An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design

المؤلفون المشاركون

He, Chunhui
Wang, Mingan
Feng, Shuo
Xue, Yu
Li, Zhonghua

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-13، 13ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-01-31

دولة النشر

مصر

عدد الصفحات

13

التخصصات الرئيسية

هندسة مدنية

الملخص EN

A novel artificial immune system algorithm with social learning mechanisms (AIS-SL) is proposed in this paper.

In AIS-SL, candidate antibodies are marked with an elitist swarm (ES) or a common swarm (CS).

Correspondingly, these antibodies are named ES antibodies or CS antibodies.

In the mutation operator, ES antibodies experience self-learning, while CS antibodies execute two different social learning mechanisms, that is, stochastic social learning (SSL) and heuristic social learning (HSL), to accelerate the convergence process.

Moreover, a dynamic searching radius update strategy is designed to improve the solution accuracy.

In the numerical simulations, five benchmark functions and a practical industrial application of proportional-integral-differential (PID) controller tuning is selected to evaluate the performance of the proposed AIS-SL.

The simulation results indicate that AIS-SL has better solution accuracy and convergence speed than the canonical opt-aiNet, IA-AIS, and AAIS-2S.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Wang, Mingan& Feng, Shuo& He, Chunhui& Li, Zhonghua& Xue, Yu. 2017. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190303

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Wang, Mingan…[et al.]. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering No. 2017 (2017), pp.1-13.
https://search.emarefa.net/detail/BIM-1190303

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Wang, Mingan& Feng, Shuo& He, Chunhui& Li, Zhonghua& Xue, Yu. An Artificial Immune System Algorithm with Social Learning and Its Application in Industrial PID Controller Design. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-13.
https://search.emarefa.net/detail/BIM-1190303

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1190303