کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5132308 1491511 2017 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Reproducibility of nondominated solutions
موضوعات مرتبط
مهندسی و علوم پایه شیمی شیمی آنالیزی یا شیمی تجزیه
پیش نمایش صفحه اول مقاله
Reproducibility of nondominated solutions
چکیده انگلیسی


- Responses model uncertainty impact on Pareto frontier is investigated.
- Suboptimal solutions choice and unexpected results in practice can be avoided.
- Reproducibility of optimal solutions in productive environment is assessed.
- Usefulness of metrics to assess solutions reproducibility is illustrated.

Natural process variability and model's uncertainty impact on nondominated solutions reproducibility cannot be ignored to assure that product or process will perform as expected when theoretical results are implemented in productive environments. To help the decision-maker in making more informed decisions when he/she selects a nondominated solution, two metrics are used to assess the predicted variability of nondominated solutions; one of them (the predicted standard error) quantifies the uncertainty in the estimated value for each response, the another one (the quality of predictions) quantifies the uncertainty associated to each generated solution. Supplementary material is provided to help the practitioners in calculating the metric values.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Chemometrics and Intelligent Laboratory Systems - Volume 168, 15 September 2017, Pages 1-9
نویسندگان
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