Novel friction stabilization technology for surface damage conditions using machine learning
The surface damage is a serious cause of failure in tribosystems. In the present paper, we propose a new damage avoidance method that combines a contact position control system (e.g., morphing surface) and artificial-intelligence-based control (e.g., genetic algorithm: GA) to achieve stable friction...
Saved in:
| Published in | Tribology international Vol. 180; p. 108280 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.02.2023
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | The surface damage is a serious cause of failure in tribosystems. In the present paper, we propose a new damage avoidance method that combines a contact position control system (e.g., morphing surface) and artificial-intelligence-based control (e.g., genetic algorithm: GA) to achieve stable friction and long life of sliding surfaces. In the case of the single-damage condition, the GA sequentially avoided contact with the damaged position, and finally complete damage avoidance was achieved. In the multiple-damage condition, we confirmed that learning by GA effectively stabilized friction, although the learning time was longer. In summary, the contact-position control method should provide new capabilities on real machine surfaces where unexpected damage occurs.
•A new active friction control technology was developed to avoid contact with surface damage.•The avoidance was realized using contact-position control surface (e.g., morphing surface).•Damaged position on the mating surface was detected using artificial intelligence. |
|---|---|
| AbstractList | The surface damage is a serious cause of failure in tribosystems. In the present paper, we propose a new damage avoidance method that combines a contact position control system (e.g., morphing surface) and artificial-intelligence-based control (e.g., genetic algorithm: GA) to achieve stable friction and long life of sliding surfaces. In the case of the single-damage condition, the GA sequentially avoided contact with the damaged position, and finally complete damage avoidance was achieved. In the multiple-damage condition, we confirmed that learning by GA effectively stabilized friction, although the learning time was longer. In summary, the contact-position control method should provide new capabilities on real machine surfaces where unexpected damage occurs.
•A new active friction control technology was developed to avoid contact with surface damage.•The avoidance was realized using contact-position control surface (e.g., morphing surface).•Damaged position on the mating surface was detected using artificial intelligence. |
| ArticleNumber | 108280 |
| Author | Umehara, Noritsugu Yamada, Takazumi Lee, Woo-Young Tokoroyama, Takayuki Murashima, Motoyuki |
| Author_xml | – sequence: 1 givenname: Motoyuki surname: Murashima fullname: Murashima, Motoyuki email: motoyuki.murashima.b3@tohoku.ac.jp organization: Department of Mechanical Systems Engineering, Tohoku University, 6-6-01 Aoba, Aramaki, Aoba-ku, Sendai 980-8579, Japan – sequence: 2 givenname: Takazumi surname: Yamada fullname: Yamada, Takazumi organization: Department of Micro-Nano Mechanical Science and Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya city, Aichi 464-8603, Japan – sequence: 3 givenname: Noritsugu surname: Umehara fullname: Umehara, Noritsugu organization: Department of Micro-Nano Mechanical Science and Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya city, Aichi 464-8603, Japan – sequence: 4 givenname: Takayuki surname: Tokoroyama fullname: Tokoroyama, Takayuki organization: Department of Micro-Nano Mechanical Science and Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya city, Aichi 464-8603, Japan – sequence: 5 givenname: Woo-Young surname: Lee fullname: Lee, Woo-Young organization: Intelligent Optical Module Research Center, Korea Photonics Technology Institute, Cheomdan venture-ro 108-gil 9, Buk-gu, Gwangju 61007, Republic of Korea |
| BookMark | eNqFkMtKAzEUhoNUsFZfQfICU3OZziTgQineoOhGwYUQMpmTNmWaSJIW6tM7bXXjpqvD-TnfD-c7RwMfPCB0RcmYElpdL8c5uiY4n8eMMN6HgglygoZU1LJgZVUO0JBwQouqlh9n6DylJSGkLmU9RJ8vYQMdttGZ7ILHKevGde5b77cMZuFDF-ZbbEPEaR2tNoBbvdJzwCb41u3uEl4n5-d4pc3CecAd6Oj74AKdWt0luPydI_T-cP82fSpmr4_P07tZYTgRuWBclnzCbUuZFaWUwCZaljAxDZ8IXlPOKloKK0lbMVKVggvNrWxaINywRrR8hG4OvSaGlCJYZVzef5Cjdp2iRO1MqaX6M6V2ptTBVI9X__Cv6FY6bo-DtwcQ-uc2DqJKxoE30LoIJqs2uGMVP9bLi1Y |
| CitedBy_id | crossref_primary_10_1016_j_surfin_2023_103695 crossref_primary_10_1115_1_4064397 crossref_primary_10_2474_trol_18_292 crossref_primary_10_2474_trol_19_334 crossref_primary_10_1299_jamdsm_2023jamdsm0071 crossref_primary_10_1007_s40544_024_0879_2 crossref_primary_10_1007_s11249_023_01827_z crossref_primary_10_1016_j_triboint_2023_108718 crossref_primary_10_1016_j_surfin_2024_105591 |
| Cites_doi | 10.1016/j.triboint.2018.10.022 10.1007/s00170-019-03701-6 10.1016/j.triboint.2017.05.010 10.1016/j.wear.2017.08.012 10.1299/jamdsm.2018jamdsm0129 10.1007/s11249-020-01333-6 10.2474/trol.14.388 10.1146/annurev.matsci.38.060407.132434 10.1016/j.triboint.2021.107306 10.1016/j.carbon.2019.10.005 10.1002/adma.200700618 10.1021/la0503449 10.1103/PhysRevB.77.235430 10.1016/j.jmatprotec.2007.02.019 10.2514/1.C031456 10.1242/jeb.52.2.345 10.1016/j.triboint.2022.107486 10.1103/PhysRevB.79.205433 10.1039/B712575P 10.2474/trol.11.159 10.2474/trol.9.135 10.1115/1.4050269 10.1016/j.triboint.2004.08.008 10.1016/j.triboint.2016.10.029 10.1243/1350650981542119 10.1038/s42005-020-0338-y 10.1016/j.commatsci.2012.12.033 10.1016/j.triboint.2004.07.018 10.1016/j.triboint.2020.106827 10.1016/j.triboint.2019.01.016 10.1021/acs.langmuir.0c03435 10.2474/trol.12.42 10.1007/s10999-018-9435-4 10.1016/j.triboint.2014.01.016 10.1016/j.cirp.2009.09.001 10.1007/s11249-019-1179-2 10.1103/PhysRevB.77.125416 10.1109/72.265956 10.2474/trol.13.290 10.1016/j.triboint.2021.107128 10.1016/j.carbon.2019.04.040 10.1039/C6SM00728G 10.1016/S0257-8972(01)01417-7 10.1016/j.triboint.2011.11.022 10.2474/trol.12.117 10.1016/j.surfcoat.2012.06.094 10.1007/s11249-019-1248-6 10.1177/1045389X11414084 10.1016/j.triboint.2022.107749 10.1016/j.triboint.2021.107404 10.1016/j.surfcoat.2019.01.115 10.1016/S0043-1648(03)00240-0 10.1016/S0301-679X(00)00115-8 10.1109/4235.771166 10.1007/s11249-004-8081-1 10.2474/trol.12.123 10.1006/anbo.1997.0400 10.1016/j.triboint.2020.106176 10.1016/j.triboint.2016.10.016 10.1002/adma.200290020 10.1016/j.triboint.2021.106944 10.2474/trol.13.119 10.1016/j.diamond.2020.107789 10.1109/41.538609 10.1007/s004250050096 10.1007/s10999-015-9323-0 |
| ContentType | Journal Article |
