![](/images/graphics-bg.png)
Differential Cloud Particles Evolution Algorithm Based on Data-Driven Mechanism for Applications of ANN
المؤلف
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-23، 23ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2017-07-06
دولة النشر
مصر
عدد الصفحات
23
التخصصات الرئيسية
الملخص EN
Computational scientists have designed many useful algorithms by exploring a biological process or imitating natural evolution.
These algorithms can be used to solve engineering optimization problems.
Inspired by the change of matter state, we proposed a novel optimization algorithm called differential cloud particles evolution algorithm based on data-driven mechanism (CPDD).
In the proposed algorithm, the optimization process is divided into two stages, namely, fluid stage and solid stage.
The algorithm carries out the strategy of integrating global exploration with local exploitation in fluid stage.
Furthermore, local exploitation is carried out mainly in solid stage.
The quality of the solution and the efficiency of the search are influenced greatly by the control parameters.
Therefore, the data-driven mechanism is designed for obtaining better control parameters to ensure good performance on numerical benchmark problems.
In order to verify the effectiveness of CPDD, numerical experiments are carried out on all the CEC2014 contest benchmark functions.
Finally, two application problems of artificial neural network are examined.
The experimental results show that CPDD is competitive with respect to other eight state-of-the-art intelligent optimization algorithms.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Li, Wei. 2017. Differential Cloud Particles Evolution Algorithm Based on Data-Driven Mechanism for Applications of ANN. Computational Intelligence and Neuroscience،Vol. 2017, no. 2017, pp.1-23.
https://search.emarefa.net/detail/BIM-1141163
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Li, Wei. Differential Cloud Particles Evolution Algorithm Based on Data-Driven Mechanism for Applications of ANN. Computational Intelligence and Neuroscience No. 2017 (2017), pp.1-23.
https://search.emarefa.net/detail/BIM-1141163
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Li, Wei. Differential Cloud Particles Evolution Algorithm Based on Data-Driven Mechanism for Applications of ANN. Computational Intelligence and Neuroscience. 2017. Vol. 2017, no. 2017, pp.1-23.
https://search.emarefa.net/detail/BIM-1141163
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1141163
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
![](/images/ebook-kashef.png)
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
![](/images/kashef-image.png)