From: Karine Deschinkel Date: Mon, 29 Jun 2015 08:02:30 +0000 (+0200) Subject: modifs KD X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/LiCO.git/commitdiff_plain/2b16e2d89b01a6fdda8ae3ccfe3b8fb7085c4dcb modifs KD --- diff --git a/PeCO-EO/articleeo.log b/PeCO-EO/articleeo.log index a6a177f..f166833 100644 --- a/PeCO-EO/articleeo.log +++ b/PeCO-EO/articleeo.log @@ -1,11 +1,12 @@ -This is pdfTeX, Version 3.14159265-2.6-1.40.15 (TeX Live 2015/dev/Debian) (preloaded format=pdflatex 2015.1.24) 26 JUN 2015 16:36 +This is pdfTeX, Version 3.1415926-2.4-1.40.13 (TeX Live 2012/Debian) (format=pdflatex 2013.9.3) 29 JUN 2015 10:00 entering extended mode restricted \write18 enabled. %&-line parsing enabled. **articleeo.tex (./articleeo.tex -LaTeX2e <2014/05/01> -Babel <3.9l> and hyphenation patterns for 61 languages loaded. +LaTeX2e <2011/06/27> +Babel and hyphenation patterns for english, dumylang, nohyphenation, lo +aded. 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(pdftex.def) Requested size: 242.40503pt x 175.15395pt. Package epstopdf Info: Source file: -(epstopdf) date: 2015-02-20 10:16:57 +(epstopdf) date: 2015-02-06 11:42:02 (epstopdf) size: 24136 bytes (epstopdf) Output file: -(epstopdf) date: 2015-02-20 10:17:32 -(epstopdf) size: 8217 bytes +(epstopdf) date: 2015-02-20 10:12:46 +(epstopdf) size: 8179 bytes (epstopdf) Command: (epstopdf) \includegraphics on input line 864. @@ -962,11 +973,11 @@ File: figure7a-eps-converted-to.pdf Graphic file (type pdf) Package pdftex.def Info: figure7a-eps-converted-to.pdf used on input line 864. (pdftex.def) Requested size: 246.92189pt x 175.15395pt. 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Package epstopdf Info: Source file: -(epstopdf) date: 2015-02-20 10:16:57 +(epstopdf) date: 2015-02-06 11:42:03 (epstopdf) size: 24855 bytes (epstopdf) Output file: -(epstopdf) date: 2015-02-20 10:17:33 -(epstopdf) size: 8505 bytes +(epstopdf) date: 2015-02-20 10:12:47 +(epstopdf) size: 8466 bytes (epstopdf) Command: (epstopdf) \includegraphics on input line 889. @@ -1045,11 +1056,11 @@ Overfull \vbox (701.0pt too high) has occurred while \output is active [] [14 <./figure6-eps-converted-to.pdf>] Package epstopdf Info: Source file: -(epstopdf) date: 2015-02-20 10:16:57 +(epstopdf) date: 2015-02-06 11:42:03 (epstopdf) size: 27000 bytes (epstopdf) Output file: -(epstopdf) date: 2015-02-20 10:17:33 -(epstopdf) size: 7971 bytes +(epstopdf) date: 2015-02-20 10:12:48 +(epstopdf) size: 7927 bytes (epstopdf) Command: (epstopdf) \includegraphics on input line 909. @@ -1221,13 +1232,13 @@ LaTeX Font Warning: Some font shapes were not available, defaults substituted. ) Here is how much of TeX's memory you used: - 4825 strings out of 493221 - 62834 string characters out of 6141266 - 154149 words of memory out of 5000000 - 8175 multiletter control sequences out of 15000+600000 - 14560 words of font info for 56 fonts, out of 8000000 for 9000 - 1119 hyphenation exceptions out of 8191 - 41i,18n,27p,464b,369s stack positions out of 5000i,500n,10000p,200000b,80000s + 4818 strings out of 495059 + 62762 string characters out of 3182031 + 149121 words of memory out of 3000000 + 7917 multiletter control sequences out of 15000+200000 + 14560 words of font info for 56 fonts, out of 3000000 for 9000 + 14 hyphenation exceptions out of 8191 + 41i,18n,27p,464b,369s stack positions out of 5000i,500n,10000p,200000b,50000s -Output written on articleeo.pdf (19 pages, 746265 bytes). +Output written on articleeo.pdf (19 pages, 746415 bytes). PDF statistics: 213 PDF objects out of 1000 (max. 8388607) 145 compressed objects within 2 object streams diff --git a/PeCO-EO/articleeo.pdf b/PeCO-EO/articleeo.pdf index e07fd5b..c6252ad 100644 Binary files a/PeCO-EO/articleeo.pdf and b/PeCO-EO/articleeo.pdf differ diff --git a/PeCO-EO/articleeo.tex b/PeCO-EO/articleeo.tex index e98acfc..d4ae9d9 100644 --- a/PeCO-EO/articleeo.tex +++ b/PeCO-EO/articleeo.tex @@ -757,7 +757,7 @@ based on the energy model proposed in \citep{ChinhVu}. \label{tab:EC} \begin{tabular}{|l||cccc|} \hline - {\bf Sensor status} & MCU & Radio & Sensor & {\it Power (mW)} \\ + {\bf Sensor status} & MCU & Radio & Sensing & {\it Power (mW)} \\ \hline LISTENING & On & On & On & 20.05 \\ ACTIVE & On & Off & On & 9.72 \\ diff --git a/PeCO-EO/articleeo.tex~ b/PeCO-EO/articleeo.tex~ index ebef44b..d4ae9d9 100644 --- a/PeCO-EO/articleeo.tex~ +++ b/PeCO-EO/articleeo.tex~ @@ -12,12 +12,12 @@ %\articletype{GUIDE} -\title{{\itshape Perimeter-based Coverage Optimization to Improve Lifetime \\ - in Wireless Sensor Networks}} +\title{{\itshape Perimeter-based Coverage Optimization \\ + to Improve Lifetime in Wireless Sensor Networks}} \author{Ali Kadhum Idrees$^{a,b}$, Karine Deschinkel$^{a}$$^{\ast}$\thanks{$^\ast$Corresponding author. Email: karine.deschinkel@univ-fcomte.fr}, Michel Salomon$^{a}$ and Rapha\"el Couturier $^{a}$ $^{a}${\em{FEMTO-ST Institute, UMR 6174 CNRS, \\ - University Bourgogne Franche-Comt\'e (UBFC), Belfort, France}} \\ + University Bourgogne Franche-Comt\'e, Belfort, France}} \\ $^{b}${\em{Department of Computer Science, University of Babylon, Babylon, Iraq}} } @@ -233,16 +233,16 @@ and provides improved coverage performance. {\it In the PeCO protocol, a new A WSN consisting of $J$ stationary sensor nodes randomly and uniformly distributed in a bounded sensor field is considered. The wireless sensors are deployed in high density to ensure initially a high coverage ratio of the area -of interest. We assume that all the sensor nodes are homogeneous in terms of +of interest. All the sensor nodes are supposed to be homogeneous in terms of communication, sensing, and processing capabilities and heterogeneous from the energy provision point of view. The location information is available to a sensor node either through hardware such as embedded GPS or location discovery -algorithms. We consider a Boolean disk coverage model, which is the most widely -used sensor coverage model in the literature, and all sensor nodes have a +algorithms. A Boolean disk coverage model, which is the most widely used sensor +coverage model in the literature, is considered and all sensor nodes have a constant sensing range $R_s$. Thus, all the space points within a disk centered at a sensor with a radius equal to the sensing range are said to be covered by -this sensor. We also assume that the communication range $R_c$ satisfies $R_c -\geq 2 \cdot R_s$. In fact, \citet{Zhang05} proved that if the transmission +this sensor. We also assume that the communication range $R_c$ satisfies $R_c +\geq 2 \cdot R_s$. In fact, \citet{Zhang05} proved that if the transmission range fulfills the previous hypothesis, the complete coverage of a convex area implies connectivity among active nodes. @@ -308,7 +308,7 @@ above is thus given by the sixth line of the table. \begin{figure*}[t!] \centering -\includegraphics[width=0.9\linewidth]{figure2.eps} +\includegraphics[width=0.95\linewidth]{figure2.eps} \caption{Maximum coverage levels for perimeter of sensor node $0$.} \label{figure2} \end{figure*} @@ -353,7 +353,7 @@ optimization algorithm. %\newpage \begin{figure}[h!] \centering -\includegraphics[width=62.5mm]{figure3.eps} +\includegraphics[width=57.5mm]{figure3.eps} \caption{Sensing range outside the WSN's area of interest.} \label{figure3} \end{figure} @@ -365,7 +365,7 @@ optimization algorithm. The WSN area of interest is, in a first step, divided into regular homogeneous subregions using a divide-and-conquer algorithm. In a second step our protocol will be executed in a distributed way in each subregion simultaneously to -schedule nodes' activities for one sensing period. Node Sensors are assumed to +schedule nodes' activities for one sensing period. Sensor nodes are assumed to be deployed almost uniformly over the region. The regular subdivision is made such that the number of hops between any pairs of sensors inside a subregion is less than or equal to 3. @@ -537,7 +537,7 @@ First, the following sets: sensor~$j$. \end{itemize} $I_j$ refers to the set of coverage intervals which have been defined according -to the method introduced in subsection~\ref{CI}. For a coverage interval $i$, +to the method introduced in Subsection~\ref{CI}. For a coverage interval $i$, let $a^j_{ik}$ denote the indicator function of whether sensor~$k$ is involved in coverage interval~$i$ of sensor~$j$, that is: \begin{equation} @@ -667,7 +667,12 @@ coverage task. This value corresponds to the energy needed by the sensing phase, obtained by multiplying the energy consumed in the active state (9.72 mW) with the time in seconds for one period (3600 seconds), and adding the energy for the pre-sensing phases. According to the interval of initial energy, a sensor may -be active during at most 20 periods. Here information exchange is executed every hour but the length of the sensing period could be reduced and adapted dynamically. On the one hand a small sensing period would allow to be more reliable but would have higher communication costs. On the other hand the choice of a long duration may cause problems in case of nodes failure during the sensing period. +be active during at most 20 periods. Information exchange to update the coverage +is executed every hour, but the length of the sensing period could be reduced +and adapted dynamically. On the one hand a small sensing period would allow to +be more reliable but would have result in higher communication costs. On the +other hand the choice of a long duration may cause problems in case of nodes +failure during the sensing period. The values of $\alpha^j_i$ and $\beta^j_i$ have been chosen to ensure a good network coverage and a longer WSN lifetime. Higher priority is given to the @@ -743,23 +748,16 @@ be consistent with the use of a sensor node based on Atmels AVR ATmega103L microcontroller (6~MHz) having a MIPS rate equal to 6, the original execution time on the laptop is multiplied by 2944.2 $\left(\frac{35330}{2} \times \frac{1}{6} \right)$. Energy consumption is calculated according to the power -consumption values, in milliWatt per second, given in Table~\ref{tab:EC} +consumption values, in milliWatt per second, given in Table~\ref{tab:EC}. based on the energy model proposed in \citep{ChinhVu}. -% Questions on energy consumption calculation -% 1 - How did you compute the value for COMPUTATION status ? -% 2 - I have checked the paper of Chinh T. Vu (2006) and I wonder -% why you completely deleted the energy due to the sensing range ? -% => You should have use a fixed value for the sensing rangge Rs (5 meter) -% => for all the nodes to compute f(Ri), which would have lead to energy values - \begin{table}[h] \centering -\caption{Energy consumption} +\caption{Power consumption values} \label{tab:EC} \begin{tabular}{|l||cccc|} \hline - {\bf Sensor status} & MCU & Radio & Sensor & {\it Power (mW)} \\ + {\bf Sensor status} & MCU & Radio & Sensing & {\it Power (mW)} \\ \hline LISTENING & On & On & On & 20.05 \\ ACTIVE & On & Off & On & 9.72 \\ @@ -774,9 +772,15 @@ based on the energy model proposed in \citep{ChinhVu}. The modeling language for Mathematical Programming (AMPL)~\citep{AMPL} is used to generate the integer program instance in a standard format, which is then read and solved by the optimization solver GLPK (GNU linear Programming Kit -available in the public domain) \citep{glpk} through a Branch-and-Bound method. - -% No discussion about the execution of GLPK on a sensor ? +available in the public domain) \citep{glpk} through a Branch-and-Bound method. +In practice, executing GLPK on a sensor node is obviously intractable due to the +huge memory use. Fortunately, to solve the optimization problem we could use +commercial solvers like CPLEX \citep{iamigo:cplex} which are less memory +consuming and more efficient, or implement a lightweight heuristic. For example, +for a WSN of 200 sensor nodes, a leader node has to deal with constraints +induced by about 12 sensor nodes. In that case, to solve the optimization +problem a memory consumption of more than 1~MB can be observed with GLPK, +whereas less than 300~kB would be needed with CPLEX. Besides PeCO, three other protocols will be evaluated for comparison purposes. The first one, called DESK, is a fully distributed coverage algorithm @@ -788,15 +792,14 @@ protocol~\citep{Idrees2}, is an improved version of a research work we presented in~\citep{idrees2014coverage}. Let us notice that PeCO and DiLCO protocols are based on the same framework. In particular, the choice for the simulations of a partitioning in 16~subregions was made because it corresponds to the -configuration producing the best results for DiLCO. Of course, this number of subregions sould be adapted according to the size of the area of interest and the number of sensors. - - The protocols are -distinguished from one another by the formulation of the integer program -providing the set of sensors which