Update by Ali

diff --git a/CHAPITRE_04.tex b/CHAPITRE_04.tex
index a692dc32d0b86eca3012833c7ff1af8bc26f599b..7ed80e8bd4d9c83b1f0f36c3d230e3939fba1d8d 100644 (file)
--- a/CHAPITRE_04.tex
+++ b/CHAPITRE_04.tex
@@ -66,12 +66,16 @@ $X_2=( p_x + R_s * (1), p_y + R_s * (0) )$\\
 $X_3=( p_x + R_s * (-1), p_y + R_s * (0)) $\\
 $X_4=( p_x + R_s * (0), p_y + R_s * (1) )$\\
 $X_5=( p_x + R_s * (0), p_y + R_s * (-1 )) $\\
-$X_6= ( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (0)) $\\
-$X_7=( p_x + R_s *  (\frac{\sqrt{2}}{2}), p_y + R_s * (0))$\\
+%$X_6= ( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (0)) $\\
+$X_{6}=( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
+%$X_7=( p_x + R_s *  (\frac{\sqrt{2}}{2}), p_y + R_s * (0))$\\
+$X_{7}=( p_x + R_s * (\frac{\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
 $X_8=( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (\frac{-\sqrt{2}}{2})) $\\
 $X_9=( p_x + R_s * (\frac{\sqrt{2}}{2}), p_y + R_s * (\frac{-\sqrt{2}}{2})) $\\
-$X_{10}=( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
-$X_{11}=( p_x + R_s * (\frac{\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
+%$X_{10}=( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
+$X_{10}= ( p_x + R_s * (\frac{-\sqrt{2}}{2}), p_y + R_s * (0)) $\\
+%$X_{11}=( p_x + R_s * (\frac{\sqrt{2}}{2}), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
+$X_{11}=( p_x + R_s *  (\frac{\sqrt{2}}{2}), p_y + R_s * (0))$\\
 $X_{12}=( p_x + R_s * (0), p_y + R_s * (\frac{\sqrt{2}}{2})) $\\
 $X_{13}=( p_x + R_s * (0), p_y + R_s * (\frac{-\sqrt{2}}{2})) $\\
 $X_{14}=( p_x + R_s * (\frac{\sqrt{3}}{2}), p_y + R_s * (\frac{1}{2})) $\\
@@ -94,7 +98,7 @@ $X_{25}=( p_x + R_s * (\frac{1}{2}), p_y + R_s * (\frac{-\sqrt{3}}{2})) $.
  \begin{multicols}{2}
 \centering
 \includegraphics[scale=0.33]{Figures/ch4/fig21.pdf}\\~ ~ ~ ~ ~ ~ ~ ~(a)
-\includegraphics[scale=0.33]{Figures/ch4/principles13.pdf}\\~ ~ ~ ~ ~ ~(c) 
+\includegraphics[scale=0.33]{Figures/ch4/fig23.pdf}\\~ ~ ~ ~ ~ ~(c) 
 \hfill \hfill
 \includegraphics[scale=0.33]{Figures/ch4/fig25.pdf}\\~ ~ ~ ~ ~ ~(e)
 \includegraphics[scale=0.33]{Figures/ch4/fig22.pdf}\\~ ~ ~ ~ ~ ~ ~ ~ ~(b)

diff --git a/Figures/ch4/fig23.pdf b/Figures/ch4/fig23.pdf
index 8d0b430028e35c4b1442aebeb2e11de55454159a..4967677739af65e5341b7d879dac7e30bbedc252 100644 (file)
Binary files a/Figures/ch4/fig23.pdf and b/Figures/ch4/fig23.pdf differ

diff --git a/Figures/ch4/fig24.pdf b/Figures/ch4/fig24.pdf
index d774bcdf2b81ce60b1c712c8cdc0631fafdc1d47..397fc94c6ce09e7b441d4c48620aea6432676028 100644 (file)
Binary files a/Figures/ch4/fig24.pdf and b/Figures/ch4/fig24.pdf differ

diff --git a/Figures/ch4/fig25.pdf b/Figures/ch4/fig25.pdf
index 5e500355cd3809b7b700f7616b747d72b8870c30..19ef1bdc41184d776ee3dae03a17351e248ee673 100644 (file)
Binary files a/Figures/ch4/fig25.pdf and b/Figures/ch4/fig25.pdf differ

