journal article·2006-12

Optimization of ceramic friction materials

Ling Han, Li Huang, Jinsheng Zhang, Yafei Lu

Composites Science and Technology· Volume 66· Issue 15
Publisher page

Abstract

Abstract In order to prepare ceramic brake linings with higher friction performance and lower cost, combinatorial friction materials research was conducted. Raw materials used were screened by four criteria. Latin square coupled with Golden Section approach was utilized for experimental formulations design. Sensitivity series and comprehensive index of raw materials obtained from the relational grade analysis were used to rank the influence of each ingredient on friction performance. The evaluating merit of each formulation received from the fuzzy overall merits method was utilized to judge the best formulation. Both comprehensive index and evaluating merit are two novel parameters established and applied to the multi-objective optimization of friction material formulations. Optimization of ceramic friction formulations was implemented in three phases: (a) screen out the optimal one from the initial nine formulations in terms of their friction characteristics; (b) according to the comprehensive evaluation index, the volume fraction of the most advantageous ingredient for friction performance was increased and the most disadvantageous one was decreased correspondingly; and (c) the volume fraction of binder was varied and other ingredients’ amounts were also changed proportionally. Eventually, the best one was obtained after performing 16 formulations.
Source: openaire · Quality: candidate unverified · Source record ↗

Research context

OpenAlex topics: Brake Systems and Friction Analysis · Tribology and Wear Analysis · Railway Engineering and Dynamics

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (30)

Show source-provided references
1. The effects of metal fibers on the friction performance of automotive brake friction materials10.1016/S0043-1648(03)00445-9 ↗
2. Effects of ingredients on tribological characteristics of a brake lining: an experimental case study10.1016/j.wear.2004.11.021 ↗
3. Synergistic effects of aramid pulp and potassium titanate whiskers in the automotive friction material10.1016/S0043-1648(01)00802-X ↗
4. Production of ceramic additive automotive brake lining and investigation of its braking characterization10.1108/00368790510583401 ↗
5. Performance of ceramic enhanced phenolic matrix brake lining materials for automotive brake linings10.1016/j.wear.2005.02.083 ↗
6. Sasaki Y, Yanagi M, Todani Y, Mita T. USP 6080230, 2000.
7. Hara Y, Oyama T, Inoue M, Mibe T, Nakanishi H. USP 6220404, 2001.
8. Tadokoro F, Ohe T, Nagata T, Nagashima J. USP 6838161, 2005.
9. The effects of antimony trisulfide (Sb2S3) and zirconium silicate (ZrSiO4) in the automotive brake friction material on friction characteristics10.1016/S0043-1648(00)00314-8 ↗
10. Application of chemometrics to the production of friction materials: analysis of previous data and search of new formulations10.1016/0169-7439(95)00085-2 ↗
11. Compositional effects of the brake friction material on creep groan phenomena10.1016/S0043-1648(01)00786-4 ↗
12. Zhao Y. Master Thesis, 2002; Southern Illinois University Carbondale.
13. Friction material design for brake pads using database10.1080/10402000108982437 ↗
14. Development of a friction material formulation without metals by Taguchi design of experiments
15. Intelligent selection of materials for brake linings
16. Multi-criteria optimization in the design of composites for friction applications
17. Combinatorial friction materials research
18. A combinatorial approach for automotive friction materials: effects of ingredients on friction performance10.1016/j.compscitech.2005.05.032 ↗
19. A combinatorial approach for automotive friction materials: combined effects of ingredients on friction performance10.1002/pc.10479 ↗
20. Combinatorial screening of ingredients for steel wool based semimetallic and aramid pulp based nonasbestos organic brake materials10.1177/0731684044028701 ↗
21. Optimization of a commercial brake pad formulation10.1002/app.10606 ↗
22. Optimization of an industrial friction material formulation10.1080/10402000308982594 ↗
23. Optimization of a semimetallic friction material formulation10.1177/0731684404039791 ↗
24. A golden section approach to optimization of automotive friction materials10.1023/A:1022362217043 ↗
25. Multi-objective optimization in material design and selection10.1016/S1359-6454(99)00304-3 ↗
26. Design and optimization of friction material formulations
27. Zhao Y, Lu Y, Wright MA. Sensitivity series and friction surface analysis of non-metallic friction materials. Mater Design [in press].
28. Mason · 1989
29. Liu · 1998
30. Optimizing friction formulation technique with emphasis on relative grade analysis