| Copyright | 2023 Elsevier Ltd |
| Copyright_xml | – notice: 2023 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.triboint.2023.108280 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1879-2464 |
| ExternalDocumentID | 10_1016_j_triboint_2023_108280 S0301679X23000671 |
| GroupedDBID | --K --M .DC .~1 0R~ 123 1B1 1~. 1~5 29Q 4.4 457 4G. 5VS 7-5 71M 8P~ 9JN AABNK AABXZ AACTN AAEDT AAEDW AAEPC AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABDEX ABJNI ABMAC ABNUV ABTAH ABXDB ABXRA ABYKQ ACDAQ ACGFS ACIWK ACNNM ACRLP ADBBV ADEWK ADEZE ADMUD ADTZH AEBSH AECPX AEKER AENEX AEZYN AFKWA AFRZQ AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AHPOS AIEXJ AIKHN AITUG AJBFU AJOXV AKURH ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 EBS EFJIC EFLBG EJD ENUVR EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HVGLF HZ~ IHE J1W JJJVA KOM LY7 M41 MAGPM MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SDF SDG SES SET SEW SPC SPCBC SSG SSM SST SSZ T5K TN5 WH7 WUQ XPP ZMT ZY4 ~02 ~G- AATTM AAXKI AAYWO AAYXX ABWVN ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AFXIZ AGCQF AGQPQ AGRNS AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP BNPGV CITATION SSH |
| ID | FETCH-LOGICAL-c308t-2394353fd12f8499e25a94e5cb358371326148f90d62064838a3f9bde03c2b8d3 |
| IEDL.DBID | .~1 |
| ISSN | 0301-679X |
| IngestDate | Thu Apr 24 23:09:57 EDT 2025 Tue Jul 01 01:42:35 EDT 2025 Fri Feb 23 02:37:24 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Active friction control Genetic algorithm Artificial intelligence Machine learning Morphing surface |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c308t-2394353fd12f8499e25a94e5cb358371326148f90d62064838a3f9bde03c2b8d3 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_triboint_2023_108280 crossref_primary_10_1016_j_triboint_2023_108280 elsevier_sciencedirect_doi_10_1016_j_triboint_2023_108280 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | February 2023 2023-02-00 |
| PublicationDateYYYYMMDD | 2023-02-01 |
| PublicationDate_xml | – month: 02 year: 2023 text: February 2023 |
| PublicationDecade | 2020 |
| PublicationTitle | Tribology international |
| PublicationYear | 2023 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Meguid, Su, Wang (bib48) 2017; 13 Nishimura, Umehara, Kousaka, Murashima (bib15) 2017; 113 Murashima, Imaizumi, Kawaguchi, Umehara, Tokoroyama, Saito (bib61) 2021; 143 Bewilogua, Bräuer, Dietz, Gäbler, Goch, Karpuschewski (bib6) 2009; 58 Zhang, Dana, Nishino (bib64) 2016 LiuJie, Davim, Cardoso (bib65) 2007; 189 Erdemir (bib1) 2005; 38 Sun, Fan, Zhang, Xue, Diao (bib54) 2019; 149 Lee, Jang, Tokoroyama, Murashima, Umehara (bib34) 2020; 105 Barbarino, Bilgen, Ajaj, Friswell, Inman (bib49) 2011; 22 Lee, Tokoroyama, Murashima, Umehara (bib33) 2019; 23 Liu, Chen, Hao, Pan (bib68) 2022 Komori, Umehara (bib27) 2017; 12 Kassim, Tokoroyama, Murashima, Lee, Umehara, Mustafa (bib21) 2021; 159 Liu, Umehara, Tokoroyama, Murashima (bib18) 2019; 131 Weisshaar (bib47) 2013; 50 Sun, Diao (bib53) 2020; 157 Tucker, Parrott (bib46) 1970; 52 Murashima, Yoshino, Kawaguchi, Umehara (bib59) 2019; 15 Ohzono, Shimomura (bib57) 2005; 21 Neinhuis, Barthlott (bib42) 1997; 79 Kinoshita, Murashima, Kawachi, Ohno (bib35) 2013; 70 Kano (bib5) 2014; 9 Tani, Naito, Lu, Koganezawa, Tagawa (bib9) 2020; 68 Murashima, Umehara, Kousaka, Deng (bib55) 2017; 12 Murashima, Imaizumi, Murase, Umehara, Tokoroyama, Saito (bib60) 2021; 156 Leenaerts, Partoens, Peeters (bib36) 2008; 77 Wu, Murashima, Saso, Tokoroyama, Lee, Kousaka (bib52) 2022; 174 Mabuchi, Higuchi, Yoshimura, Murashima, Kousaka, Umehara (bib29) 2014; 73 Barthlott, Neinhuis (bib41) 1997; 202 Ohzono, Watanabe, Vendamme, Kamaga, Kunitake, Ishihara (bib58) 2007; 19 Erdemir (bib10) 2004; 37 Etsion (bib2) 2004; 17 Holland (bib70) 1975 Eiben, Hinterding, Michalewicz (bib71) 1999; 3 Li, Murashima, Umehara (bib16) 2018; 16 Aboua, Umehara, Kousaka, Tokoroyama, Murashima, Mustafa (bib17) 2020; 68 Holmberg, Kivikytö-Reponen, Härkisaari, Valtonen, Erdemir (bib63) 2017; 115 Chan, Neaton, Cohen (bib37) 2008; 77 Murashima, Oyama, Kousaka, Tokoroyama, Lee, Umehara (bib50) 2022; 165 Bin Mustafa, Umehara, Tokoroyama, Murashima, Shibata, Utsumi (bib32) 2019; 14 Feng, Li, Li, Li, Zhang, Zhai (bib44) 2016; 14 Erdemir (bib11) 2001; 146–147 Man, Tang, Kwong (bib73) 1996; 43 Taib, Umehara, Tokoroyama, Murashima (bib24) 2018; 13 Suzuki, Ohzono (bib56) 2016; 12 Yamada, Murashima, Umehara, Tokoroyama, Lee, Takamatsu (bib30) 2022; 169 Liu, Yamaguchi, Umehara, Murashima, Tokoroyama (bib40) 2017; 390–391 Liu, Yamaguchi, Umehara, Deng, Kousaka, Murashima (bib39) 2017; 105 Rashmi, Osama, Khalid, Rasheed, Bhaumik, Wong (bib66) 2019; 104 Velten, Reinicke, Friedrich (bib67) 2000; 33 Hashizume, Murashima, Umehara, Tokoroyama, Lee (bib23) 2021; 162 Holmberg, Andersson, Erdemir (bib62) 2012; 47 Quéré (bib43) 2008; 38 Roach, Shirtcliffe, Newton (bib45) 2008; 4 Higuchi, Mabuchi, Ichihara, Murata, Moronuki (bib7) 2017; 12 Lee, Murashima, Umehara, Tokoroyama, Horaguchi, Ishimoto (bib25) 2022; 168 Murashima, Maeda, Xingrui, Umehara, Kousaka (bib51) 2021 Aboua, Umehara, Kousaka, Tokoroyama, Murashima, Mabuchi (bib19) 2018; 13 Aboua, Umehara, Kousaka, Tokoroyama, Murashima, Tasdemir (bib26) 2018; 12 Mustafa, Umehara, Tokoroyama, Murashima, Shibata, Utsumi (bib31) 2020; 147 Aboua, Umehara, Kousaka, Tokoroyama, Murashima, Mabuchi (bib20) 2019; 67 Mohiuddin, Lombardo, Nair, Bonetti, Savini, Jalil (bib38) 2009; 79 Murashima, Deng, Izuoka, Umehara, Kousaka (bib28) 2019; 362 Jones, Camino, Teer, Jiang (bib12) 1998; 212 Murashima, Hojo, Ito, Umehara, Tokoroyama, Takahashi (bib4) 2021; 37 Kajita, Kinjo, Nishi (bib69) 2020; 3 Kassim, Tokoroyama, Murashima, Umehara (bib14) 2020; 147 Fogel (bib72) 1994; 5 Murashima, Umehara, Kousaka (bib3) 2016; 11 Li, Sawaki, Kousaka, Murashima, Umehara (bib13) 2017; 15 Hofmann, Kunkel, Bewilogua, Wittorf (bib22) 2013; 215 Tung, Gao (bib8) 2003; 255 Murashima (10.1016/j.triboint.2023.108280_bib4) 2021; 37 Aboua (10.1016/j.triboint.2023.108280_bib26) 2018; 12 LiuJie (10.1016/j.triboint.2023.108280_bib65) 2007; 189 Lee (10.1016/j.triboint.2023.108280_bib33) 2019; 23 Sun (10.1016/j.triboint.2023.108280_bib54) 2019; 149 Aboua (10.1016/j.triboint.2023.108280_bib20) 2019; 67 Bewilogua (10.1016/j.triboint.2023.108280_bib6) 2009; 58 Velten (10.1016/j.triboint.2023.108280_bib67) 2000; 33 Nishimura (10.1016/j.triboint.2023.108280_bib15) 2017; 113 Li (10.1016/j.triboint.2023.108280_bib16) 2018; 16 Aboua (10.1016/j.triboint.2023.108280_bib17) 2020; 68 Erdemir (10.1016/j.triboint.2023.108280_bib1) 2005; 38 Tucker (10.1016/j.triboint.2023.108280_bib46) 1970; 52 Fogel (10.1016/j.triboint.2023.108280_bib72) 1994; 5 Hofmann (10.1016/j.triboint.2023.108280_bib22) 2013; 215 Hashizume (10.1016/j.triboint.2023.108280_bib23) 2021; 162 Liu (10.1016/j.triboint.2023.108280_bib39) 2017; 105 Li (10.1016/j.triboint.2023.108280_bib13) 2017; 15 Ohzono (10.1016/j.triboint.2023.108280_bib58) 2007; 19 Liu (10.1016/j.triboint.2023.108280_bib40) 2017; 390–391 Suzuki (10.1016/j.triboint.2023.108280_bib56) 2016; 12 Roach (10.1016/j.triboint.2023.108280_bib45) 2008; 4 Kinoshita (10.1016/j.triboint.2023.108280_bib35) 2013; 70 Leenaerts (10.1016/j.triboint.2023.108280_bib36) 2008; 77 Wu (10.1016/j.triboint.2023.108280_bib52) 2022; 174 Tani (10.1016/j.triboint.2023.108280_bib9) 2020; 68 Bin Mustafa (10.1016/j.triboint.2023.108280_bib32) 2019; 14 Yamada (10.1016/j.triboint.2023.108280_bib30) 2022; 169 Liu (10.1016/j.triboint.2023.108280_bib68) 2022 Murashima (10.1016/j.triboint.2023.108280_bib55) 2017; 12 Mohiuddin (10.1016/j.triboint.2023.108280_bib38) 2009; 79 Man (10.1016/j.triboint.2023.108280_bib73) 1996; 43 Erdemir (10.1016/j.triboint.2023.108280_bib10) 2004; 37 Eiben (10.1016/j.triboint.2023.108280_bib71) 1999; 3 Kano (10.1016/j.triboint.2023.108280_bib5) 2014; 9 Etsion (10.1016/j.triboint.2023.108280_bib2) 2004; 17 Komori (10.1016/j.triboint.2023.108280_bib27) 2017; 12 Lee (10.1016/j.triboint.2023.108280_bib25) 2022; 168 Higuchi (10.1016/j.triboint.2023.108280_bib7) 2017; 12 Rashmi (10.1016/j.triboint.2023.108280_bib66) 2019; 104 Murashima (10.1016/j.triboint.2023.108280_bib28) 2019; 362 Liu (10.1016/j.triboint.2023.108280_bib18) 2019; 131 Barthlott (10.1016/j.triboint.2023.108280_bib41) 1997; 202 Zhang (10.1016/j.triboint.2023.108280_bib64) 2016 Kassim (10.1016/j.triboint.2023.108280_bib14) 2020; 147 Murashima (10.1016/j.triboint.2023.108280_bib60) 2021; 156 Chan (10.1016/j.triboint.2023.108280_bib37) 2008; 77 Quéré (10.1016/j.triboint.2023.108280_bib43) 2008; 38 Kassim (10.1016/j.triboint.2023.108280_bib21) 2021; 159 Feng (10.1016/j.triboint.2023.108280_bib44) 2016; 14 Holland (10.1016/j.triboint.2023.108280_bib70) 1975 Weisshaar (10.1016/j.triboint.2023.108280_bib47) 2013; 50 Meguid (10.1016/j.triboint.2023.108280_bib48) 2017; 13 Murashima (10.1016/j.triboint.2023.108280_bib59) 2019; 15 Neinhuis (10.1016/j.triboint.2023.108280_bib42) 1997; 79 Taib (10.1016/j.triboint.2023.108280_bib24) 2018; 13 Sun (10.1016/j.triboint.2023.108280_bib53) 2020; 157 Holmberg (10.1016/j.triboint.2023.108280_bib62) 2012; 47 Kajita (10.1016/j.triboint.2023.108280_bib69) 2020; 3 Murashima (10.1016/j.triboint.2023.108280_bib50) 2022; 165 Mabuchi (10.1016/j.triboint.2023.108280_bib29) 2014; 73 Jones (10.1016/j.triboint.2023.108280_bib12) 1998; 212 Lee (10.1016/j.triboint.2023.108280_bib34) 2020; 105 Murashima (10.1016/j.triboint.2023.108280_bib3) 2016; 11 Murashima (10.1016/j.triboint.2023.108280_bib61) 2021; 143 Tung (10.1016/j.triboint.2023.108280_bib8) 2003; 255 Erdemir (10.1016/j.triboint.2023.108280_bib11) 2001; 146–147 Murashima (10.1016/j.triboint.2023.108280_bib51) 2021 Barbarino (10.1016/j.triboint.2023.108280_bib49) 2011; 22 Ohzono (10.1016/j.triboint.2023.108280_bib57) 2005; 21 Aboua (10.1016/j.triboint.2023.108280_bib19) 2018; 13 Holmberg (10.1016/j.triboint.2023.108280_bib63) 2017; 115 Mustafa (10.1016/j.triboint.2023.108280_bib31) 2020; 147 |
| References_xml | – volume: 146–147 start-page: 292 year: 2001 end-page: 297 ident: bib11 article-title: The role of hydrogen in tribological properties of diamond-like carbon films publication-title: Surf Coat Technol – volume: 79 start-page: 667 year: 1997 end-page: 677 ident: bib42 article-title: Characterization and distribution of water-repellent, self-cleaning plant surfaces publication-title: Ann Bot – volume: 52 start-page: 345 year: 1970 end-page: 367 ident: bib46 article-title: Aerodynamics of Gliding Flight in a Falcon and Other Birds publication-title: J Exp Biol – volume: 168 year: 2022 ident: bib25 article-title: Realization of near-less friction of ta-CNx coating under R32 refrigerant environment publication-title: Tribol Int – volume: 113 start-page: 383 year: 2017 end-page: 388 ident: bib15 article-title: Clarification of effect of transformed layer and oil film on low friction coefficient of CNx coating in PAO oil lubrication by in-situ observation of friction area with reflectance spectroscopy publication-title: Tribol Int – volume: 3 start-page: 1 year: 2020 end-page: 11 ident: bib69 article-title: Autonomous molecular design by Monte-Carlo tree search and rapid evaluations using molecular dynamics simulations publication-title: Commun Phys – volume: 12 start-page: 117 year: 2017 end-page: 122 ident: bib7 article-title: Development of hydrogen-free diamond-like carbon coating for piston rings publication-title: Tribol Online – volume: 104 start-page: 359 year: 2019 end-page: 374 ident: bib66 article-title: Tribological performance of nanographite-based metalworking fluid and parametric investigation using artificial neural network publication-title: Int J Adv Manuf Technol – volume: 15 start-page: 757 year: 2019 end-page: 766 ident: bib59 article-title: Intelligent tribological surfaces: from concept to realization using additive manufacturing publication-title: Int J Mech Mater Des – volume: 147 start-page: 105557 year: 2020 end-page: 1–14 ident: bib31 article-title: Effect of mesh structure of tetrahedral amorphous carbon (ta-C) coating on friction and wear properties under base-oil lubrication condition publication-title: Tribol Int – volume: 255 start-page: 1276 year: 2003 end-page: 1285 ident: bib8 article-title: Tribological characteristics and surface interaction between piston ring coatings and a blend of energy-conserving oils and ethanol fuels publication-title: Wear – volume: 77 start-page: 1 year: 2008 end-page: 12 ident: bib37 article-title: First-principles study of metal adatom adsorption on graphene publication-title: Phys Rev B Condens Matter Mater Phys – start-page: 1 year: 2021 end-page: 11 ident: bib51 article-title: Development of a new diamond-like carbon surface treatment method with electric discharge for short running-in and friction reduction publication-title: Proc Inst Mech Eng Part J J Eng Tribol – volume: 149 start-page: 45 year: 2019 end-page: 54 ident: bib54 article-title: Contact-focusing electron flow induced nanosized graphene sheets formation in amorphous carbon film for fast low-friction publication-title: Carbon N Y – volume: 50 start-page: 337 year: 2013 end-page: 353 ident: bib47 article-title: Morphing aircraft systems: Historical perspectives