diff --git a/Figures/ch4/fig26.pdf b/Figures/ch4/fig26.pdf
index f3695239e947a7c84d7b86c20f0c0302042b6f71..c66e368e4bda5e3bb3012c711fa28ae887f3011e 100644 (file)
Binary files a/Figures/ch4/fig26.pdf and b/Figures/ch4/fig26.pdf differ

diff --git a/Figures/ch4/fig27.pdf b/Figures/ch4/fig27.pdf
index 1e748ea6113bc7085ba96f637c86dbcf9dfd2c66..c102fe4a1db205769aa1184fd4127ad43d12cfe9 100644 (file)
Binary files a/Figures/ch4/fig27.pdf and b/Figures/ch4/fig27.pdf differ

diff --git a/SlidesAli/These.pdf b/SlidesAli/These.pdf
index 64e8dcf915a492cffa407005390e3f877670f994..7b9944ef5f6c2c9184b834dbcca6012a10d0be79 100644 (file)
Binary files a/SlidesAli/These.pdf and b/SlidesAli/These.pdf differ

diff --git a/SlidesAli/These.tex b/SlidesAli/These.tex
index 1841431d55339903909a5e4cb0e27cac0acae1e7..272a40926804982153f5cf17244735f2b88a5648 100644 (file)
--- a/SlidesAli/These.tex
+++ b/SlidesAli/These.tex
@@ -945,8 +945,11 @@ $$\alpha =  \arccos \left(\dfrac{Dist(u,v)}{2R_s}
 %  \label{pcm2sensors}
 \end{figure}
 
-\vspace{-0.5cm}
-\textcolor {red} {For example, the interval between 3R to 4R is covered by 4 sensors (0,1,2,4), it means the coverage level is 4}
+\vspace{-0.9cm}
+\textcolor {red} {Set of sensors involved in coverage interval of sensor 0 between 3R to 4R $\Rightarrow$ [0,1,2,4]\\
+Maximum coverage level: 4 
+}%$a^0_{i0}= 1$
+%For example, the interval between 3R to 4R is covered by 4 sensors (0,1,2,4), it means the coverage level is 4
 
