کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
382878 660796 2014 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Software prototype for solving multi-objective machining optimization problems: Application in non-conventional machining processes
ترجمه فارسی عنوان
نمونه اولیه نرم افزار برای حل مسائل بهینه سازی ماشینکاری چند منظوره: کاربرد در فرایندهای ماشینکاری غیر متعارف
کلمات کلیدی
ماشینکاری غیر متعارف، بهینه سازی چند هدفه، جستجوی جامع تکراری، الگوریتم های فراشناسی، قسمت پارتو
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


• Software based on exhaustive iterative search for multi-objective optimization.
• Flexible, reusable and modular software architecture based on design patterns.
• Ability of handling differently formulated multi-objective optimization problems.
• Four multi-objective optimization problems of non-conventional machining processes.
• Developed software outperformed meta-heuristic algorithms.

For an effective and efficient application of machining processes it is often necessary to consider more than one machining performance characteristics for the selection of optimal machining parameters. This implies the need to formulate and solve multi-objective optimization problems. In recent years, there has been an increasing trend of using meta-heuristic algorithms for solving multi-objective machining optimization problems. Although having the ability to efficiently handle highly non-linear, multi-dimensional and multi-modal optimization problems, meta-heuristic algorithms are plagued by numerous limitations as a consequence of their stochastic nature. To overcome some of these limitations in the machining optimization domain, a software prototype for solving multi-objective machining optimization problems was developed. The core of the developed software prototype is an algorithm based on exhaustive iterative search which guarantees the optimality of a determined solution in a given discrete search space. This approach is justified by a continual increase in computing power and memory size in recent years. To analyze the developed software prototype applicability and performance, four case studies dealing with multi-objective optimization problems of non-conventional machining processes were considered. Case studies are selected to cover different formulations of multi-objective optimization problems: optimization of one objective function while all the other are converted into constraints, optimization of a utility function which combines all objective functions and determination of a set of Pareto optimal solutions. In each case study optimization solutions that had been determined by past researchers using meta-heuristic algorithms were improved by using the developed software prototype.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 41, Issue 13, 1 October 2014, Pages 5657–5668
نویسندگان
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