Performance of ANFIS Coupled with PSO in Manufacturing Superior Wear Resistant Aluminum Matrix Nano Composites

Shabani, Mohsen Ostad; Shamsipour, Majid; Mazahery, Ali; Pahlevani, Zahra

doi:10.1007/s12666-017-1134-6

Cited by 33 publications

(9 citation statements)

References 49 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Shabani et al optimized the process parameters of pressure-assisted semi-solid processing of A360/TiC nano composite using the ANFIS-PSO technique. It was noted that the trained model could behave erratically in unseen input conditions and was not easy to interpret in case of inadequate training dataset; since, in such hybrid models the learning was entirely data-driven with stringent requirements on the quality of the training dataset [19].…”

Section: Introductionmentioning

confidence: 99%

Multi-objective optimization of AAJM process parameters for cutting of B4C/Gr particles reinforced Al 7075 composites using RSM-TOPSIS approach

Kolli¹,

Prasad

Naresh³

2021

SN Appl. Sci.

View full text Add to dashboard Cite

The present study deals with the machining of hybrid Al 7075/B4C/Gr composite using Abrasive Aqua Jet Machining. The effects of selected input factors, i.e., water jet pressure (WJP), stand-off distance (SOD), and traverse speed (TS) on the performance characteristics, namely taper angle (TA), surface roughness (Ra), and the material removal rate (MRR) are investigated. The experimental runs and test strategies are formulated using the Response Surface Methodology-Central Composite Design approach. Analysis of Variance (ANOVA) was used to examine the effect of input factors and their interactions with performance characteristics. MRR, Ra, and TA optimum condition and mathematical equations were also developed. Further, the multi-optimization method “Technique for Order of Preference by Similarity to Ideal Solution” is considered to find out the best combinations of input factors for optimized output factors on the hybrid composite. The ANOVA results confirm that among the input factors, WJP and SOD are the most significant factors, and the percentage distribution of input factors are found to be jet pressure (55.21%), stand-off distance (23.36%), and traverse speed (2.56%). The multi-objective optimum conditions of the input factors are WJP (A1) 210 bar, SOD (B1), and TS (C3) 30 mm/min, that produce optimal values of the considered responses, i.e., MRR up to 4.8703 mm3/min, Ra up to 3.57 μm and TA up to 0.189°. The TA has improved by 49.6% through the multi-objective optimum results when compared with single parameter optimized results. Article Highlights Hybrid Al7075/B4C/Gr composite fabricated through the rotary stir casting technique Experimental planning and designing layouts using Response Surface Methodology scheme and mathematical equations are produced with Design Expert 11.0. The best TA was obtained by RSM-TOPSIS approach, found at a lower WJP and SOD and a higher TS.

show abstract

Section: Introductionmentioning

confidence: 99%

Multi-objective optimization of AAJM process parameters for cutting of B4C/Gr particles reinforced Al 7075 composites using RSM-TOPSIS approach

Kolli¹,

Prasad

Naresh³

2021

SN Appl. Sci.

View full text Add to dashboard Cite

show abstract

“…The noticeable merits of this technique are lower processing temperature that offers more life of dies, [ 163 ] and high production cycle time. [ 164 ] Moreover, wettability between the constituents is also enhanced due to stirring during the freezing range of the matrix. [ 165 ] Khosravi et al [ 160 ] developed A356/SiC p composites using compocasting and observed that with increasing stirring time and decreasing stirring temperature, the homogeneity in the distribution of SiC p was significantly enhanced.…”

Section: Processing Techniques Of Amcsmentioning

confidence: 99%

A Critical Review on Synthesis of Aluminum Metallic Composites through Stir Casting: Challenges and Opportunities

2020

View full text Add to dashboard Cite

Aluminum metallic composites (AMCs) have been recognized as promising material exhibiting excellent functional and structural properties that can be significantly tailored to meet the industrial demands as well as to meet the design criteria for many applications such as aerospace, automobiles, marine, defense, and so on. Herein, an effort is made to provide an extensive overview of the various processing techniques adopted for the development of AMCs. Various processing kinetics of stir casting technique are elaborated comprehensively in terms of existing challenges, conceivable modifications incorporated in it. Considering the critical assessment on mechanical properties made through various kinds of literature, an electromagnetic stir-squeeze casting synergically equipped with ultrasonic transducing probe and bottom pouring attachments is recommended as the most appropriate processing technique for the development of AMCs. Moreover, appropriate recommendations regarding process variables and additives/modifiers, and potential future research opportunities are also addressed significantly to encourage the ongoing and upcoming researchers, which lead this critical Review toward novelty and uniqueness.

show abstract

“…where G is the shear field modulus, b the Burgers vector, υ is the Poisson ratio, λ is the distance between particles, and D is the average diameter of the particles [34][35][36][37]. The distance between particles (λ) can be replaced by the volume fraction (V f ) and average particle diameter by the following equation [38,39]:…”

Section: Introductionmentioning

confidence: 99%

Mechanical Properties as a Function of Casting Process of Aluminum–Silicon Alloy Matrix Composites

Ostadshabani

Baghani

et al. 2021

Preprint

View full text Add to dashboard Cite

Applying aluminum composite in the defense, aerospace and automotive industries depends on how they behave during the elasto-plastic form change. In addition to the factors responsible for changing the form of the alloy, many other factors have an impact on the behavior of the composite form change. In this study, the effect of casting type on the mechanical properties of Al-Si nano composites has been investigated. Due to the proper distribution of reinforcing particles, tensile strength in compo casting sample in semi-solid state is higher than sand casting and squeeze casting. In all samples, the tensile strength of the heat-treated samples has increased by about 30%. Tensile strength in compo casting sample in semi-solid state was obtained with higher nano particle reinforcing particles, which can be explained by the fact that the percentage of elongation in micro samples was lower than that of nano composite samples.

show abstract

Performance of ANFIS Coupled with PSO in Manufacturing Superior Wear Resistant Aluminum Matrix Nano Composites

Cited by 33 publications

References 49 publications

Multi-objective optimization of AAJM process parameters for cutting of B4C/Gr particles reinforced Al 7075 composites using RSM-TOPSIS approach

Multi-objective optimization of AAJM process parameters for cutting of B4C/Gr particles reinforced Al 7075 composites using RSM-TOPSIS approach

A Critical Review on Synthesis of Aluminum Metallic Composites through Stir Casting: Challenges and Opportunities

Mechanical Properties as a Function of Casting Process of Aluminum–Silicon Alloy Matrix Composites

Contact Info

Product

Resources

About