A Clustering and SVM Regression Learning-Based Spatiotemporal Fuzzy Logic Controller with Interpretable Structure for Spatially Distributed Systems
المؤلفون المشاركون
Zhang, Xian-Xia
Qi, Jun-da
Su, Bai-li
Liu, Hong-bo
Ma, Shiwei
المصدر
Journal of Applied Mathematics
العدد
المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-24، 24ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2012-09-03
دولة النشر
مصر
عدد الصفحات
24
التخصصات الرئيسية
الملخص EN
Many industrial processes and physical systems are spatially distributed systems.
Recently, a novel 3-D FLC was developed for such systems.
The previous study on the 3-D FLC was concentrated on an expert knowledge-based approach.
However, in most of situations, we may lack the expert knowledge, while input-output data sets hidden with effective control laws are usually available.
Under such circumstance, a data-driven approach could be a very effective way to design the 3-D FLC.
In this study, we aim at developing a new 3-D FLC design methodology based on clustering and support vector machine (SVM) regression.
The design consists of three parts: initial rule generation, rule-base simplification, and parameter learning.
Firstly, the initial rules are extracted by a nearest neighborhood clustering algorithm with Frobenius norm as a distance.
Secondly, the initial rule-base is simplified by merging similar 3-D fuzzy sets and similar 3-D fuzzy rules based on similarity measure technique.
Thirdly, the consequent parameters are learned by a linear SVM regression algorithm.
Additionally, the universal approximation capability of the proposed 3-D fuzzy system is discussed.
Finally, the control of a catalytic packed-bed reactor is taken as an application to demonstrate the effectiveness of the proposed 3-D FLC design.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Zhang, Xian-Xia& Qi, Jun-da& Su, Bai-li& Ma, Shiwei& Liu, Hong-bo. 2012. A Clustering and SVM Regression Learning-Based Spatiotemporal Fuzzy Logic Controller with Interpretable Structure for Spatially Distributed Systems. Journal of Applied Mathematics،Vol. 2012, no. 2012, pp.1-24.
https://search.emarefa.net/detail/BIM-1029023
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Zhang, Xian-Xia…[et al.]. A Clustering and SVM Regression Learning-Based Spatiotemporal Fuzzy Logic Controller with Interpretable Structure for Spatially Distributed Systems. Journal of Applied Mathematics No. 2012 (2012), pp.1-24.
https://search.emarefa.net/detail/BIM-1029023
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Zhang, Xian-Xia& Qi, Jun-da& Su, Bai-li& Ma, Shiwei& Liu, Hong-bo. A Clustering and SVM Regression Learning-Based Spatiotemporal Fuzzy Logic Controller with Interpretable Structure for Spatially Distributed Systems. Journal of Applied Mathematics. 2012. Vol. 2012, no. 2012, pp.1-24.
https://search.emarefa.net/detail/BIM-1029023
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1029023
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