 \end{frame}
 

diff --git a/Thesis.toc b/Thesis.toc
index 6a613bc49531cfa45b682b333181496f64709bad..638501492ca5faed94d410c33cb3fb03f319cd6b 100644 (file)
--- a/Thesis.toc
+++ b/Thesis.toc
@@ -1,106 +1,106 @@
 \select@language {english}
 \contentsline {chapter}{Abstract}{1}{chapter*.1}
 \contentsline {chapter}{R\IeC {\'e}sum\IeC {\'e}}{3}{chapter*.2}
-\contentsline {chapter}{Table of Contents}{5}{chapter*.3}
-\contentsline {chapter}{List of Figures}{7}{chapter*.4}
-\contentsline {chapter}{List of Tables}{9}{chapter*.5}
-\contentsline {chapter}{List of Algorithms}{11}{chapter*.6}
-\contentsline {chapter}{List of Abbreviations}{13}{chapter*.7}
-\contentsline {chapter}{Introduction }{17}{chapter*.8}
-\contentsline {section}{1. General Introduction }{17}{section*.9}
-\contentsline {section}{2. Motivation of the Dissertation }{18}{section*.10}
-\contentsline {section}{3. Main Contributions of this Dissertation}{18}{section*.11}
-\contentsline {section}{4. Dissertation Outline}{19}{section*.12}
-\contentsline {part}{I\hspace {1em}Scientific Background}{21}{part.1}
-\contentsline {chapter}{\numberline {1}Wireless Sensor Networks}{23}{chapter.1}
-\contentsline {section}{\numberline {1.1}Introduction}{23}{section.1.1}
-\contentsline {section}{\numberline {1.2}Architecture}{24}{section.1.2}
-\contentsline {section}{\numberline {1.3}Types of Wireless Sensor Networks}{26}{section.1.3}
-\contentsline {section}{\numberline {1.4}Applications}{28}{section.1.4}
-\contentsline {section}{\numberline {1.5}The Main Challenges}{31}{section.1.5}
-\contentsline {section}{\numberline {1.6}Energy-Efficient Mechanisms of a working WSN}{33}{section.1.6}
-\contentsline {subsection}{\numberline {1.6.1}Energy-Efficient Routing}{33}{subsection.1.6.1}
-\contentsline {subsubsection}{\numberline {1.6.1.1}Routing Metric based on Residual Energy}{33}{subsubsection.1.6.1.1}
-\contentsline {subsubsection}{\numberline {1.6.1.2}Multipath Routing}{33}{subsubsection.1.6.1.2}
-\contentsline {subsection}{\numberline {1.6.2}Cluster Architecture}{34}{subsection.1.6.2}
-\contentsline {subsection}{\numberline {1.6.3}Scheduling Schemes}{34}{subsection.1.6.3}
-\contentsline {subsubsection}{\numberline {1.6.3.1}Wake up Scheduling Schemes}{34}{subsubsection.1.6.3.1}
-\contentsline {subsubsection}{\numberline {1.6.3.2}Topology Control Schemes}{37}{subsubsection.1.6.3.2}
-\contentsline {subsection}{\numberline {1.6.4}Data-Driven Schemes}{37}{subsection.1.6.4}
-\contentsline {subsubsection}{\numberline {1.6.4.1}Data Reduction Schemes}{38}{subsubsection.1.6.4.1}
-\contentsline {subsubsection}{\numberline {1.6.4.2}Energy Efficient Data Acquisition Schemes}{38}{subsubsection.1.6.4.2}
-\contentsline {subsection}{\numberline {1.6.5}Battery Repletion}{38}{subsection.1.6.5}
-\contentsline {subsection}{\numberline {1.6.6}Radio Optimization}{38}{subsection.1.6.6}
-\contentsline {subsection}{\numberline {1.6.7}Relay nodes and Sink Mobility}{39}{subsection.1.6.7}
-\contentsline {subsubsection}{\numberline {1.6.7.1}Relay node placement}{39}{subsubsection.1.6.7.1}
-\contentsline {subsubsection}{\numberline {1.6.7.2}Sink Mobility}{39}{subsubsection.1.6.7.2}
-\contentsline {section}{\numberline {1.7}Network Lifetime}{39}{section.1.7}
-\contentsline {section}{\numberline {1.8}Coverage in Wireless Sensor Networks }{40}{section.1.8}
-\contentsline {section}{\numberline {1.9}Design Issues for Coverage Problems}{42}{section.1.9}
-\contentsline {section}{\numberline {1.10}Energy Consumption Model}{43}{section.1.10}
-\contentsline {section}{\numberline {1.11}Conclusion}{44}{section.1.11}
-\contentsline {chapter}{\numberline {2}Related Works on Coverage Problems}{45}{chapter.2}
-\contentsline {section}{\numberline {2.1}Introduction}{45}{section.2.1}
-\contentsline {section}{\numberline {2.2}Centralized Algorithms}{47}{section.2.2}