and future challenges publication-title: J Aircr – volume: 21 start-page: 7230 year: 2005 end-page: 7237 ident: bib57 article-title: Geometry-dependent stripe rearrangement processes induced by strain on preordered microwrinkle patterns publication-title: Langmuir – volume: 67 start-page: 1 year: 2019 end-page: 11 ident: bib20 article-title: Effect of carbon diffusion on friction and wear behaviors of diamond-like carbon coating against germanium in boundary base oil lubrication publication-title: Tribol Lett – volume: 147 year: 2020 ident: bib14 article-title: The wear classification of MoDTC-derived particles on silicon and hydrogenated diamond-like carbon at room temperature publication-title: Tribol Int – volume: 23 start-page: 38 year: 2019 end-page: 47 ident: bib33 article-title: Investigating running-in behavior to understand wear behavior of ta-C coating with filtered cathodic vacuum arc deposition publication-title: J Tribol – volume: 15 start-page: 1 year: 2017 end-page: 20 ident: bib13 article-title: Effect of mating materials on wear properties of amorphous hydrogenated carbon (a-C:H) coating and tetrahedral amorphous carbon (ta-C) coating in base oil boundary lubrication condition publication-title: J Tribol – volume: 17 start-page: 733 year: 2004 end-page: 737 ident: bib2 article-title: Improving tribological performance of mechanical components by laser surface texturing publication-title: Tribol Lett – volume: 14 start-page: 388 year: 2019 end-page: 397 ident: bib32 article-title: Effect of pillar and mesh structure of tetrahedral amorphous carbon (TA-C) coatings on the wear properties and fracture toughness of the coating publication-title: Tribol Online – volume: 38 start-page: 249 year: 2005 end-page: 256 ident: bib1 article-title: Review of engineered tribological interfaces for improved boundary lubrication publication-title: Tribol Int – volume: 13 start-page: 159 year: 2017 end-page: 171 ident: bib48 article-title: Complete morphing wing design using flexible-rib system publication-title: Int J Mech Mater Des – volume: 362 start-page: 200 year: 2019 end-page: 207 ident: bib28 article-title: Effect of oxygen on degradation of defects on ta-C coatings deposited by filtered arc deposition publication-title: Surf Coat Technol – volume: 19 start-page: 3229 year: 2007 end-page: 3232 ident: bib58 article-title: Spatial forcing of self-organized microwrinkles by periodic nanopatterns publication-title: Adv Mater – volume: 38 start-page: 71 year: 2008 end-page: 99 ident: bib43 article-title: Wetting and roughness publication-title: Annu Rev Mater Res – volume: 11 start-page: 159 year: 2016 end-page: 167 ident: bib3 article-title: Effect of nano-texturing on adhesion of thermoplastic resin against textured steel plate publication-title: Tribol Online – volume: 22 start-page: 823 year: 2011 end-page: 877 ident: bib49 article-title: A review of morphing aircraft publication-title: J Intell Mater Syst Struct – volume: 157 start-page: 113 year: 2020 end-page: 119 ident: bib53 article-title: Current density effect on current-carrying friction of amorphous carbon film publication-title: Carbon N Y – volume: 12 start-page: 42 year: 2017 end-page: 48 ident: bib55 article-title: Effect of electric field on adhesion of thermoplastic resin against steel plate publication-title: Tribol Online – volume: 13 start-page: 119 year: 2018 end-page: 130 ident: bib24 article-title: The effect of UV irradiation to a-C:H on friction and wear properties under PAO oil lubrication including MoDTC and ZnDTP publication-title: Tribol Online – volume: 189 start-page: 374 year: 2007 end-page: 378 ident: bib65 article-title: Prediction on tribological behaviour of composite PEEK-CF30 using artificial neural networks publication-title: J Mater Process Technol – volume: 77 start-page: 1 year: 2008 end-page: 6 ident: bib36 article-title: Adsorption of H2 O, N H3, CO, N O2, and NO on graphene: a first-principles study publication-title: Phys Rev B Condens Matter Mater Phys – year: 2022 ident: bib68 article-title: A combined deep learning model for damage size estimation of rolling bearing publication-title: Int J Eng Res – volume: 68 start-page: 1 year: 2020 end-page: 8 ident: bib17 article-title: Effect of Mating Material and Graphitization on Wear of a-C:H Coating in Boundary Base Oil Lubrication publication-title: Tribol Lett – volume: 13 start-page: 290 year: 2018 end-page: 300 ident: bib19 article-title: Effect of carbon diffusion on friction and wear behaviors of diamond-like carbon coating against Cr-plating in boundary base oil lubrication publication-title: Tribol Online – volume: 390–391 start-page: 312 year: 2017 end-page: 321 ident: bib40 article-title: Effect of oil temperature and counterpart material on the wear mechanism of ta-CNx coating under base oil lubrication publication-title: Wear – volume: 4 start-page: 224 year: 2008 end-page: 240 ident: bib45 article-title: Progess in superhydrophobic surface development publication-title: Soft Matter – volume: 131 start-page: 102 year: 2019 end-page: 111 ident: bib18 article-title: Tribological properties of ta-CNx coating sliding against steel and sapphire in unlubricated condition publication-title: Tribol Int – volume: 143 start-page: 051104 year: 2021 end-page: 1–11 ident: bib61 article-title: Realization of a Novel Morphing Surface Using Additive Manufacturing and Its Active Control in Friction publication-title: J Tribol – volume: 105 start-page: 193 year: 2017 end-page: 200 ident: bib39 article-title: Clarification of high wear resistance mechanism of ta-CNx coating under poly alpha-olefin (PAO) lubrication publication-title: Tribol Int – volume: 14 start-page: 1857 year: 2016 end-page: 1860 ident: bib44 article-title: Super-Hydrophobic Surfaces: From Natural to Artificial Super-Hydrophobic Surfaces: From Natural to Artificial publication-title: Adv Mater – volume: 115 start-page: 116 year: 2017 end-page: 139 ident: bib63 article-title: Global energy consumption due to friction and wear in the mining industry publication-title: Tribol Int – volume: 156 start-page: 106827 year: 2021 end-page: 1–9 ident: bib60 article-title: Active friction control in lubrication condition using novel metal morphing surface publication-title: Tribol Int – volume: 47 start-page: 221 year: 2012 end-page: 234 ident: bib62 article-title: Global energy consumption due to friction in passenger cars publication-title: Tribol Int – year: 1975 ident: bib70 article-title: Adaptation in Natural and Artificial Systems – volume: 37 start-page: 3563 year: 2021 end-page: 3574 ident: bib4 