614679; Min. 0.0; Valid 2344.0; Mean 1.0751534090958799

Variable Format: numeric

Notes: UNF:6:gabz+htUP7XvOD3KpKxoaA==

f9847370 Location:

Summary Statistics: Min. 0.0; StDev 0.5517563145309823; Mean 1.2091870116780141; Max. 3.99082576119266; Valid 2344.0

Variable Format: numeric

Notes: UNF:6:c01KHnCO0dzicf6SK6XBGw==

f9847370 Location:

Summary Statistics: Mean 55.44539877300616; Max. 77.0; Min. 0.0; StDev 8.55481891400814; Valid 2445.0

Variable Format: numeric

Notes: UNF:6:/l9LdL+RcFlaoRyCsnRiLg==

f9847370 Location:

Summary Statistics: StDev 0.14004497665339524; Min. 0.0; Mean 0.031083844580776746; Valid 2445.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:IQCIh2mT513JZ/NUz+mERQ==

f9847370 Location:

Summary Statistics: StDev 0.47062192585622187; Max. 1.0; Min. 0.0; Mean 0.4686753010679388; Valid 2445.0

Variable Format: numeric

Notes: UNF:6:Fa1svSxv/LCeee+DDleCzg==

f9847370 Location:

Summary Statistics: Min. 0.0; Mean 0.0306748466257673; StDev 0.13961512813048646; Valid 2445.0; Max. 1.0

Variable Format: numeric

Notes: UNF:6:secSIzd3cqFxIjrnixhzvw==

f9847370 Location:

Summary Statistics: Mean 0.4691979095660086; Max. 1.0; StDev 0.4711051424062572; Min. 0.0; Valid 2445.0

Variable Format: numeric

Notes: UNF:6:FWzKU0LDrajMUMJeD1J7bw==

f9847370 Location:

Summary Statistics: Valid 2445.0; Max. 1.0; StDev 0.33684370614936554; Mean 0.7211315610088619; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:u5k0zmRP5hp2pARKnLtrpw==

f9847370 Location:

Summary Statistics: Mean 0.07080663485571465; StDev 0.0758381680603438; Valid 2445.0; Min. 0.0; Max. 0.3

Variable Format: numeric

Notes: UNF:6:GVckc1h/uAPMIoF4dSMTfw==

f9847370 Location:

Summary Statistics: Min. 0.0; Valid 2445.0; Max. 1.0; Mean 0.1482617586912069; StDev 0.3146355752331735

Variable Format: numeric

Notes: UNF:6:PTAcQVqkK5CPRwZ8LZ46pQ==

f9847370 Location:

Summary Statistics: Valid 2445.0; StDev 0.34137888909690317; Min. 0.0; Mean 0.7178186775732788; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:dVV4KEAqBs5/4XjYNbzYiQ==

f9847370 Location:

Summary Statistics: Valid 2445.0; Mean 0.07015678254942061; StDev 0.07615645196700761; Max. 0.3; Min. 0.0

Variable Format: numeric

Notes: UNF:6:H6CaEwwH4SKiiR9HVBxLTw==

f9847370 Location:

Summary Statistics: Max. 1.0; Valid 2445.0; Mean 0.14691206543967245; Min. 0.0; StDev 0.3151320003050014

Variable Format: numeric

Notes: UNF:6:chjKkzEhFYoa/sFYsrA1UQ==

Label:

0_readme.rtf

Text:

README file

text/rtf

Label:

1_false_alarm_sim.R

type/x-r-syntax

Label:

2_false_alarm_sim_arma.R

type/x-r-syntax

Label:

3_ic_arl.R

type/x-r-syntax

Label:

4_ic_arl_arma.R

type/x-r-syntax

Label:

5_cs_analysis.R

type/x-r-syntax

Label:

6_results_1235_training.R

type/x-r-syntax

Label:

7_get_cs_thresholds.R

type/x-r-syntax

Label:

8_sim_study_plots.R

type/x-r-syntax

Label:

9_bw_adj_helpers.R

type/x-r-syntax