-\contentsline {section}{\numberline {2.3}Distributed Algorithms}{49}{section.2.3}
-\contentsline {subsection}{\numberline {2.3.1}Geographical Adaptive Fidelity (GAF)}{51}{subsection.2.3.1}
-\contentsline {subsection}{\numberline {2.3.2}Distributed Energy-efficient Scheduling for K-coverage (DESK)}{53}{subsection.2.3.2}
-\contentsline {section}{\numberline {2.4}Conclusion}{57}{section.2.4}
-\contentsline {chapter}{\numberline {3}Evaluation Tools and Optimization Solvers}{59}{chapter.3}
-\contentsline {section}{\numberline {3.1}Introduction}{59}{section.3.1}
-\contentsline {section}{\numberline {3.2}Evaluation Tools}{59}{section.3.2}
-\contentsline {subsection}{\numberline {3.2.1}Testbed Tools}{60}{subsection.3.2.1}
-\contentsline {subsection}{\numberline {3.2.2}Simulation Tools}{62}{subsection.3.2.2}
-\contentsline {section}{\numberline {3.3}Optimization Solvers}{64}{section.3.3}
-\contentsline {section}{\numberline {3.4}Conclusion}{68}{section.3.4}
-\contentsline {part}{II\hspace {1em}Contributions}{69}{part.2}
-\contentsline {chapter}{\numberline {4}Distributed Lifetime Coverage Optimization Protocol}{71}{chapter.4}
-\contentsline {section}{\numberline {4.1}Introduction}{71}{section.4.1}
-\contentsline {section}{\numberline {4.2}Description of the DiLCO Protocol}{72}{section.4.2}
-\contentsline {subsection}{\numberline {4.2.1}Assumptions and Network Model}{72}{subsection.4.2.1}
-\contentsline {subsection}{\numberline {4.2.2}Primary Point Coverage Model}{73}{subsection.4.2.2}
-\contentsline {subsection}{\numberline {4.2.3}Main Idea}{73}{subsection.4.2.3}
-\contentsline {subsubsection}{\numberline {4.2.3.1}Information Exchange Phase}{75}{subsubsection.4.2.3.1}
-\contentsline {subsubsection}{\numberline {4.2.3.2}Leader Election Phase}{75}{subsubsection.4.2.3.2}
-\contentsline {subsubsection}{\numberline {4.2.3.3}Decision phase}{76}{subsubsection.4.2.3.3}
-\contentsline {subsubsection}{\numberline {4.2.3.4}Sensing phase}{76}{subsubsection.4.2.3.4}
-\contentsline {section}{\numberline {4.3}Coverage Problem Formulation}{77}{section.4.3}
-\contentsline {section}{\numberline {4.4}Simulation Results and Analysis}{78}{section.4.4}
-\contentsline {subsection}{\numberline {4.4.1}Simulation Framework}{78}{subsection.4.4.1}
-\contentsline {subsection}{\numberline {4.4.2}Modeling Language and Optimization Solver}{78}{subsection.4.4.2}
-\contentsline {subsection}{\numberline {4.4.3}Energy Consumption Model}{79}{subsection.4.4.3}
-\contentsline {subsection}{\numberline {4.4.4}Performance Metrics}{79}{subsection.4.4.4}
-\contentsline {subsection}{\numberline {4.4.5}Performance Analysis for Different Number of Subregions}{81}{subsection.4.4.5}
-\contentsline {subsection}{\numberline {4.4.6}Performance Analysis for Different Number of Primary Points}{87}{subsection.4.4.6}
-\contentsline {subsection}{\numberline {4.4.7}Performance Comparison with other Approaches}{91}{subsection.4.4.7}
-\contentsline {section}{\numberline {4.5}Conclusion}{98}{section.4.5}
-\contentsline {chapter}{\numberline {5}Multiround Distributed Lifetime Coverage Optimization Protocol}{99}{chapter.5}
-\contentsline {section}{\numberline {5.1}Introduction}{99}{section.5.1}
-\contentsline {section}{\numberline {5.2}Description of the MuDiLCO Protocol }{99}{section.5.2}
-\contentsline {section}{\numberline {5.3}Primary Points based Multiround Coverage Problem Formulation}{101}{section.5.3}
-\contentsline {section}{\numberline {5.4}Experimental Study and Analysis}{102}{section.5.4}
-\contentsline {subsection}{\numberline {5.4.1}Simulation Setup}{102}{subsection.5.4.1}
-\contentsline {subsection}{\numberline {5.4.2}Metrics}{102}{subsection.5.4.2}
-\contentsline {subsection}{\numberline {5.4.3}Results Analysis and Comparison }{103}{subsection.5.4.3}
-\contentsline {section}{\numberline {5.5}Conclusion}{110}{section.5.5}
