کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6469029 1423738 2017 25 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Design of computer experiments: A review
ترجمه فارسی عنوان
طراحی آزمایش های کامپیوتری: یک بررسی
کلمات کلیدی
طراحی آزمایش، آزمایش های کامپیوتری، نمونه گیری سازگار، فضا پر کردن، توسعه متضاد،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی شیمی مهندسی شیمی (عمومی)
چکیده انگلیسی


- Modern DoE techniques are comprehensively reviewed.
- A detailed classification and chronological evolution of the modern DoE research is presented.
- Our numerical and visual analyses revealed the excellent high dimensional performance of SOB3.
- Rapidly growing class of adaptive DoE is critically discussed.
- Several potential opportunities for future research in modern DoE are discussed.

In this article, we present a detailed overview of the literature on the design of computer experiments. We classify the existing literature broadly into two categories, viz. static and adaptive design of experiments (DoE). We begin with the abundant literature available on static DoE, its chronological evolution, and its pros and cons. Our discussion naturally points to the challenges that are faced by the static techniques. The adaptive DoE techniques employ intelligent and iterative strategies to address these challenges by combining system knowledge with space-filling for sample placement. We critically analyze the adaptive DoE literature based on the key features of placement strategies. Our numerical and visual analyses of the static DoE techniques reveal the excellent performance of Sobol sampling (SOB3) for higher dimensions; and that of Hammersley (HAM) and Halton (HAL) sampling for lower dimensions. Finally, we provide several potential opportunities for the future modern DoE research.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers & Chemical Engineering - Volume 106, 2 November 2017, Pages 71-95
نویسندگان
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