已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Experimentation and optimization of wear behavior on polytetrafluoroethylene composites using response surface methodology and bald eagle search optimization

响应面法 材料科学 复合材料 复合数 Box-Behnken设计 中心组合设计 石墨 实验设计 计算机科学 数学 统计 机器学习
作者
Priya Gajjal,Geeta S Lathkar
出处
期刊:Polymer Composites [Wiley]
卷期号:44 (1): 23-37 被引量:3
标识
DOI:10.1002/pc.27030
摘要

Abstract In Industries, polytetrafluoroethylene (PTFE) is used as a solid lubricant due to its excellent toughness, lack of reactivity, high‐thermal stability, and so forth. However, the abrasive resistive behavior is minimal for the virgin PTFE polymer. In this study, the wear and coefficient of friction (COF) of PTFE composite prepared by the combination of 10% halloysite, 10% graphite, and 10% bronze are investigated. The investigations are performed on a pin‐on‐disc test rig and analysis is done by response surface methodology (RSM), especially in Box‐Behnken Design (BBD). The experimentation is performed by varying the sliding distance (Ds), sliding velocity (Vs), and applied load (L). In the analysis of COF, the load is considered as a significant parameter, and sliding distance is an influencing parameter for wear rate. From the experimentation, the proposed PTFE composite promotes COF of 0.0052 and a wear rate of 0.62 × 10 −5 mm 3 /Nm. Such observed wear rate and COF are 2.8 times and 1.5 times better than the pure PTFE. The experimented outcomes are validated using hybrid DBN‐based bald eagle search optimization (DBN‐BESO), and RSM. From the validated results, the proposed hybrid DBN‐BESO prediction process using the Matlab platform promotes closer values to the experimented outcomes. Besides, the parametric optimization is conducted using RSM and BESO approaches with the objective of minimum wear rate and COF. The optimized BESO results are superior to the RSM. BESO‐based optimized wear rate is 0.0317 × 10 −5 mm 3 /Nm and COF is 0.0352.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
淡淡薯片完成签到,获得积分10
1秒前
kjw0708完成签到 ,获得积分10
1秒前
1秒前
田様应助LBQ采纳,获得10
1秒前
2秒前
慕青应助Lene采纳,获得10
2秒前
3秒前
克克应助yuqinghui98采纳,获得10
4秒前
4秒前
5秒前
6秒前
7秒前
大龙哥886应助Rain采纳,获得10
8秒前
杨成发布了新的文献求助10
9秒前
丘比特应助核桃采纳,获得10
9秒前
香蕉觅云应助核桃采纳,获得10
9秒前
9秒前
桐桐应助核桃采纳,获得10
9秒前
小二郎应助核桃采纳,获得10
9秒前
月光完成签到 ,获得积分10
9秒前
丘比特应助核桃采纳,获得10
9秒前
上官若男应助核桃采纳,获得10
9秒前
Lucas应助核桃采纳,获得30
9秒前
张欢馨应助核桃采纳,获得30
9秒前
ZZ发布了新的文献求助10
10秒前
13秒前
所所应助霸气明雪采纳,获得10
16秒前
粗暴的遥发布了新的文献求助10
19秒前
LBQ发布了新的文献求助10
19秒前
22秒前
大猪完成签到,获得积分20
23秒前
wxx发布了新的文献求助10
27秒前
28秒前
bearinlearning完成签到,获得积分10
32秒前
杨成完成签到,获得积分10
33秒前
送人头完成签到 ,获得积分10
38秒前
橘柚完成签到,获得积分10
38秒前
jay完成签到,获得积分10
38秒前
所所应助庚桑楚采纳,获得10
39秒前
41秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Les Mantodea de Guyane Insecta, Polyneoptera 2000
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
Signals, Systems, and Signal Processing 610
Research Methods for Applied Linguistics: A Practical Guide 600
Research Methods for Applied Linguistics 500
Chemistry and Physics of Carbon Volume 15 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6407551
求助须知:如何正确求助?哪些是违规求助? 8226600
关于积分的说明 17448448
捐赠科研通 5460237
什么是DOI,文献DOI怎么找? 2885332
邀请新用户注册赠送积分活动 1861694
关于科研通互助平台的介绍 1701862