From f6596f038828729f02f48efdf049c4c08e4118e8 Mon Sep 17 00:00:00 2001 From: Michel Salomon Date: Mon, 11 Jan 2016 12:06:01 +0100 Subject: [PATCH] Last update --- PeCO-EO/articleeo.aux | 2 +- PeCO-EO/articleeo.bbl | 7 +- PeCO-EO/articleeo.blg | 2 +- PeCO-EO/articleeo.log | 199 +++++++++++++++----------------- PeCO-EO/articleeo.pdf | Bin 752519 -> 752382 bytes PeCO-EO/articleeo.tex | 258 ++++++++++++++++++++++-------------------- PeCO-EO/biblio.bib | 2 +- 7 files changed, 233 insertions(+), 237 deletions(-) diff --git a/PeCO-EO/articleeo.aux b/PeCO-EO/articleeo.aux index cacf327..24b271a 100644 --- a/PeCO-EO/articleeo.aux +++ b/PeCO-EO/articleeo.aux @@ -94,7 +94,7 @@ \bibcite{deschinkel2012column}{{9}{2012}{{Deschinkel}}{{}}} \@writefile{toc}{\contentsline {section}{\numberline {6}Conclusion and Future Works}{18}} \newlabel{sec:Conclusion and Future Works}{{6}{18}} -\bibcite{AMPL}{{10}{November 12, 2002}{{Fourer, Gay, and Kernighan}}{{}}} +\bibcite{AMPL}{{10}{2002}{{Fourer, Gay, and Kernighan}}{{}}} \bibcite{HeShibo}{{11}{2014}{{He et~al.}}{{He, Gong, Zhang, Chen, and Sun}}} \bibcite{huang2005coverage}{{12}{2005}{{Huang and Tseng}}{{}}} \bibcite{doi:10.1155/2010/926075}{{13}{2010}{{Hung and Lui}}{{}}} diff --git a/PeCO-EO/articleeo.bbl b/PeCO-EO/articleeo.bbl index 11a6375..ca3b520 100644 --- a/PeCO-EO/articleeo.bbl +++ b/PeCO-EO/articleeo.bbl @@ -59,10 +59,9 @@ Deschinkel, Karine. 2012. ``A Column Generation based Heuristic to Extend Lifetime in Wireless Sensor Network.'' \emph{Sensors \& Transducers Journal} 14 (2): 242--253. -\bibitem[Fourer, Gay, and Kernighan(November 12, 2002)]{AMPL} -Fourer, Robert, David~M. Gay, and Brian~W. Kernighan. November 12, 2002. - \emph{AMPL: A Modeling Language for Mathematical Programming}. 2nd ed. - Cengage Learning. +\bibitem[Fourer, Gay, and Kernighan(2002)]{AMPL} +Fourer, Robert, David~M. Gay, and Brian~W. Kernighan. 2002. \emph{AMPL: A + Modeling Language for Mathematical Programming}. 2nd ed. Cengage Learning. \bibitem[He et~al.(2014)He, Gong, Zhang, Chen, and Sun]{HeShibo} He, Shibo, Xiaowen Gong, Junshan Zhang, Jiming Chen, and Youxian Sun. 2014. diff --git a/PeCO-EO/articleeo.blg b/PeCO-EO/articleeo.blg index 2d89170..9045a05 100644 --- a/PeCO-EO/articleeo.blg +++ b/PeCO-EO/articleeo.blg @@ -10,7 +10,7 @@ I'm skipping whatever remains of this entry Reallocated wiz_functions (elt_size=4) to 6000 items from 3000. You've used 44 entries, 3679 wiz_defined-function locations, - 976 strings with 13795 characters, + 975 strings with 13778 characters, and the built_in function-call counts, 31087 in all, are: = -- 2543 > -- 1608 diff --git a/PeCO-EO/articleeo.log b/PeCO-EO/articleeo.log index 7e52c9e..f15c4be 100644 --- a/PeCO-EO/articleeo.log +++ b/PeCO-EO/articleeo.log @@ -1,12 +1,11 @@ -This is pdfTeX, Version 3.1415926-2.4-1.40.13 (TeX Live 2012/Debian) (format=pdflatex 2013.9.3) 7 JAN 2016 09:52 +This is pdfTeX, Version 3.14159265-2.6-1.40.15 (TeX Live 2015/dev/Debian) (preloaded format=pdflatex 2015.1.24) 11 JAN 2016 12:05 entering extended mode restricted \write18 enabled. %&-line parsing enabled. **articleeo.tex (./articleeo.tex -LaTeX2e <2011/06/27> -Babel and hyphenation patterns for english, dumylang, nohyphenation, lo -aded. +LaTeX2e <2014/05/01> +Babel <3.9l> and hyphenation patterns for 61 languages loaded. (./gENO2e.cls Document Class: gENO2e 2013/04/29 v4.1 Engineering Optimization LaTeX2e documen t class @@ -193,7 +192,7 @@ Package: epsfig 1999/02/16 v1.7a (e)psfig emulation (SPQR) Package: graphicx 1999/02/16 v1.0f Enhanced LaTeX Graphics (DPC,SPQR) (/usr/share/texlive/texmf-dist/tex/latex/graphics/keyval.sty -Package: keyval 1999/03/16 v1.13 key=value parser (DPC) +Package: keyval 2014/05/08 v1.15 key=value parser (DPC) \KV@toks@=\toks20 ) (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty @@ -234,7 +233,7 @@ LaTeX Info: Redefining \cite on input line 694. 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Underfull \vbox (badness 10000) has occurred while \output is active [] @@ -1208,7 +1197,7 @@ Overfull \vbox (29.0pt too high) has occurred while \output is active [] Overfull \vbox (701.0pt too high) has occurred while \output is active [] [18] -Underfull \hbox (badness 4024) in paragraph at lines 134--136 +Underfull \hbox (badness 4024) in paragraph at lines 133--135 []\OT1/cmr/m/n/10 Makhorin, An-drew. 2012. ``The GLPK (GNU Lin-ear Pro-gram-min g Kit).'' \OT1/cmr/m/it/10 Avail-able: [] @@ -1244,7 +1233,7 @@ Overfull \vbox (701.0pt too high) has occurred while \output is active [] Missing character: There is no à in font cmr10! 