A Novel Bioinspired Multiobjective Optimization Algorithm for Designing Wireless Sensor Networks in the Internet of Things

المؤلفون المشاركون

Huang, Jun
Xu, Liqian
Duan, Qiang
Xing, Congcong

المصدر

Journal of Sensors

العدد

المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-16، 16ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2015-08-04

دولة النشر

مصر

عدد الصفحات

16

التخصصات الرئيسية

هندسة مدنية

الملخص EN

The design of wireless sensor networks (WSNs) in the Internet of Things (IoT) faces many new challenges that must be addressed through an optimization of multiple design objectives.

Therefore, multiobjective optimization is an important research topic in this field.

In this paper, we develop a new efficient multiobjective optimization algorithm based on the chaotic ant swarm (CAS).

Unlike the ant colony optimization (ACO) algorithm, CAS takes advantage of both the chaotic behavior of a single ant and the self-organization behavior of the ant colony.

We first describe the CAS and its nonlinear dynamic model and then extend it to a multiobjective optimizer.

Specifically, we first adopt the concepts of “nondominated sorting” and “crowding distance” to allow the algorithm to obtain the true or near optimum.

Next, we redefine the rule of “neighbor” selection for each individual (ant) to enable the algorithm to converge and to distribute the solutions evenly.

Also, we collect the current best individuals within each generation and employ the “archive-based” approach to expedite the convergence of the algorithm.

The numerical experiments show that the proposed algorithm outperforms two leading algorithms on most well-known test instances in terms of Generational Distance, Error Ratio, and Spacing.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Huang, Jun& Xu, Liqian& Xing, Congcong& Duan, Qiang. 2015. A Novel Bioinspired Multiobjective Optimization Algorithm for Designing Wireless Sensor Networks in the Internet of Things. Journal of Sensors،Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1070073

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Huang, Jun…[et al.]. A Novel Bioinspired Multiobjective Optimization Algorithm for Designing Wireless Sensor Networks in the Internet of Things. Journal of Sensors No. 2015 (2015), pp.1-16.
https://search.emarefa.net/detail/BIM-1070073

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Huang, Jun& Xu, Liqian& Xing, Congcong& Duan, Qiang. A Novel Bioinspired Multiobjective Optimization Algorithm for Designing Wireless Sensor Networks in the Internet of Things. Journal of Sensors. 2015. Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1070073

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1070073