article-title: Nanotextured mold surface with DLC coating for reduction in residual ceramic particles publication-title: Langmuir – volume: 212 start-page: 301 year: 1998 end-page: 306 ident: bib12 article-title: Novel high wear resistant diamond-like carbon coatings deposited by magnetron sputtering of carbon targets publication-title: Proc Inst Mech Eng Part J J Eng Tribol – volume: 165 year: 2022 ident: bib50 article-title: New in situ low-friction technology for diamond-like carbon coatings using surface discharge treatment in ambient air publication-title: Tribol Int – volume: 43 start-page: 519 year: 1996 end-page: 534 ident: bib73 article-title: Genetic algorithms: concepts and applications publication-title: IEEE Trans Ind Electron – volume: 16 start-page: 15 year: 2018 end-page: 29 ident: bib16 article-title: Effect of nanoparticles as lubricant additives on friction and wear behavior of tetrahedral amorphous carbon ( ta-C) coating publication-title: J Tribol – volume: 12 start-page: 1 year: 2018 end-page: 12 ident: bib26 article-title: Effect of ZnDTP triboflim’s morphology on friction behaviors of DLC coatings: Tribofilm characterization by 3D scanning electron microscope observation publication-title: J Adv Mech Des Syst Manuf – volume: 3 start-page: 124 year: 1999 end-page: 141 ident: bib71 article-title: Parameter control in evolutionary algorithms publication-title: IEEE Trans Evol Comput – volume: 169 year: 2022 ident: bib30 article-title: Effect of fracture properties and surface morphology on wear of DLC coatings at severe contact condition publication-title: Tribol Int – volume: 79 start-page: 1 year: 2009 end-page: 8 ident: bib38 article-title: Uniaxial strain in graphene by Raman spectroscopy: G peak splitting, Grüneisen parameters, and sample orientation publication-title: Phys Rev B - Condens Matter Mater Phys – volume: 12 start-page: 6176 year: 2016 end-page: 6183 ident: bib56 article-title: Wrinkles on a textile-embedded elastomer surface with highly variable friction publication-title: Soft Matter – volume: 12 start-page: 123 year: 2017 end-page: 134 ident: bib27 article-title: Friction and wear properties of tetrahedral si-containing hydrogenated diamond-like carbon coating under lubricated condition with engine-oil containing zndtp and modtc publication-title: Tribol Online – volume: 73 start-page: 138 year: 2014 end-page: 147 ident: bib29 article-title: Influence of carbon black in engine oil on wear of H-free diamond-like carbon coatings publication-title: Tribol Int – volume: 105 year: 2020 ident: bib34 article-title: Effect of defects on wear behavior in ta-C coating prepared by filtered cathodic vacuum arc deposition publication-title: Diam Relat Mater – volume: 174 year: 2022 ident: bib52 article-title: New in situ superlow-friction method for nitrogen-containing diamond-like carbon coatings using dielectric barrier discharge treatment in ambient air publication-title: Tribol Int – volume: 58 start-page: 608 year: 2009 end-page: 627 ident: bib6 article-title: Surface technology for automotive engineering publication-title: CIRP Ann - Manuf Technol – volume: 159 year: 2021 ident: bib21 article-title: Wear acceleration of a-C:H coatings by molybdenum-derived particles: Mixing and temperature effects publication-title: Tribol Int – volume: 70 start-page: 1 year: 2013 end-page: 7 ident: bib35 article-title: First-principles study of mechanical properties of one-dimensional carbon nanotube intramolecular junctions publication-title: Comput Mater Sci – volume: 202 start-page: 1 year: 1997 end-page: 8 ident: bib41 article-title: Purity of the sacred lotus, or escape from contamination in biological surfaces publication-title: Planta – volume: 68 start-page: 88 year: 2020 end-page: 1–13 ident: bib9 article-title: Low friction of diamond-like carbon film due to liquid hydrocarbon generated by laser heating in a nitrogen gas environment publication-title: Tribol Lett – volume: 215 start-page: 357 year: 2013 end-page: 363 ident: bib22 article-title: From DLC to Si-DLC based layer systems with optimized properties for tribological applications publication-title: Surf Coat Technol – volume: 9 start-page: 135 year: 2014 end-page: 142 ident: bib5 article-title: Diamond-like carbon coating applied to automotive engine components publication-title: Tribol Online – start-page: 1 year: 2016 end-page: 16 ident: bib64 article-title: Friction from Reflectance: Deep Reflectance Codes for Predicting Physical Surface Properties from One-Shot In-Field Reflectance publication-title: ArXiv – volume: 37 start-page: 1005 year: 2004 end-page: 1012 ident: bib10 article-title: Genesis of superlow friction and wear in diamondlike carbon films publication-title: Tribol Int – volume: 5 start-page: 3 year: 1994 end-page: 14 ident: bib72 article-title: An introduction to simulated evolutionary optimization publication-title: IEEE Trans Neural Netw – volume: 162 year: 2021 ident: bib23 article-title: In situ observation of the formation of MoDTC-derived tribofilm on a ta-C coating using reflectance spectroscopy and its effects on friction publication-title: Tribol Int – volume: 33 start-page: 731 year: 2000 end-page: 736 ident: bib67 article-title: Wear volume prediction with artificial neural networks publication-title: Tribol Int – volume: 131 start-page: 102 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib18 article-title: Tribological properties of ta-CNx coating sliding against steel and sapphire in unlubricated condition publication-title: Tribol Int doi: 10.1016/j.triboint.2018.10.022 – volume: 104 start-page: 359 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib66 article-title: Tribological performance of nanographite-based metalworking fluid and parametric investigation using artificial neural network publication-title: Int J Adv Manuf Technol doi: 10.1007/s00170-019-03701-6 – year: 1975 ident: 10.1016/j.triboint.2023.108280_bib70 – volume: 115 start-page: 116 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib63 article-title: Global energy consumption due to friction and wear in the mining industry publication-title: Tribol Int doi: 10.1016/j.triboint.2017.05.010 – volume: 390–391 start-page: 312 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib40 article-title: Effect of oil temperature and counterpart material on the wear mechanism of ta-CNx coating under base oil lubrication publication-title: Wear doi: 10.1016/j.wear.2017.08.012 – volume: 12 start-page: 1 year: 2018 ident: 10.1016/j.triboint.2023.108280_bib26 article-title: Effect of ZnDTP triboflim’s morphology on friction