Cargando…

A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking

A biomimetic distributed infection-immunity model (BDIIM), inspired by the immune mechanism of an infected organism, is proposed in order to achieve a high-efficiency wake-up control strategy based on multi-sensor fusion for target tracking. The resultant BDIIM consists of six sub-processes reflecti...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhou, Jie, Liang, Yan, Shen, Qiang, Feng, Xiaoxue, Pan, Quan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948521/
https://www.ncbi.nlm.nih.gov/pubmed/29670069
http://dx.doi.org/10.3390/s18041255
_version_ 1783322568359411712
author Zhou, Jie
Liang, Yan
Shen, Qiang
Feng, Xiaoxue
Pan, Quan
author_facet Zhou, Jie
Liang, Yan
Shen, Qiang
Feng, Xiaoxue
Pan, Quan
author_sort Zhou, Jie
collection PubMed
description A biomimetic distributed infection-immunity model (BDIIM), inspired by the immune mechanism of an infected organism, is proposed in order to achieve a high-efficiency wake-up control strategy based on multi-sensor fusion for target tracking. The resultant BDIIM consists of six sub-processes reflecting the infection-immunity mechanism: occurrence probabilities of direct-infection (DI) and cross-infection (CI), immunity/immune-deficiency of DI and CI, pathogen amount of DI and CI, immune cell production, immune memory, and pathogen accumulation under immunity state. Furthermore, a corresponding relationship between the BDIIM and sensor wake-up control is established to form the collaborative wake-up method. Finally, joint surveillance and target tracking are formulated in the simulation, in which we show that the energy cost and position tracking error are reduced to 50.8% and 78.9%, respectively. Effectiveness of the proposed BDIIM algorithm is shown, and this model is expected to have a significant role in guiding the performance improvement of multi-sensor networks.
format Online
Article
Text
id pubmed-5948521
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-59485212018-05-17 A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking Zhou, Jie Liang, Yan Shen, Qiang Feng, Xiaoxue Pan, Quan Sensors (Basel) Article A biomimetic distributed infection-immunity model (BDIIM), inspired by the immune mechanism of an infected organism, is proposed in order to achieve a high-efficiency wake-up control strategy based on multi-sensor fusion for target tracking. The resultant BDIIM consists of six sub-processes reflecting the infection-immunity mechanism: occurrence probabilities of direct-infection (DI) and cross-infection (CI), immunity/immune-deficiency of DI and CI, pathogen amount of DI and CI, immune cell production, immune memory, and pathogen accumulation under immunity state. Furthermore, a corresponding relationship between the BDIIM and sensor wake-up control is established to form the collaborative wake-up method. Finally, joint surveillance and target tracking are formulated in the simulation, in which we show that the energy cost and position tracking error are reduced to 50.8% and 78.9%, respectively. Effectiveness of the proposed BDIIM algorithm is shown, and this model is expected to have a significant role in guiding the performance improvement of multi-sensor networks. MDPI 2018-04-18 /pmc/articles/PMC5948521/ /pubmed/29670069 http://dx.doi.org/10.3390/s18041255 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhou, Jie
Liang, Yan
Shen, Qiang
Feng, Xiaoxue
Pan, Quan
A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title_full A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title_fullStr A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title_full_unstemmed A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title_short A Novel Energy-Efficient Multi-Sensor Fusion Wake-Up Control Strategy Based on a Biomimetic Infectious-Immune Mechanism for Target Tracking
title_sort novel energy-efficient multi-sensor fusion wake-up control strategy based on a biomimetic infectious-immune mechanism for target tracking
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5948521/
https://www.ncbi.nlm.nih.gov/pubmed/29670069
http://dx.doi.org/10.3390/s18041255
work_keys_str_mv AT zhoujie anovelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT liangyan anovelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT shenqiang anovelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT fengxiaoxue anovelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT panquan anovelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT zhoujie novelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT liangyan novelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT shenqiang novelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT fengxiaoxue novelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking
AT panquan novelenergyefficientmultisensorfusionwakeupcontrolstrategybasedonabiomimeticinfectiousimmunemechanismfortargettracking