|
|
|
|
| LEADER |
01000naa a22002652 4500 |
| 001 |
NLM350746907 |
| 003 |
DE-627 |
| 005 |
20231226045707.0 |
| 007 |
cr uuu---uuuuu |
| 008 |
231226s2023 xx |||||o 00| ||eng c |
| 024 |
7 |
|
|a 10.1021/acs.langmuir.2c03006
|2 doi
|
| 028 |
5 |
2 |
|a pubmed24n1169.xml
|
| 035 |
|
|
|a (DE-627)NLM350746907
|
| 035 |
|
|
|a (NLM)36563178
|
| 040 |
|
|
|a DE-627
|b ger
|c DE-627
|e rakwb
|
| 041 |
|
|
|a eng
|
| 100 |
1 |
|
|a Wang, Siyuan
|e verfasserin
|4 aut
|
| 245 |
1 |
0 |
|a Artificial Intelligence-Based Rapid Design of Grease with Chemically Functionalized Graphene and Carbon Nanotubes as Lubrication Additives
|
| 264 |
|
1 |
|c 2023
|
| 336 |
|
|
|a Text
|b txt
|2 rdacontent
|
| 337 |
|
|
|a ƒaComputermedien
|b c
|2 rdamedia
|
| 338 |
|
|
|a ƒa Online-Ressource
|b cr
|2 rdacarrier
|
| 500 |
|
|
|a Date Completed 10.01.2023
|
| 500 |
|
|
|a Date Revised 11.01.2023
|
| 500 |
|
|
|a published: Print-Electronic
|
| 500 |
|
|
|a Citation Status PubMed-not-MEDLINE
|
| 520 |
|
|
|a Rapid chemical functionalization of additives and efficient determination of their optimum concentrations are important for designing high-performance lubricants, especially under multi-additive conditions. Herein, chemically functionalized graphene (FGR) and carbon nanotubes (FCNTs) were rapidly prepared by microwave-assisted ball milling and subsequently introduced into grease as additives. The tribological properties of the additives in grease at different concentrations and ratios were measured using a four-ball test. A reliable artificial neural network (ANN) model was established according to a few test results. Subsequently, the optimal concentration of multiple additives in the grease was predicted using a genetic algorithm and experimentally validated. The results indicated that the introduction of FGR (0.14 wt %) and FCNT (0.16 wt %) improved the antifriction and anti-wear performance of the base grease by 25.66 and 29.34%, respectively. The results of the ANN model analysis and friction interface characterization indicate that such performance is principally attributed to the synergistic lubrication of the FGR and FCNT
|
| 650 |
|
4 |
|a Journal Article
|
| 700 |
1 |
|
|a Liang, Zhao
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Liu, Ling
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Wan, Peng
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Qian, Qihao
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Chen, Yaotong
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Jia, Shuo
|e verfasserin
|4 aut
|
| 700 |
1 |
|
|a Chen, Ding
|e verfasserin
|4 aut
|
| 773 |
0 |
8 |
|i Enthalten in
|t Langmuir : the ACS journal of surfaces and colloids
|d 1992
|g 39(2023), 1 vom: 10. Jan., Seite 647-658
|w (DE-627)NLM098181009
|x 1520-5827
|7 nnns
|
| 773 |
1 |
8 |
|g volume:39
|g year:2023
|g number:1
|g day:10
|g month:01
|g pages:647-658
|
| 856 |
4 |
0 |
|u http://dx.doi.org/10.1021/acs.langmuir.2c03006
|3 Volltext
|
| 912 |
|
|
|a GBV_USEFLAG_A
|
| 912 |
|
|
|a SYSFLAG_A
|
| 912 |
|
|
|a GBV_NLM
|
| 912 |
|
|
|a GBV_ILN_22
|
| 912 |
|
|
|a GBV_ILN_350
|
| 912 |
|
|
|a GBV_ILN_721
|
| 951 |
|
|
|a AR
|
| 952 |
|
|
|d 39
|j 2023
|e 1
|b 10
|c 01
|h 647-658
|