-\contentsline {chapter}{\numberline {6} Perimeter-based Coverage Optimization to Improve Lifetime in WSNs}{111}{chapter.6}
-\contentsline {section}{\numberline {6.1}Introduction}{111}{section.6.1}
-\contentsline {section}{\numberline {6.2}Description of the PeCO Protocol}{111}{section.6.2}
-\contentsline {subsection}{\numberline {6.2.1}Assumptions and Models}{111}{subsection.6.2.1}
-\contentsline {subsection}{\numberline {6.2.2}PeCO Protocol Algorithm}{114}{subsection.6.2.2}
-\contentsline {section}{\numberline {6.3}Perimeter-based Coverage Problem Formulation}{116}{section.6.3}
-\contentsline {section}{\numberline {6.4}Performance Evaluation and Analysis}{117}{section.6.4}
-\contentsline {subsection}{\numberline {6.4.1}Simulation Settings}{117}{subsection.6.4.1}
-\contentsline {subsection}{\numberline {6.4.2}Simulation Results}{118}{subsection.6.4.2}
-\contentsline {subsubsection}{\numberline {6.4.2.1}Coverage Ratio}{118}{subsubsection.6.4.2.1}
-\contentsline {subsubsection}{\numberline {6.4.2.2}Active Sensors Ratio}{118}{subsubsection.6.4.2.2}
-\contentsline {subsubsection}{\numberline {6.4.2.3}Energy Consumption}{119}{subsubsection.6.4.2.3}
-\contentsline {subsubsection}{\numberline {6.4.2.4}Network Lifetime}{119}{subsubsection.6.4.2.4}
-\contentsline {subsubsection}{\numberline {6.4.2.5}Impact of $\alpha $ and $\beta $ on PeCO's performance}{120}{subsubsection.6.4.2.5}
-\contentsline {section}{\numberline {6.5}Conclusion}{124}{section.6.5}
-\contentsline {part}{III\hspace {1em}Conclusion and Perspectives}{125}{part.3}
-\contentsline {chapter}{\numberline {7}Conclusion and Perspectives}{127}{chapter.7}
-\contentsline {section}{\numberline {7.1}Conclusion}{127}{section.7.1}
-\contentsline {section}{\numberline {7.2}Perspectives}{128}{section.7.2}
-\contentsline {part}{Publications}{131}{chapter*.13}
-\contentsline {part}{Bibliographie}{133}{section*.16}
+\contentsline {chapter}{Table of Contents}{8}{chapter*.3}
+\contentsline {chapter}{List of Figures}{10}{chapter*.4}
+\contentsline {chapter}{List of Tables}{11}{chapter*.5}
+\contentsline {chapter}{List of Algorithms}{13}{chapter*.6}
+\contentsline {chapter}{List of Abbreviations}{15}{chapter*.7}
+\contentsline {chapter}{Introduction }{19}{chapter*.8}
+\contentsline {section}{1. General Introduction }{19}{section*.9}
+\contentsline {section}{2. Motivation of the Dissertation }{20}{section*.10}
+\contentsline {section}{3. Main Contributions of this Dissertation}{20}{section*.11}
+\contentsline {section}{4. Dissertation Outline}{21}{section*.12}
+\contentsline {part}{I\hspace {1em}Scientific Background}{23}{part.1}
+\contentsline {chapter}{\numberline {1}Wireless Sensor Networks}{25}{chapter.1}
+\contentsline {section}{\numberline {1.1}Introduction}{25}{section.1.1}
+\contentsline {section}{\numberline {1.2}Architecture}{26}{section.1.2}
+\contentsline {section}{\numberline {1.3}Types of Wireless Sensor Networks}{28}{section.1.3}
+\contentsline {section}{\numberline {1.4}Applications}{30}{section.1.4}
+\contentsline {section}{\numberline {1.5}The Main Challenges}{33}{section.1.5}
+\contentsline {section}{\numberline {1.6}Energy-Efficient Mechanisms of a working WSN}{35}{section.1.6}
+\contentsline {subsection}{\numberline {1.6.1}Energy-Efficient Routing}{35}{subsection.1.6.1}
+\contentsline {subsubsection}{\numberline {1.6.1.1}Routing Metric based on Residual Energy}{35}{subsubsection.1.6.1.1}
+\contentsline {subsubsection}{\numberline {1.6.1.2}Multipath Routing}{35}{subsubsection.1.6.1.2}
+\contentsline {subsection}{\numberline {1.6.2}Cluster Architecture}{36}{subsection.1.6.2}
+\contentsline {subsection}{\numberline {1.6.3}Scheduling Schemes}{36}{subsection.1.6.3}
+\contentsline {subsubsection}{\numberline {1.6.3.1}Wake up Scheduling Schemes}{36}{subsubsection.1.6.3.1}
+\contentsline {subsubsection}{\numberline {1.6.3.2}Topology Control Schemes}{39}{subsubsection.1.6.3.2}
