A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks

Source nodes in wireless image sensor networks transmit much more information than traditional scalar sensor networks, thereby demanding more energy of intermediate relaying nodes and putting energy efficiency as a key design issue. Intermediate nodes are usually interconnected by error-prone links...

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Main Authors: Luiz Affonso Guedes, Daniel G. Costa
Format: Article
Language:English
Published: MDPI AG 2012-02-01
Series:Journal of Sensor and Actuator Networks
Subjects:
DWT
Online Access:http://www.mdpi.com/2224-2708/1/1/3
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spelling doaj-7f937200b002460da01343d1a5e968732020-11-24T21:57:42ZengMDPI AGJournal of Sensor and Actuator Networks2224-27082012-02-011133510.3390/jsan1010003A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor NetworksLuiz Affonso GuedesDaniel G. CostaSource nodes in wireless image sensor networks transmit much more information than traditional scalar sensor networks, thereby demanding more energy of intermediate relaying nodes and putting energy efficiency as a key design issue. Intermediate nodes are usually interconnected by error-prone links where bit-errors are common, potentially degrading the application monitoring quality. When reliability is assured by retransmission mechanisms, higher packet error rates do not affect the application quality but result in additional energy consumption due to packet retransmission, even though many monitoring applications can tolerate some loss in the quality of the received image. DWT coding can decompose an image in data subbands, each one with different relevancies for the reconstruction of the original image at the receiver side. We propose an energy-efficient selective hop-by-hop retransmission mechanism where the reliability level of each packet is a function of the relevance of the payload data, according to the resulting subbands and the number of times a 2D DWT is applied over the images captured by the sensors’ cameras. In so doing, some lost packets are not retransmitted, saving energy of intermediate nodes with low impact to the quality of the reconstructed images. In order to estimate the benefits of this tradeoff between energy consumption and image quality, we designed a comprehensive energy consumption model and applied it in extensive mathematic simulations, providing substantial information about the mean performance of the proposed approach when compared with a fully-reliable transmission mechanism.http://www.mdpi.com/2224-2708/1/1/3wireless image sensor networksDWThop-by-hop retransmissionenergy-efficiencywireless sensor networks
collection DOAJ
language English
format Article
sources DOAJ
author Luiz Affonso Guedes
Daniel G. Costa
spellingShingle Luiz Affonso Guedes
Daniel G. Costa
A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
Journal of Sensor and Actuator Networks
wireless image sensor networks
DWT
hop-by-hop retransmission
energy-efficiency
wireless sensor networks
author_facet Luiz Affonso Guedes
Daniel G. Costa
author_sort Luiz Affonso Guedes
title A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
title_short A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
title_full A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
title_fullStr A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
title_full_unstemmed A Discrete Wavelet Transform (DWT)-Based Energy-Efficient Selective Retransmission Mechanism for Wireless Image Sensor Networks
title_sort discrete wavelet transform (dwt)-based energy-efficient selective retransmission mechanism for wireless image sensor networks
publisher MDPI AG
series Journal of Sensor and Actuator Networks
issn 2224-2708
publishDate 2012-02-01
description Source nodes in wireless image sensor networks transmit much more information than traditional scalar sensor networks, thereby demanding more energy of intermediate relaying nodes and putting energy efficiency as a key design issue. Intermediate nodes are usually interconnected by error-prone links where bit-errors are common, potentially degrading the application monitoring quality. When reliability is assured by retransmission mechanisms, higher packet error rates do not affect the application quality but result in additional energy consumption due to packet retransmission, even though many monitoring applications can tolerate some loss in the quality of the received image. DWT coding can decompose an image in data subbands, each one with different relevancies for the reconstruction of the original image at the receiver side. We propose an energy-efficient selective hop-by-hop retransmission mechanism where the reliability level of each packet is a function of the relevance of the payload data, according to the resulting subbands and the number of times a 2D DWT is applied over the images captured by the sensors’ cameras. In so doing, some lost packets are not retransmitted, saving energy of intermediate nodes with low impact to the quality of the reconstructed images. In order to estimate the benefits of this tradeoff between energy consumption and image quality, we designed a comprehensive energy consumption model and applied it in extensive mathematic simulations, providing substantial information about the mean performance of the proposed approach when compared with a fully-reliable transmission mechanism.
topic wireless image sensor networks
DWT
hop-by-hop retransmission
energy-efficiency
wireless sensor networks
url http://www.mdpi.com/2224-2708/1/1/3
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