have to be activated in each sensing -phase. DiLCO protocol tries to satisfy the coverage of a set of primary points, -whereas PeCO protocol objective is to reach a desired level of coverage for each -sensor perimeter. In our experimentations, we chose a level of coverage equal to -one ($l=1$). +configuration producing the best results for DiLCO. Of course, this number of +subregions should be adapted according to the size of the area of interest and +the number of sensors. The protocols are distinguished from one another by the +formulation of the integer program providing the set of sensors which have to be +activated in each sensing phase. DiLCO protocol tries to satisfy the coverage of +a set of primary points, whereas PeCO protocol objective is to reach a desired +level of coverage for each sensor perimeter. In our experimentations, we chose a +level of coverage equal to one ($l=1$). \subsubsection{Coverage Ratio} @@ -804,13 +807,13 @@ Figure~\ref{figure5} shows the average coverage ratio for 200 deployed nodes obtained with the four protocols. DESK, GAF, and DiLCO provide a slightly better coverage ratio with respectively 99.99\%, 99.91\%, and 99.02\%, compared to the 98.76\% produced by PeCO for the first periods. This is due to the fact that at -the beginning PeCO protocol puts to sleep status more redundant sensors (which -slightly decreases the coverage ratio), while the three other protocols activate -more sensor nodes. Later, when the number of periods is beyond~70, it clearly -appears that PeCO provides a better coverage ratio and keeps a coverage ratio -greater than 50\% for longer periods (15 more compared to DiLCO, 40 more -compared to DESK). The energy saved by PeCO in the early periods allows later a -substantial increase of the coverage performance. +the beginning DiLCO and PeCO protocols put to sleep status more redundant +sensors (which slightly decreases the coverage ratio), while the two other +protocols activate more sensor nodes. Later, when the number of periods is +beyond~70, it clearly appears that PeCO provides a better coverage ratio and +keeps a coverage ratio greater than 50\% for longer periods (15 more compared to +DiLCO, 40 more compared to DESK). The energy saved by PeCO in the early periods +allows later a substantial increase of the coverage performance. \parskip 0pt \begin{figure}[h!] @@ -974,8 +977,13 @@ views. Finally, it would be interesting to implement PeCO protocol using a sensor-testbed to evaluate it in real world applications. -\subsection{Acknowledgements} -The authors are deeply grateful to the anonymous reviewers for their constructive advice, which improved the technical quality of the paper. As a Ph.D. student, Ali Kadhum IDREES would like to gratefully acknowledge the University of Babylon - Iraq for financial support and Campus France for the received support. This work is also partially funded by the Labex ACTION program (contract ANR-11-LABX-01-01). +\subsection*{Acknowledgements} +The authors are deeply grateful to the anonymous reviewers for their +constructive advice, which improved the technical quality of the paper. As a +Ph.D. student, Ali Kadhum IDREES would like to gratefully acknowledge the +University of Babylon - Iraq for financial support and Campus France for the +received support. This work is also partially funded by the Labex ACTION program +(contract ANR-11-LABX-01-01). \bibliographystyle{gENO} \bibliography{biblio} %articleeo diff --git a/PeCO-EO/reponse.tex b/PeCO-EO/reponse.tex index 02e456e..9d11094 100644 --- a/PeCO-EO/reponse.tex +++ b/PeCO-EO/reponse.tex @@ -169,7 +169,7 @@ suggest using the journals template to adjust them for overall consistency.\\ WSN. Each paragraph of this Section discusses the literature related to a particular aspect of the problem : 1. types of coverage, 2. types of scheme, 3. centralized versus distributed protocols, 4. optimization method. At the - end of each paragraph we position our approach.}}\\ + end of each paragraph we position our approach. We have also added a last paragraph about our previous work on DilCO protocol to explain the difference with PeCO. }}\\ \noindent {\bf 7.} The methodology is implemented in OMNeT++ (network simulator) and tested against 2 existing algorithms and a previously developed method by