Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application
المؤلفون المشاركون
M’sahli, Faouzi
Hichem, Bennasr
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-10-16
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص EN
Presenting an important potential in the representation of nonlinear systems, the multimodel approach remains an attractive axis for research.
One of the important problems in the multimodel structure concerns the validity calculation which is a fundamental point especially when the process is corrupted with noise and/or its parameters are of high variations.
A new approach based on the use of both two type of validity is proposed.
A developed specification of the need of each one is explained by an optimization procedure.
The conduct of this approach requires, first, the classification of the numerical data into a set of clusters.
The frequency-sensitive competitive learning (FSCL) algorithm is used to select the number of models and the fuzzy k-means algorithm identify the operating clusters.
From the satisfactory results in terms of precision and robustness obtained on theoretical examples, we are incited to confirm our contribution to real process reactor.
The results obtained are compared to the classical approaches showing its ability to represent adequately the nonlinear process with a superior precision and accuracy and from this the classic strategy of multimodel representation is oriented towards a multifaceted approach.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Hichem, Bennasr& M’sahli, Faouzi. 2018. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Hichem, Bennasr& M’sahli, Faouzi. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering No. 2018 (2018), pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Hichem, Bennasr& M’sahli, Faouzi. Multimodel Representation of Complex Nonlinear Systems: A Multifaceted Approach for Real-Time Application. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-15.
https://search.emarefa.net/detail/BIM-1205861
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1205861
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر