کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
479369 1446209 2007 23 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Optimal product design using a colony of virtual ants
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
Optimal product design using a colony of virtual ants
چکیده انگلیسی

The optimal product design problem, where the “best” mix of product features are formulated into an ideal offering, is formulated using ant colony optimization (ACO). Here, algorithms based on the behavior of social insects are applied to a consumer decision model designed to guide new product decisions and to allow planning and evaluation of product offering scenarios.ACO heuristics are efficient at searching through a vast decision space and are extremely flexible when model inputs continuously change. When compared to complete enumeration of all possible solutions, ACO is found to generate near-optimal results for this problem.Prior research has focused primarily on optimal product planning using consumer preference data from a single point in time. Extant literature suggests these formulations are overly simplistic, as a consumer’s level of preference for a product is affected by past experience and prior choices. This application models consumer preferences as evolutionary, shifting over time.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: European Journal of Operational Research - Volume 176, Issue 1, 1 January 2007, Pages 498–520
نویسندگان
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