behaviors of DLC coatings: Tribofilm characterization by 3D scanning electron microscope observation publication-title: J Adv Mech Des Syst Manuf doi: 10.1299/jamdsm.2018jamdsm0129 – volume: 68 start-page: 88 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib9 article-title: Low friction of diamond-like carbon film due to liquid hydrocarbon generated by laser heating in a nitrogen gas environment publication-title: Tribol Lett doi: 10.1007/s11249-020-01333-6 – volume: 14 start-page: 388 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib32 article-title: Effect of pillar and mesh structure of tetrahedral amorphous carbon (TA-C) coatings on the wear properties and fracture toughness of the coating publication-title: Tribol Online doi: 10.2474/trol.14.388 – volume: 38 start-page: 71 year: 2008 ident: 10.1016/j.triboint.2023.108280_bib43 article-title: Wetting and roughness publication-title: Annu Rev Mater Res doi: 10.1146/annurev.matsci.38.060407.132434 – volume: 165 year: 2022 ident: 10.1016/j.triboint.2023.108280_bib50 article-title: New in situ low-friction technology for diamond-like carbon coatings using surface discharge treatment in ambient air publication-title: Tribol Int doi: 10.1016/j.triboint.2021.107306 – volume: 157 start-page: 113 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib53 article-title: Current density effect on current-carrying friction of amorphous carbon film publication-title: Carbon N Y doi: 10.1016/j.carbon.2019.10.005 – volume: 19 start-page: 3229 year: 2007 ident: 10.1016/j.triboint.2023.108280_bib58 article-title: Spatial forcing of self-organized microwrinkles by periodic nanopatterns publication-title: Adv Mater doi: 10.1002/adma.200700618 – volume: 21 start-page: 7230 year: 2005 ident: 10.1016/j.triboint.2023.108280_bib57 article-title: Geometry-dependent stripe rearrangement processes induced by strain on preordered microwrinkle patterns publication-title: Langmuir doi: 10.1021/la0503449 – volume: 77 start-page: 1 year: 2008 ident: 10.1016/j.triboint.2023.108280_bib37 article-title: First-principles study of metal adatom adsorption on graphene publication-title: Phys Rev B Condens Matter Mater Phys doi: 10.1103/PhysRevB.77.235430 – volume: 189 start-page: 374 year: 2007 ident: 10.1016/j.triboint.2023.108280_bib65 article-title: Prediction on tribological behaviour of composite PEEK-CF30 using artificial neural networks publication-title: J Mater Process Technol doi: 10.1016/j.jmatprotec.2007.02.019 – year: 2022 ident: 10.1016/j.triboint.2023.108280_bib68 article-title: A combined deep learning model for damage size estimation of rolling bearing publication-title: Int J Eng Res – volume: 50 start-page: 337 year: 2013 ident: 10.1016/j.triboint.2023.108280_bib47 article-title: Morphing aircraft systems: Historical perspectives and future challenges publication-title: J Aircr doi: 10.2514/1.C031456 – volume: 52 start-page: 345 year: 1970 ident: 10.1016/j.triboint.2023.108280_bib46 article-title: Aerodynamics of Gliding Flight in a Falcon and Other Birds publication-title: J Exp Biol doi: 10.1242/jeb.52.2.345 – volume: 169 year: 2022 ident: 10.1016/j.triboint.2023.108280_bib30 article-title: Effect of fracture properties and surface morphology on wear of DLC coatings at severe contact condition publication-title: Tribol Int doi: 10.1016/j.triboint.2022.107486 – volume: 79 start-page: 1 year: 2009 ident: 10.1016/j.triboint.2023.108280_bib38 article-title: Uniaxial strain in graphene by Raman spectroscopy: G peak splitting, Grüneisen parameters, and sample orientation publication-title: Phys Rev B - Condens Matter Mater Phys doi: 10.1103/PhysRevB.79.205433 – volume: 4 start-page: 224 year: 2008 ident: 10.1016/j.triboint.2023.108280_bib45 article-title: Progess in superhydrophobic surface development publication-title: Soft Matter doi: 10.1039/B712575P – volume: 11 start-page: 159 year: 2016 ident: 10.1016/j.triboint.2023.108280_bib3 article-title: Effect of nano-texturing on adhesion of thermoplastic resin against textured steel plate publication-title: Tribol Online doi: 10.2474/trol.11.159 – volume: 9 start-page: 135 year: 2014 ident: 10.1016/j.triboint.2023.108280_bib5 article-title: Diamond-like carbon coating applied to automotive engine components publication-title: Tribol Online doi: 10.2474/trol.9.135 – volume: 143 start-page: 051104 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib61 article-title: Realization of a Novel Morphing Surface Using Additive Manufacturing and Its Active Control in Friction publication-title: J Tribol doi: 10.1115/1.4050269 – volume: 38 start-page: 249 year: 2005 ident: 10.1016/j.triboint.2023.108280_bib1 article-title: Review of engineered tribological interfaces for improved boundary lubrication publication-title: Tribol Int doi: 10.1016/j.triboint.2004.08.008 – volume: 15 start-page: 1 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib13 article-title: Effect of mating materials on wear properties of amorphous hydrogenated carbon (a-C:H) coating and tetrahedral amorphous carbon (ta-C) coating in base oil boundary lubrication condition publication-title: J Tribol – volume: 113 start-page: 383 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib15 article-title: Clarification of effect of transformed layer and oil film on low friction coefficient of CNx coating in PAO oil lubrication by in-situ observation of friction area with reflectance spectroscopy publication-title: Tribol Int doi: 10.1016/j.triboint.2016.10.029 – volume: 212 start-page: 301 year: 1998 ident: 10.1016/j.triboint.2023.108280_bib12 article-title: Novel high wear resistant diamond-like carbon coatings deposited by magnetron sputtering of carbon targets publication-title: Proc Inst Mech Eng Part J J Eng Tribol doi: 10.1243/1350650981542119 – volume: 3 start-page: 1 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib69 article-title: Autonomous molecular design by Monte-Carlo tree search and rapid evaluations using molecular dynamics simulations publication-title: Commun Phys doi: 10.1038/s42005-020-0338-y – volume: 70 start-page: 1 year: 2013 ident: 10.1016/j.triboint.2023.108280_bib35 article-title: First-principles study of mechanical properties of one-dimensional carbon nanotube intramolecular junctions publication-title: Comput Mater Sci doi: 10.1016/j.commatsci.2012.12.033 – volume: 37 start-page: 1005 year: 2004 ident: 10.1016/j.triboint.2023.108280_bib10 article-title: Genesis of superlow friction and wear in diamondlike carbon films publication-title: Tribol Int doi: 10.1016/j.triboint.2004.07.018 – volume: 156 start-page: 106827 