Investigation of laser micro-drilling machinability and performance optimization of polymer nanocomposites reinforced with different carbon allotropes

材料科学 复合材料 可加工性 响应面法 碳纳米管 复合数 石墨 纳米复合材料 热导率 造型(装饰) 机械加工 计算机科学 机器学习 冶金
作者
Lipsamayee Mishra,Trupti Ranjan Mahapatra,Debadutta Mishra,Soumya Ranjan Parimanik
出处
期刊:Proceedings Of The Institution Of Mechanical Engineers, Part E: Journal Of Process Mechanical Engineering [SAGE]
卷期号:238 (3): 1354-1371 被引量:7
标识
DOI:10.1177/09544089231158898
摘要

The comparative assessment of the laser micro-drilling machinability of polymer matrix nanocomposites dispersed with conducting fillers of different carbon allotropes (carbon nanotube (CNT), graphite, and carbon black (CB)) to produce minimum taper and heat-affected zone (HAZ) has been first time reported in this article. The required composite specimens are synthesized via ultrasonicator-assisted compression molding method and characterized for their thermal, electrical, and mechanical properties. The central composite design-based response surface methodology (CRSM) is implemented for the planification of experimentation using a pulsed Nd:YAG laser and subsequent higher-order regression modeling of the desired performance indicators. The contemporary accelerated particle swarm optimization (APSO) technique and metaheuristic whale optimization algorithm (WOA) have been utilized to define optimum controllable process parameters (pulse frequency, cutting speed, lamp current, and air pressure) and the assortment of optimum conditions are justified by performing confirmatory tests. CNT-reinforced composite material exhibits superior tensile, hardness, and thermal properties whereas graphite-based polymer composite show good electrical conductivity. The most minor taper and HAZ values are observed in the laser micro-drilling of epoxy-based CNT and CB materials, respectively. The two swarm-based algorithms predict more accurate results for the desired output responses than the statistical CRSM, with the least errors compared to the values attained by the WOA. Optimal taper (with CNT/epoxy composite at 30 m/s cutting speed, 22.6 amp lamp current, 3 kHz pulse frequency, and 1 kg/cm 2 air pressure) and HAZ (with CB/epoxy composite at 30 m/s cutting speed, 22.97 amp lamp current, 3 kHz pulse frequency, and 5 kg/cm 2 air pressure) values obtained in the confirmatory test showed 15% and 12% errors, respectively, as compared to the predicted data in WOA.

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
刚刚
爱看文献的佳琦完成签到 ,获得积分10
2秒前
jingsihan完成签到,获得积分10
2秒前
5秒前
hhs完成签到,获得积分20
5秒前
烟花应助南风不竞采纳,获得10
7秒前
9秒前
9秒前
静静呀应助落寞的寒云采纳,获得10
9秒前
health__up完成签到,获得积分10
9秒前
10秒前
11秒前
zeran完成签到,获得积分10
12秒前
Akim应助hhs采纳,获得10
12秒前
安静成威发布了新的文献求助10
14秒前
14秒前
简单三问发布了新的文献求助10
16秒前
Tessa完成签到,获得积分10
17秒前
所所应助曲幻梅采纳,获得10
18秒前
20秒前
wang完成签到,获得积分10
21秒前
小蘑菇应助曲书文采纳,获得10
22秒前
22秒前
大个应助QQ采纳,获得10
23秒前
25秒前
26秒前
简单三问完成签到,获得积分10
26秒前
善学以致用应助刻苦笑南采纳,获得30
28秒前
祁淑娴完成签到 ,获得积分10
28秒前
qiu完成签到 ,获得积分10
29秒前
小马甲应助christine采纳,获得10
29秒前
勤奋幻柏发布了新的文献求助10
29秒前
雨且青发布了新的文献求助10
29秒前
YX1994完成签到,获得积分10
30秒前
Julie发布了新的文献求助30
30秒前
30秒前
1762120完成签到,获得积分10
30秒前
魔芋完成签到,获得积分10
30秒前
31秒前
31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
Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics 3000
Les Mantodea de guyane 2500
VASCULITIS(血管炎)Rheumatic Disease Clinics (Clinics Review Articles) —— 《风湿病临床》(临床综述文章) 1000
Feldspar inclusion dating of ceramics and burnt stones 1000
What is the Future of Psychotherapy in a Digital Age? 801
The Psychological Quest for Meaning 800
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5970831
求助须知:如何正确求助?哪些是违规求助? 7282464
关于积分的说明 15988690
捐赠科研通 5108519
什么是DOI,文献DOI怎么找? 2743567
邀请新用户注册赠送积分活动 1708922
关于科研通互助平台的介绍 1621447