The Use of Grey-Taguchi based Approach for Modeling and Heuristic Algorithm-based Method for Optimization of Flux Assisted TIG Welding Process

سال انتشار: 1403
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 132

فایل این مقاله در 14 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_JCAM-55-4_012

تاریخ نمایه سازی: 28 آبان 1403

چکیده مقاله:

A regression based mathematical modeling and a heuristic based optimization technique in flux assisted TIG known as activated tungsten inert gas (A-TIG) welding process for AISI۳۱۶L austenitic stainless steel parts is addressed in this paper using Grey-Taguchi approach and simulated annealing (SA) algorithm. Process input parameters considered, were welding current (I), torch speed (S) and welding gap (G). The most important quality characteristics have been taken in to account were depth of penetration (DOP) and weld bead width (WBW). To enhance the welding process performance, an activating flux (TiO۲, nano-particle) has been used. To gather the required data for modeling purposes design of experiments (DOE) based on orthogonal array Taguchi (OA-Taguchi) method has been employed. Then, different regression equations have been employed to model the process. Moreover, grey relational analysis (GRA) has been used to model the process outputs as a multi criteria to achieve all considered output simultaneously. The most fitted models were selected based on the statistical analysis performed. Next, simulated annealing (SA) algorithm has been used for optimization of process parameters of the selected models (both single and multi-criteria) in such a way that WBW minimized and DOP and GRG (output of GRA) is maximized. Finally, experimental tests have been carried out to evaluate the performance of the proposed method. Moreover, results of the proposed technique has been compared with ones gained using Taguchi approach (signal to noise (S/N) analysis). Based on confirmation tests, the proposed procedure is quite efficient in modeling and optimization of A-TIG process.

کلیدواژه ها:

activated TIG (A-TIG) welding process ، grey relational analysis (GRA) ، multi criteria optimization ، Design of Experiments (DOE) ، and simulated annealing (SA) algorithm

نویسندگان

Mahdi Mazloomfarsibaf

Department of Mechanical Engineering, Mashhad, Iran, Ferdowsi University of Mashhad, Iran

Masoud Azadi Moghaddam

Department of Mechanical Engineering, Mashhad, Iran, Ferdowsi University of Mashhad, Iran

Farhad Kolahan

Department of Mechanical Engineering, Mashhad, Iran, Ferdowsi University of Mashhad, Iran

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • V. M. Sivakumar J, Korra, N . , Effect of ...
  • A. M. Neelima P, Saravanan K, Chakravarthy P, Narayana Murty ...
  • K. N. Sivakumar J, N Optimization of Welding Process Parameters ...
  • B. S. Dhananjay S, Shrikant F, Thorat B Effect of ...
  • D. D. Vidyarthy R S, Microstructural and mechanical properties assessment ...
  • B. V. Dhandha KH, Effect of activating fluxes on weld ...
  • B. A. Tathgir S, Activated-TIG welding of different steels: influence ...
  • K. A. Vidyarthy R S, Dwivedi D K Study of ...
  • V. V. Ramkumar K D, Prasad M, Rajan N D ...
  • V. M. Kulkarni A Dwivedi DK, Dissimilar metal welding of ...
  • H. C.-Y. Tseng K-H, Performance of activated TIG process in ...
  • T. K-H, Development and application of oxide-based flux powder for ...
  • T. K. H. Chern T S, Tsai HL Study of ...
  • K. F. Azadi Moghaddam M, Application of orthogonal array technique ...
  • L. Liu, P. Meng, H. Wang, Z. Guan, The flatwise ...
  • W. Wang, Y. Dai, C. Zhang, X. Gao, M. Zhao, ...
  • D. Vishnu, Asal, RI, Patel, T, Alok, B Optimization of ...
  • P. V. Vishwakarma M, Regression Analysis and Optimization of Material ...
  • A. M. M. Kolahan F, The use of Taguchi method ...
  • T.-M. R. Jahromi MHMA, Makui A, Shamsi A Solving an ...
  • G. C. Kirkpatrick S, Vecchi MP Optimization by simulated annealing, ...
  • نمایش کامل مراجع