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib60 article-title: Active friction control in lubrication condition using novel metal morphing surface publication-title: Tribol Int doi: 10.1016/j.triboint.2020.106827 – volume: 147 start-page: 105557 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib31 article-title: Effect of mesh structure of tetrahedral amorphous carbon (ta-C) coating on friction and wear properties under base-oil lubrication condition publication-title: Tribol Int doi: 10.1016/j.triboint.2019.01.016 – volume: 37 start-page: 3563 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib4 article-title: Nanotextured mold surface with DLC coating for reduction in residual ceramic particles publication-title: Langmuir doi: 10.1021/acs.langmuir.0c03435 – volume: 12 start-page: 42 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib55 article-title: Effect of electric field on adhesion of thermoplastic resin against steel plate publication-title: Tribol Online doi: 10.2474/trol.12.42 – volume: 15 start-page: 757 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib59 article-title: Intelligent tribological surfaces: from concept to realization using additive manufacturing publication-title: Int J Mech Mater Des doi: 10.1007/s10999-018-9435-4 – volume: 73 start-page: 138 year: 2014 ident: 10.1016/j.triboint.2023.108280_bib29 article-title: Influence of carbon black in engine oil on wear of H-free diamond-like carbon coatings publication-title: Tribol Int doi: 10.1016/j.triboint.2014.01.016 – volume: 58 start-page: 608 year: 2009 ident: 10.1016/j.triboint.2023.108280_bib6 article-title: Surface technology for automotive engineering publication-title: CIRP Ann - Manuf Technol doi: 10.1016/j.cirp.2009.09.001 – volume: 67 start-page: 1 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib20 article-title: Effect of carbon diffusion on friction and wear behaviors of diamond-like carbon coating against germanium in boundary base oil lubrication publication-title: Tribol Lett doi: 10.1007/s11249-019-1179-2 – volume: 77 start-page: 1 year: 2008 ident: 10.1016/j.triboint.2023.108280_bib36 article-title: Adsorption of H2 O, N H3, CO, N O2, and NO on graphene: a first-principles study publication-title: Phys Rev B Condens Matter Mater Phys doi: 10.1103/PhysRevB.77.125416 – volume: 5 start-page: 3 year: 1994 ident: 10.1016/j.triboint.2023.108280_bib72 article-title: An introduction to simulated evolutionary optimization publication-title: IEEE Trans Neural Netw doi: 10.1109/72.265956 – volume: 16 start-page: 15 year: 2018 ident: 10.1016/j.triboint.2023.108280_bib16 article-title: Effect of nanoparticles as lubricant additives on friction and wear behavior of tetrahedral amorphous carbon ( ta-C) coating publication-title: J Tribol – volume: 13 start-page: 290 year: 2018 ident: 10.1016/j.triboint.2023.108280_bib19 article-title: Effect of carbon diffusion on friction and wear behaviors of diamond-like carbon coating against Cr-plating in boundary base oil lubrication publication-title: Tribol Online doi: 10.2474/trol.13.290 – volume: 162 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib23 article-title: In situ observation of the formation of MoDTC-derived tribofilm on a ta-C coating using reflectance spectroscopy and its effects on friction publication-title: Tribol Int doi: 10.1016/j.triboint.2021.107128 – volume: 149 start-page: 45 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib54 article-title: Contact-focusing electron flow induced nanosized graphene sheets formation in amorphous carbon film for fast low-friction publication-title: Carbon N Y doi: 10.1016/j.carbon.2019.04.040 – volume: 12 start-page: 6176 year: 2016 ident: 10.1016/j.triboint.2023.108280_bib56 article-title: Wrinkles on a textile-embedded elastomer surface with highly variable friction publication-title: Soft Matter doi: 10.1039/C6SM00728G – volume: 146–147 start-page: 292 year: 2001 ident: 10.1016/j.triboint.2023.108280_bib11 article-title: The role of hydrogen in tribological properties of diamond-like carbon films publication-title: Surf Coat Technol doi: 10.1016/S0257-8972(01)01417-7 – volume: 47 start-page: 221 year: 2012 ident: 10.1016/j.triboint.2023.108280_bib62 article-title: Global energy consumption due to friction in passenger cars publication-title: Tribol Int doi: 10.1016/j.triboint.2011.11.022 – volume: 12 start-page: 117 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib7 article-title: Development of hydrogen-free diamond-like carbon coating for piston rings publication-title: Tribol Online doi: 10.2474/trol.12.117 – volume: 215 start-page: 357 year: 2013 ident: 10.1016/j.triboint.2023.108280_bib22 article-title: From DLC to Si-DLC based layer systems with optimized properties for tribological applications publication-title: Surf Coat Technol doi: 10.1016/j.surfcoat.2012.06.094 – volume: 68 start-page: 1 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib17 article-title: Effect of Mating Material and Graphitization on Wear of a-C:H Coating in Boundary Base Oil Lubrication publication-title: Tribol Lett doi: 10.1007/s11249-019-1248-6 – volume: 22 start-page: 823 year: 2011 ident: 10.1016/j.triboint.2023.108280_bib49 article-title: A review of morphing aircraft publication-title: J Intell Mater Syst Struct doi: 10.1177/1045389X11414084 – volume: 23 start-page: 38 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib33 article-title: Investigating running-in behavior to understand wear behavior of ta-C coating with filtered cathodic vacuum arc deposition publication-title: J Tribol – volume: 174 year: 2022 ident: 10.1016/j.triboint.2023.108280_bib52 article-title: New in situ superlow-friction method for nitrogen-containing diamond-like carbon coatings using dielectric barrier discharge treatment in ambient air publication-title: Tribol Int doi: 10.1016/j.triboint.2022.107749 – volume: 168 year: 2022 ident: 10.1016/j.triboint.2023.108280_bib25 article-title: Realization of near-less friction of ta-CNx coating under R32 refrigerant environment publication-title: Tribol Int doi: 10.1016/j.triboint.2021.107404 – volume: 362 start-page: 200 year: 2019 ident: 10.1016/j.triboint.2023.108280_bib28 article-title: Effect of oxygen on degradation of defects on ta-C coatings deposited by filtered arc deposition publication-title: Surf Coat Technol doi: 10.1016/j.surfcoat.2019.01.115 – volume: 255 start-page: 1276 year: 2003 ident: 10.1016/j.triboint.2023.108280_bib8 article-title: Tribological characteristics and surface interaction between piston ring coatings and a blend of energy-conserving