Machine Learning Texture Optimization (ICPSR doi:10.34622/datarepositorium/MUVOJD)

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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
Entire Codebook

Machine Learning Texture Optimization

doi:10.34622/datarepositorium/MUVOJD

Repositório de Dados da Universidade do Minho

2023-03-03

1

Marques, Luis, 2023, "Machine Learning Texture Optimization", https://doi.org/10.34622/datarepositorium/MUVOJD, Repositório de Dados da Universidade do Minho, V1, UNF:6:PYIYvLMs2mywboc9nuNvdw== [fileUNF]

Machine Learning Texture Optimization

doi:10.34622/datarepositorium/MUVOJD

Marques, Luis (Universidade do Minho)

Alexandre Silva

Veniero Lenzi

Sergey Pyrlin

Luis Marques

2021

Feline

UIDB/04650/2020

PTDC/EME-SIS/30446/2017

POCI-01–CPCA/A2/4513/2020

POCI-01-0247-FEDER-045940

POCI-01-0247-FEDER-045940

Repositório de Dados da Universidade do Minho

Luis Marques

Marques, Luis

Marques, Luis

2023-03-01

2023-03-03

Computer and Information Science, Physics, Machine Learning, Non Conformal lubricated contact, Deep Neural Network, Tribology, Texture, Optimization

This data set contains the data used for training, validation and test the deep neural network used for solving a texture optimization problem for the lubricated contacts between surfaces.

Program source code, Textual data

<a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/"><img alt="Creative Commons Licence" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" /></a><br />This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>.

10.1103/PhysRevApplied.19.054078

Silva, A., Lenzi, V., Pyrlin, S., Carvalho, S., Cavaleiro, A., & Marques, L., Deep Learning Approach to the Texture Optimization Problem for Friction Control in Lubricated Contacts Phys. Rev. Applied 19, 054078 (2023). arXiv preprint: 2212.06523

• Number of cases: 127167

• No. of variables per record: 26

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

UNF:6:pkL4G5wFp5wgtVz8B9a/zg==

• Number of cases: 127167

• No. of variables per record: 7

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

UNF:6:nuHVm8E2VLqM9F0ZRzUsiw==

• Number of cases: 3936

• No. of variables per record: 7

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

UNF:6:g79VSPL4HdKO7LhFudUfhg==

• 0 - 0
• 1 - 1
• 2 - 2
• 3 - 3
• 4 - 4
• 5 - 5
• 6 - 6
• 7 - 7
• 8 - 8
• 9 - 9
• 10 - 10
• 11 - 11
• 12 - 12
• 13 - 13
• 14 - 14
• 15 - 15
• 16 - 16
• 17 - 17
• 18 - 18
• 19 - 19
• 20 - 20
• 21 - 21
• 22 - 22
• 23 - 23
• 24 - 24
• 25 - 25
• 0 - 0
• 1 - 1
• 2 - 2
• 3 - 3
• 4 - 4
• 5 - 5
• 6 - 6
• 340056.753376566 - 340056.753376566
• -6405.848678389699 - -6405.848678389699
• 59.42702781054081 - 59.42702781054081
• 0.012496037587917806 - 0.012496037587917806
• 225037.0755607628 - 225037.0755607628
• -3828.6907629209513 - -3828.6907629209513
• 2.1020214895679974 - 2.1020214895679974

f2855 Location:

Summary Statistics: Valid 127167.0; StDev 0.4998559563342683; Mean 0.4879174628637906; Min. 0.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:WZJa6u7Pi2FKqHCyutrUjg==

f2855 Location:

Summary Statistics: Min. 0.0; Max. 1.0; Valid 127167.0; StDev 0.4999797409754289; Mean 0.4952857266429177

Variable Format: numeric

Notes: UNF:6:hLmxYuQrrCV6NjGBd8lAcg==

f2855 Location:

Summary Statistics: Valid 127167.0; Min. 0.0; Max. 1.0; Mean 0.49679555230523703; StDev 0.4999916972993719;

Variable Format: numeric

Notes: UNF:6:oX4ux0VIcQSOiJPXdqvbag==

f2855 Location:

Summary Statistics: Valid 127167.0; Mean 0.4960956852013488; StDev 0.4999867219636672; Max. 1.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:4JUJT3DWE950R1EsjbLeZA==

f2855 Location:

Summary Statistics: StDev 0.4999727371326062; Mean 0.4945937232143563; Min. 0.0; Max. 1.0; Valid 127167.0

Variable Format: numeric

Notes: UNF:6:aUIAbSCtK88LY+Wcqk6bLw==

f2855 Location:

Summary Statistics: Min. 0.0; Max. 1.0; Valid 127167.0; Mean 0.5077260610063922; StDev 0.4999422701141484

Variable Format: numeric

Notes: UNF:6:d/M7FhKomN35rgjEwRgf4A==

f2855 Location:

Summary Statistics: Valid 127167.0; Min. 0.0; Mean 0.5035661767596948; StDev 0.49998924810146633; Max. 1.0

Variable Format: numeric

Notes: UNF:6:dCXpyV/QWhOFDH9VNJNUSw==

f2855 Location:

Summary Statistics: Mean 0.5044626357466948; StDev 0.4999820503371141; Min. 0.0; Valid 127167.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:/RxDE1NUsVpLa+KZTuumQA==

f2855 Location:

Summary Statistics: StDev 0.4999767551900826; Max. 1.0; Min. 0.0; Mean 0.4949790433052599; Valid 127167.0

Variable Format: numeric

Notes: UNF:6:RAf2g/YFb+jin/64kwLyFw==

f2855 Location:

Summary Statistics: Valid 127167.0; Max. 1.0; Min. 0.0; Mean 0.5064757366297811; StDev 0.4999600288421016

Variable Format: numeric

Notes: UNF:6:I8HoEIh6J2KeQrV7Xx8RXQ==

f2855 Location:

Summary Statistics: Min. 0.0; Max. 1.0; StDev 0.4999060298461204; Valid 127167.0; Mean 0.49020579238324424;

Variable Format: numeric

Notes: UNF:6:mtGjTCe8HPRwg/7l+M3OCA==

f2855 Location:

Summary Statistics: StDev 0.4999599269248739; Valid 127167.0; Max. 1.0; Mean 0.49351639969489014; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:oCa6h5CS2DPh9Yf1hniRlw==

f2855 Location:

Summary Statistics: Mean 0.49008783725337607; Valid 127167.0; Min. 0.0; StDev 0.499903704918432; Max. 1.0

Variable Format: numeric

Notes: UNF:6:AUkdQzsJvRdZix7nu3V5Bg==

f2855 Location:

Summary Statistics: Valid 127167.0; StDev 0.49982206457332995; Mean 0.4865885017339434; Max. 1.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:2trqpcSjuGT6TcIfxg7yoQ==

f2855 Location:

Summary Statistics: Mean 0.4867850936170539; StDev 0.49982730098568695; Max. 1.0; Valid 127167.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:Uh5RhrZnHDtxlgkR1Zgcyw==

f2855 Location:

Summary Statistics: Mean 0.49750328308444847; StDev 0.4999957322721813; Valid 127167.0; Max. 1.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:GdaH4NkT36B8Q1EH/8kvIg==

f2855 Location:

Summary Statistics: Max. 1.0; Min. 0.0; Valid 127167.0; Mean 0.49553736425330347; StDev 0.4999820503371141;

Variable Format: numeric

Notes: UNF:6:Pg4cMAUuDsbxMbkN3+mutg==

f2855 Location:

Summary Statistics: Valid 127167.0; StDev 0.49995617552451205; Max. 1.0; Min. 0.0; Mean 0.4932333073832043;

Variable Format: numeric

Notes: UNF:6:h9zeiPCESiHu9ilx5Z/8ZA==

f2855 Location:

Summary Statistics: Max. 1.0; Valid 127167.0; StDev 0.49999962659196706; Min. 0.0; Mean 0.49847051514937274

Variable Format: numeric

Notes: UNF:6:+4qLYeMzVwRsf7Rfoj/ZxQ==

f2855 Location:

Summary Statistics: StDev 0.4998500042966916; Min. 0.0; Valid 127167.0; Max. 1.0; Mean 0.5123263110712689;

Variable Format: numeric

Notes: UNF:6:f4EwjXmm9BJ6Ss69OUIbLw==

f2855 Location:

Summary Statistics: Max. 1.0; StDev 0.49999641904901304; Valid 127167.0; Mean 0.50235517075971; Min. 0.0

Variable Format: numeric

Notes: UNF:6:PytxOR6ilTdhEL8ElOLDSg==

f2855 Location:

Summary Statistics: Valid 127167.0; StDev 0.5000019121157514; Min. 0.0; Mean 0.4997680215779248; Max. 1.0

Variable Format: numeric

Notes: UNF:6:Ss8eYZUItOVjqp8clI8d/Q==

f2855 Location:

Summary Statistics: Min. 0.0; Valid 127167.0; Max. 1.0; StDev 0.49999118712844304; Mean 0.503283084448007

Variable Format: numeric

Notes: UNF:6:PP9aMnLCHT7koW2pbfE2dg==

f2855 Location:

Summary Statistics: Min. 0.0; StDev 0.500001545047272; Mean 0.5006487532142763; Max. 1.0; Valid 127167.0

Variable Format: numeric

Notes: UNF:6:JXhUDrC7eenSJLPB0evniw==

f2855 Location:

Summary Statistics: StDev 0.4999864753486245; Mean 0.5039357694999498; Valid 127167.0; Max. 1.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:ztKugOwjhLQZSuWNY6Sj0Q==

f2855 Location:

Summary Statistics: Mean 59.50360192073845; Min. 40.0; Max. 80.0; Valid 127167.0; StDev 12.267294192672612

Variable Format: numeric

Notes: UNF:6:HPor88o1oJdBiMPMZl740A==

f2850 Location:

Summary Statistics: Valid 127167.0; Max. 1.5063507327677546E9; Mean 6.336441567005402E8; Min. -1.0358742740154013E7; StDev 2.9143557259795713E8;

Variable Format: numeric

Notes: UNF:6:mwFpKO7K1yhV9f6W5X0K0A==

f2850 Location:

Summary Statistics: Valid 127167.0; Max. 507798.94094359473; Mean -225626.18608945733; StDev 244540.063567522; Min. -958451.3541477333

Variable Format: numeric

Notes: UNF:6:FDk8T3f/B4TQQtsCgGFGkQ==

f2850 Location:

Summary Statistics: StDev 447.2521519138523; Max. 2702.329200547932; Valid 127167.0; Min. 243.4056317386164; Mean 1408.5195722370843

Variable Format: numeric

Notes: UNF:6:otJRhxdEIjFsPjsvfK4BgQ==

f2850 Location:

Summary Statistics: Min. 0.06411839418383178; Valid 127167.0; Max. 0.1256110889386448; StDev 0.01320174356918532; Mean 0.10256616425745134

Variable Format: numeric

Notes: UNF:6:qiELnkU2rZ/PChlhwAqkGQ==

f2850 Location:

Summary Statistics: Max. 5.916804563175128E9; Valid 127167.0; StDev 1.2090841580312333E9; Mean 2.2915651110462804E9; Min. -2068905.799339133

Variable Format: numeric

Notes: UNF:6:gRa3mC5K+owBmk0xPdxJ5Q==

f2850 Location:

Summary Statistics: Max. 4.024323903236935E7; Min. -2219116.796358542; Mean 1.4224579485216282E7; Valid 127167.0; StDev 8675000.559993738;

Variable Format: numeric

Notes: UNF:6:8MO9ZoTr/DCedFLA0QuAnQ==

f2850 Location:

Summary Statistics: Min. 5813.729847028374; Max. 33765.95691935152; StDev 4660.727042478462; Mean 19792.416371118747; Valid 127167.0

Variable Format: numeric

Notes: UNF:6:8vrsACtk/YItp6B97cDwsg==

f2854 Location:

Summary Statistics: Mean -4.503574637999767E9; Valid 3936.0; StDev 1.1705104689559363E11; Min. -5.965377292586926E12; Max. 1.311990176708128E9;

Variable Format: numeric

Notes: UNF:6:1nozweXz8skHjC3AjthHSA==

f2854 Location:

Summary Statistics: Max. 1.14034425762001E11; Valid 3936.0; StDev 2.193078401667246E9; Min. -9536790.618834564; Mean 8.05126692393183E7

Variable Format: numeric

Notes: UNF:6:Oh5B8w0CN6/UlCWDIt+Urg==

f2854 Location:

Summary Statistics: Min. -126.13786053029875; Mean 13698.416849953735; Max. 1.7444938086459823E7; StDev 357831.3105702944; Valid 3936.0;

Variable Format: numeric

Notes: UNF:6:EtLiSaMTeEaX0OMjZHMh5A==

f2854 Location:

Summary Statistics: Min. -111.17602658122436; Valid 3936.0; Max. 0.024495865949094694; Mean -0.08233114729703678; StDev 2.3647482528370296

Variable Format: numeric

Notes: UNF:6:JmjszPZ2Ysm3DTgGZ5AFCw==

f2854 Location:

Summary Statistics: StDev 7.108773649340738E10; Valid 3936.0; Min. -3.618913229410085E12; Mean -2.739873404591041E9; Max. 1.167068744894153E9;

Variable Format: numeric

Notes: UNF:6:fzs9/IWIxwWrffPaKJfIIw==

f2854 Location:

Summary Statistics: Max. 1.984810018748154E10; Mean 1.2976235824499726E7; Valid 3936.0; Min. -2.716031255361399E7; StDev 3.7891763495879674E8

Variable Format: numeric

Notes: UNF:6:F58Q3r/tIn+zKb4Cgs55Sg==

f2854 Location:

Summary Statistics: Min. -18320.191309037426; Max. 2.0772119422256708E9; Valid 3936.0; Mean 1476796.2525293778; StDev 3.988794686424292E7

Variable Format: numeric

Notes: UNF:6:lSkPaDxHvwBJoEE0NQw58w==

Label:

00_README.txt

text/plain

Label:

inputs_test_set.csv

text/csv

Label:

script_DNN_training.ipynb

application/x-ipynb+json