A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks

Maximizing network coverage is very important for heterogeneous directional sensor networks (HDSNs). HDSNs consist of directional sensor nodes with different parameters in terms of the sensing radius, the communication radius and the angle of view. After the initial deployment of the HDSNs, coverage...

Full description

Bibliographic Details
Main Authors: Ming Li, Jiangping Hu, Xiaoli Cao
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9090878/
id doaj-40804329f6ec46ee904d54045797c3cf
record_format Article
spelling doaj-40804329f6ec46ee904d54045797c3cf2021-03-30T03:14:04ZengIEEEIEEE Access2169-35362020-01-018882158822610.1109/ACCESS.2020.29935549090878A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor NetworksMing Li0https://orcid.org/0000-0002-3801-0509Jiangping Hu1Xiaoli Cao2Engineering Laboratory for Detection, Control and Integrated System, College of Computer Science and Information Engineering, Chongqing Technology and Business University, Chongqing, ChinaSchool of Automation Engineering, University of Electronic Science and Technology of China, Chengdu, ChinaEngineering Laboratory for Detection, Control and Integrated System, College of Computer Science and Information Engineering, Chongqing Technology and Business University, Chongqing, ChinaMaximizing network coverage is very important for heterogeneous directional sensor networks (HDSNs). HDSNs consist of directional sensor nodes with different parameters in terms of the sensing radius, the communication radius and the angle of view. After the initial deployment of the HDSNs, coverage problems occur, such as overlapped areas and holes in the coverage, which are not covered by any one of the sensor nodes. To solve these coverage problems, motility and mobility are often utilized. Motility means the ability to adjust the working direction of the nodes, while mobility presents the physical movement of the nodes. The coverage problem that we solved in this paper is characterized by the heterogeneity of the directional sensor nodes in terms of the sensing radius, the field of angle, the motility, the mobility, and the communication radius. A two-phase algorithm was proposed to solve the coverage optimization problem of the HDSNs. In the first phase of the proposed algorithm, a stepwise method was used to adjust the working direction of the nodes; in the second phase of the proposed algorithm, a virtual force-directed self-adaptive differential evolution algorithm was proposed to achieve a tradeoff between the coverage and the energy consumption. Extensive simulation experiments were performed to demonstrate the effectiveness of our proposed algorithm over alternative algorithms in terms of the coverage rate and energy consumption.https://ieeexplore.ieee.org/document/9090878/Directional sensor networkscoverage controlheterogeneous networkself-adaptive differential evolution algorithmvirtual force
collection DOAJ
language English
format Article
sources DOAJ
author Ming Li
Jiangping Hu
Xiaoli Cao
spellingShingle Ming Li
Jiangping Hu
Xiaoli Cao
A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
IEEE Access
Directional sensor networks
coverage control
heterogeneous network
self-adaptive differential evolution algorithm
virtual force
author_facet Ming Li
Jiangping Hu
Xiaoli Cao
author_sort Ming Li
title A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
title_short A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
title_full A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
title_fullStr A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
title_full_unstemmed A Two-Phase Coverage Control Algorithm for Self-Orienting Heterogeneous Directional Sensor Networks
title_sort two-phase coverage control algorithm for self-orienting heterogeneous directional sensor networks
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description Maximizing network coverage is very important for heterogeneous directional sensor networks (HDSNs). HDSNs consist of directional sensor nodes with different parameters in terms of the sensing radius, the communication radius and the angle of view. After the initial deployment of the HDSNs, coverage problems occur, such as overlapped areas and holes in the coverage, which are not covered by any one of the sensor nodes. To solve these coverage problems, motility and mobility are often utilized. Motility means the ability to adjust the working direction of the nodes, while mobility presents the physical movement of the nodes. The coverage problem that we solved in this paper is characterized by the heterogeneity of the directional sensor nodes in terms of the sensing radius, the field of angle, the motility, the mobility, and the communication radius. A two-phase algorithm was proposed to solve the coverage optimization problem of the HDSNs. In the first phase of the proposed algorithm, a stepwise method was used to adjust the working direction of the nodes; in the second phase of the proposed algorithm, a virtual force-directed self-adaptive differential evolution algorithm was proposed to achieve a tradeoff between the coverage and the energy consumption. Extensive simulation experiments were performed to demonstrate the effectiveness of our proposed algorithm over alternative algorithms in terms of the coverage rate and energy consumption.
topic Directional sensor networks
coverage control
heterogeneous network
self-adaptive differential evolution algorithm
virtual force
url https://ieeexplore.ieee.org/document/9090878/
work_keys_str_mv AT mingli atwophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
AT jiangpinghu atwophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
AT xiaolicao atwophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
AT mingli twophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
AT jiangpinghu twophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
AT xiaolicao twophasecoveragecontrolalgorithmforselforientingheterogeneousdirectionalsensornetworks
_version_ 1724183850144235520