oils and ethanol fuels publication-title: Wear doi: 10.1016/S0043-1648(03)00240-0 – volume: 33 start-page: 731 year: 2000 ident: 10.1016/j.triboint.2023.108280_bib67 article-title: Wear volume prediction with artificial neural networks publication-title: Tribol Int doi: 10.1016/S0301-679X(00)00115-8 – volume: 3 start-page: 124 year: 1999 ident: 10.1016/j.triboint.2023.108280_bib71 article-title: Parameter control in evolutionary algorithms publication-title: IEEE Trans Evol Comput doi: 10.1109/4235.771166 – volume: 17 start-page: 733 year: 2004 ident: 10.1016/j.triboint.2023.108280_bib2 article-title: Improving tribological performance of mechanical components by laser surface texturing publication-title: Tribol Lett doi: 10.1007/s11249-004-8081-1 – volume: 12 start-page: 123 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib27 article-title: Friction and wear properties of tetrahedral si-containing hydrogenated diamond-like carbon coating under lubricated condition with engine-oil containing zndtp and modtc publication-title: Tribol Online doi: 10.2474/trol.12.123 – volume: 79 start-page: 667 year: 1997 ident: 10.1016/j.triboint.2023.108280_bib42 article-title: Characterization and distribution of water-repellent, self-cleaning plant surfaces publication-title: Ann Bot doi: 10.1006/anbo.1997.0400 – start-page: 1 year: 2016 ident: 10.1016/j.triboint.2023.108280_bib64 article-title: Friction from Reflectance: Deep Reflectance Codes for Predicting Physical Surface Properties from One-Shot In-Field Reflectance publication-title: ArXiv – volume: 147 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib14 article-title: The wear classification of MoDTC-derived particles on silicon and hydrogenated diamond-like carbon at room temperature publication-title: Tribol Int doi: 10.1016/j.triboint.2020.106176 – volume: 105 start-page: 193 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib39 article-title: Clarification of high wear resistance mechanism of ta-CNx coating under poly alpha-olefin (PAO) lubrication publication-title: Tribol Int doi: 10.1016/j.triboint.2016.10.016 – start-page: 1 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib51 article-title: Development of a new diamond-like carbon surface treatment method with electric discharge for short running-in and friction reduction publication-title: Proc Inst Mech Eng Part J J Eng Tribol – volume: 14 start-page: 1857 year: 2016 ident: 10.1016/j.triboint.2023.108280_bib44 article-title: Super-Hydrophobic Surfaces: From Natural to Artificial Super-Hydrophobic Surfaces: From Natural to Artificial publication-title: Adv Mater doi: 10.1002/adma.200290020 – volume: 159 year: 2021 ident: 10.1016/j.triboint.2023.108280_bib21 article-title: Wear acceleration of a-C:H coatings by molybdenum-derived particles: Mixing and temperature effects publication-title: Tribol Int doi: 10.1016/j.triboint.2021.106944 – volume: 13 start-page: 119 year: 2018 ident: 10.1016/j.triboint.2023.108280_bib24 article-title: The effect of UV irradiation to a-C:H on friction and wear properties under PAO oil lubrication including MoDTC and ZnDTP publication-title: Tribol Online doi: 10.2474/trol.13.119 – volume: 105 year: 2020 ident: 10.1016/j.triboint.2023.108280_bib34 article-title: Effect of defects on wear behavior in ta-C coating prepared by filtered cathodic vacuum arc deposition publication-title: Diam Relat Mater doi: 10.1016/j.diamond.2020.107789 – volume: 43 start-page: 519 year: 1996 ident: 10.1016/j.triboint.2023.108280_bib73 article-title: Genetic algorithms: concepts and applications publication-title: IEEE Trans Ind Electron doi: 10.1109/41.538609 – volume: 202 start-page: 1 year: 1997 ident: 10.1016/j.triboint.2023.108280_bib41 article-title: Purity of the sacred lotus, or escape from contamination in biological surfaces publication-title: Planta doi: 10.1007/s004250050096 – volume: 13 start-page: 159 year: 2017 ident: 10.1016/j.triboint.2023.108280_bib48 article-title: Complete morphing wing design using flexible-rib system publication-title: Int J Mech Mater Des doi: 10.1007/s10999-015-9323-0 |
| SSID | ssj0007497 |
| Score | 2.421987 |
| Snippet | The surface damage is a serious cause of failure in tribosystems. In the present paper, we propose a new damage avoidance method that combines a contact... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 108280 |
| SubjectTerms | Active friction control Artificial intelligence Genetic algorithm Machine learning Morphing surface |
| Title | Novel friction stabilization technology for surface damage conditions using machine learning |
| URI | https://dx.doi.org/10.1016/j.triboint.2023.108280 |
| Volume | 180 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LawIxEA5iL-2h9EntQ3LoNW42D909ilRsS720gofCkk2yougqdu2xv72ZfVgLBQ897pKB5dsw-SZ8Mx9C9yaIuWA0JIqzkAglY6KMZiTxfcOolVbmF_ovw_ZgJJ7GclxDvaoXBmSVZe4vcnqercs3Xommt5pOvVcg8-1OOHYkGnJu3sEuOrDLW18_Mo-OyA1WYDGB1TtdwrMWmEotpyloKhkHuR2D8ZB_HVA7h07_BB2XbBF3iw86RTWbnqGjnRmC5-h9uPy0cwx2P4AxdmwP9K5FdyXOtjfn2LFT_LFZJ0pbbNTC5RHsamFTSLYw6N8neJFLKy0uvSQmF2jUf3jrDUhpmUA0p0FGwOicS54YnyWBK2YskyoUVuqYS1eKutITBn8mITVt5shIwAPFkzA2lnLN4sDwS1RPl6m9Qpj5WlifWWMFEzbUSiQ0kVQYR0p03KYNJCucIl3OEwdbi3lUCcdmUYVvBPhGBb4N5G3jVsVEjb0RYfUbol97I3Jpf0_s9T9ib9AhPBUa7VtUz9Ybe-coSBY38z3WRAfdx-fB8Bv51N02 |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1La8JAEF5ED20PpU9qn3voNXWzj5gcRSpp1Vyq4KEQkt2NKBrFxv7-7uQhFgoeek0ysEyWb79ZvpkPoWflxoxT4lkRo57FIxFbkZLUSmxbUaKFFvmF_jBw_DF_n4hJDXWrXhiQVZbYX2B6jtblk1aZzdZ6Nmt9AJl32t7EkGjAXFMCNWA6laijRuet7wc7QG7z3GMFvrcgYK9ReP4CvlKrWQqySspAcUdhQuRfZ9TeudM7Q6clYcSdYk3nqKbTC3SyN0bwEn0Gq2-9wOD4A2nGhvCB5LVosMTZ7vIcG4KKv7abJJIaq2hpoASbclgVqi0MEvgpXubqSo1LO4npFRr3Xkdd3ypdEyzJiJtZ4HXOBEuUTRPX1DOaisjjWsiYCVONmuoTZn8mHlEONXzEZW7EEi9WmjBJY1exa1RPV6m-QZjakmubaqU55dqTEU9IIghXhpfI2CFNJKo8hbIcKQ7OFouw0o7Nwyq_IeQ3LPLbRK1d3LoYqnEwwqt-Q_hre4QG-Q_E3v4j9gkd-aPhIBy8Bf07dAxvCsn2Papnm61-MIwkix_LHfcDlNnf5w |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Novel+friction+stabilization+technology+for+surface+damage+conditions+using+machine+learning&rft.jtitle=Tribology+international&rft.au=Murashima%2C+Motoyuki&rft.au=Yamada%2C+Takazumi&rft.au=Umehara%2C+Noritsugu&rft.au=Tokoroyama%2C+Takayuki&rft.date=2023-02-01&rft.issn=0301-679X&rft.volume=180&rft.spage=108280&rft_id=info:doi/10.1016%2Fj.triboint.2023.108280&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_triboint_2023_108280 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0301-679X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0301-679X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0301-679X&client=summon |