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but PeCO extends the network lifetime significantly when coverage ratio can be relaxed. +PeCO. Indeed there are applications that do not require a 100\% coverage of the +area to be monitored. For example, forest fire application might require +complete coverage in summer seasons while only require 80$\%$ of the area to be +covered in rainy seasons~\citep{li2011transforming}. As another example, birds +habit study requires only 70$\%$-coverage at nighttime when the birds are +sleeping while requires 100$\%$-coverage at daytime when the birds are +active~\citep{1279193}. PeCO always outperforms DiLCO for the three lower +coverage ratios, moreover the improvements grow with the network size. DiLCO +outperforms PeCO when the coverage ratio is required to be $>90\%$, but PeCO +extends the network lifetime significantly when coverage ratio can be relaxed. \begin{figure}[h!] \centering \includegraphics[scale=0.55]{figure10.eps} @@ -887,16 +896,14 @@ hand, the choice of $\beta \gg \alpha$ prevents the overcoverage, and also limits the activation of a large number of sensors, but as $\alpha$ is low, some areas may be poorly covered. This explains the results obtained for $Lifetime_{50}$ with $\beta \gg \alpha$: a large number of periods with low -coverage ratio. On the other hand, when $\alpha \gg \beta$ is chosen, -the coverage is favored even if some areas may be overcovered, so a high coverage ratio is -reached, but a large number of sensors are activated to achieve this goal. -Therefore the network lifetime is reduced. The choice $\alpha=0.6$ and +coverage ratio. On the other hand, when $\alpha \gg \beta$ is chosen, the +coverage is favored even if some areas may be overcovered, so a high coverage +ratio is reached, but a large number of sensors are activated to achieve this +goal. Therefore the network lifetime is reduced. The choice $\alpha=0.6$ and $\beta=0.4$ seems to achieve the best compromise between lifetime and coverage -ratio. That explains why this setting has been chosen for the experiments +ratio. That explains why this setting has been chosen for the experiments presented in the previous subsections. - - \begin{table}[h] \centering \caption{The impact of $\alpha$ and $\beta$ on PeCO's performance} @@ -922,25 +929,26 @@ $\alpha$ & $\beta$ & $Lifetime_{50}$ & $Lifetime_{95}$ \\ \hline \section{Conclusion and Future Works} \label{sec:Conclusion and Future Works} -In this paper the problem of perimeter coverage optimization in -WSNs has been studied. A new protocol called Perimeter-based Coverage -Optimization is designed. This protocol schedules nodes' activities (wake up and sleep stages) with -the objective of maintaining a good coverage ratio while maximizing the network -lifetime. This protocol is applied in a distributed way in regular subregions -obtained after partitioning the area of interest in a preliminary step. It works -in periods and is based on the resolution of an integer program to select the -subset of sensors operating in active status for each period. This work is -original in so far as it proposes for the first time an integer program -scheduling the activation of sensors based on their perimeter coverage level, -instead of using a set of targets/points to be covered. Several simulations have -been carried out to evaluate the proposed protocol. The simulation results show -that PeCO is more energy-efficient than other approaches, with respect to -lifetime, coverage ratio, active sensors ratio, and energy consumption. - -This framework will be extented so that the schedules are planned for multiple -sensing periods. The integer program would be improved to take into -account heterogeneous sensors from both energy and node characteristics point of -views. Finally, it would be interesting to implement the PeCO protocol using a +In this paper the problem of perimeter coverage optimization in WSNs has been +studied. A new protocol called Perimeter-based Coverage Optimization is +designed. This protocol schedules nodes' activities (wake up and sleep stages) +with the objective of maintaining a good coverage ratio while maximizing the +network lifetime. This protocol is applied in a distributed way in regular +subregions obtained after partitioning the area of interest in a preliminary +step. It works in periods and is based on the resolution of an integer program +to select the subset of sensors operating in active status for each period. +This work is original in so far as it proposes for the first time an integer +program scheduling the activation of sensors based on their perimeter coverage +level, instead of using a set of targets/points to be covered. Several +simulations have been carried out to evaluate the proposed protocol. The +simulation results show that PeCO is more energy-efficient than other +approaches, with respect to lifetime, coverage ratio, active sensors ratio, and +energy consumption. + +This framework will be extented so that the schedules are planned for multiple +sensing periods. The integer program would be improved to take into account +heterogeneous sensors from both energy and node characteristics point of views. +Finally, it would be interesting to implement the PeCO protocol using a sensor-testbed to evaluate it in real world applications. \subsection*{Acknowledgments} diff --git a/PeCO-EO/biblio.bib b/PeCO-EO/biblio.bib index 7a8191e..38167c5 100644 --- a/PeCO-EO/biblio.bib +++ b/PeCO-EO/biblio.bib @@ -966,7 +966,7 @@ pages={1-4} AUTHOR = "Robert Fourer and David M. Gay and Brian W. Kernighan", TITLE = "AMPL: A Modeling Language for Mathematical Programming", PUBLISHER = "Cengage Learning", - YEAR = "November 12, 2002", + YEAR = "2002", edition = "2nd", } -- 2.39.5