Experimental investigations and optimization of MWCNTs-mixed WEDM process parameters of nitinol shape memory alloy

被引:53
作者
Chaudhari, Rakesh [1 ]
Khanna, Sakshum [1 ]
Vora, Jay [1 ]
Patel, Vivek K. [1 ]
Paneliya, Sagar [1 ]
Pimenov, Danil Yu [2 ]
Giasin, Khaled [3 ]
Wojciechowski, Szymon [4 ]
机构
[1] Pandit Deendayal Energy Univ, Sch Technol, Gandhinagar 382007, Gujarat, India
[2] South Ural State Univ, Dept Automated Mech Engn, Lenin Prosp 76, Chelyabinsk 454080, Russia
[3] Univ Portsmouth, Sch Mech & Design Engn, Portsmouth PO1 3DJ, Hants, England
[4] Poznan Univ Tech, Fac Mech Engn & Management, PL-60965 Poznan, Poland
来源
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T | 2021年 / 15卷
关键词
Multi-walled carbon nanotubes (MWCNTs); Wire electrical discharge machining (WEDM); Teaching-learning based optimization (TLBO); Analysis of variance (ANOVA); NITINOL; Shape memory alloy (SMA); OF-THE-ART; SURFACE INTEGRITY; CARBON NANOTUBE; EDM; MACHINABILITY; PERFORMANCE; DESIGN; SYSTEM;
D O I
10.1016/j.jmrt.2021.09.038
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Excellent characteristics of multi-walled carbon nanotubes (MWCNTs), such as higher toughness and stiffness, enlarged strength, and high thermal conductivity, make them an attractive choice to improve surface characteristics and machining performance. In the current study, MWCNTs mixed with dielectric fluid in the wire electrical discharge machining (WEDM) process was used to enhance the machining performance of Nitinol shape memory alloy (SMA). Significance of WEDM machining variables such as current, pulse-on time (T-on), pulse-off time (T-off), and variation in powder concentration of MWCNTs are studied on material removal rate (MRR) and surface roughness (SR). The addition of MWCNTs substantially improves the machining performance by increasing MRR and simultaneously reducing the SR. Improvement in the MRR of 75.42% and SR of 19.15% is achieved with the use of MWCNTs at 1 g/L in comparison to the conventional WEDM process. An advanced parameterless TLBO algorithm is used for simultaneous optimization of multiple responses. An advanced parameterless TLBO algorithm is used to find the optimal solution of multiple responses. Single objective optimization result has yielded maximum MRR of 0.5262 g/min at a current of 5 A, T-on 110 ms, T-off 1 ms and MWCNTs amount of 1 g/L while minimum SR of 1.27 mm at a current of 1 A, T-on 1 ms, T-off 24 ms and MWCNTs amount of 1 g/L. MOTLBO algorithm is used for simultaneous optimization of MRR and SR. Lastly, the surface integrity of machined surfaces using a field emission scanning electron microscope (FESEM) is also studied to evaluate the effect of MWCNTs on recast layer thickness (RLT) and other surface defects. The incorporation of MWCNTs has shown a substantial reduction in RLT and other surface defects such as reduction in globules of debris, melted material deposition, micro-crack-free, and micro-pores-free surfaces. (c) 2021 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:2152 / 2169
页数:18
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