+\contentsline {subsection}{\numberline {1.6.4}Data-Driven Schemes}{39}{subsection.1.6.4}
+\contentsline {subsubsection}{\numberline {1.6.4.1}Data Reduction Schemes}{40}{subsubsection.1.6.4.1}
+\contentsline {subsubsection}{\numberline {1.6.4.2}Energy Efficient Data Acquisition Schemes}{40}{subsubsection.1.6.4.2}
+\contentsline {subsection}{\numberline {1.6.5}Battery Repletion}{40}{subsection.1.6.5}
+\contentsline {subsection}{\numberline {1.6.6}Radio Optimization}{40}{subsection.1.6.6}
+\contentsline {subsection}{\numberline {1.6.7}Relay nodes and Sink Mobility}{41}{subsection.1.6.7}
+\contentsline {subsubsection}{\numberline {1.6.7.1}Relay node placement}{41}{subsubsection.1.6.7.1}
+\contentsline {subsubsection}{\numberline {1.6.7.2}Sink Mobility}{41}{subsubsection.1.6.7.2}
+\contentsline {section}{\numberline {1.7}Network Lifetime}{41}{section.1.7}
+\contentsline {section}{\numberline {1.8}Coverage in Wireless Sensor Networks }{42}{section.1.8}
+\contentsline {section}{\numberline {1.9}Design Issues for Coverage Problems}{44}{section.1.9}
+\contentsline {section}{\numberline {1.10}Energy Consumption Model}{45}{section.1.10}
+\contentsline {section}{\numberline {1.11}Conclusion}{46}{section.1.11}
+\contentsline {chapter}{\numberline {2}Related Works on Coverage Problems}{47}{chapter.2}
+\contentsline {section}{\numberline {2.1}Introduction}{47}{section.2.1}
+\contentsline {section}{\numberline {2.2}Centralized Algorithms}{49}{section.2.2}
+\contentsline {section}{\numberline {2.3}Distributed Algorithms}{51}{section.2.3}
+\contentsline {subsection}{\numberline {2.3.1}Geographical Adaptive Fidelity (GAF)}{53}{subsection.2.3.1}
+\contentsline {subsection}{\numberline {2.3.2}Distributed Energy-efficient Scheduling for K-coverage (DESK)}{55}{subsection.2.3.2}
+\contentsline {section}{\numberline {2.4}Conclusion}{59}{section.2.4}
+\contentsline {chapter}{\numberline {3}Evaluation Tools and Optimization Solvers}{61}{chapter.3}
+\contentsline {section}{\numberline {3.1}Introduction}{61}{section.3.1}
+\contentsline {section}{\numberline {3.2}Evaluation Tools}{61}{section.3.2}
+\contentsline {subsection}{\numberline {3.2.1}Testbed Tools}{62}{subsection.3.2.1}
+\contentsline {subsection}{\numberline {3.2.2}Simulation Tools}{64}{subsection.3.2.2}
+\contentsline {section}{\numberline {3.3}Optimization Solvers}{66}{section.3.3}
+\contentsline {section}{\numberline {3.4}Conclusion}{70}{section.3.4}
+\contentsline {part}{II\hspace {1em}Contributions}{71}{part.2}
+\contentsline {chapter}{\numberline {4}Distributed Lifetime Coverage Optimization Protocol}{73}{chapter.4}
+\contentsline {section}{\numberline {4.1}Introduction}{73}{section.4.1}
+\contentsline {section}{\numberline {4.2}Description of the DiLCO Protocol}{74}{section.4.2}
+\contentsline {subsection}{\numberline {4.2.1}Assumptions and Network Model}{74}{subsection.4.2.1}
+\contentsline {subsection}{\numberline {4.2.2}Primary Point Coverage Model}{75}{subsection.4.2.2}
+\contentsline {subsection}{\numberline {4.2.3}Main Idea}{75}{subsection.4.2.3}
+\contentsline {subsubsection}{\numberline {4.2.3.1}Information Exchange Phase}{77}{subsubsection.4.2.3.1}
+\contentsline {subsubsection}{\numberline {4.2.3.2}Leader Election Phase}{77}{subsubsection.4.2.3.2}
+\contentsline {subsubsection}{\numberline {4.2.3.3}Decision phase}{78}{subsubsection.4.2.3.3}
+\contentsline {subsubsection}{\numberline {4.2.3.4}Sensing phase}{78}{subsubsection.4.2.3.4}
+\contentsline {section}{\numberline {4.3}Coverage Problem Formulation}{79}{section.4.3}
+\contentsline {section}{\numberline {4.4}Simulation Results and Analysis}{80}{section.4.4}
+\contentsline {subsection}{\numberline {4.4.1}Simulation Framework}{80}{subsection.4.4.1}
+\contentsline {subsection}{\numberline {4.4.2}Modeling Language and Optimization Solver}{80}{subsection.4.4.2}
+\contentsline {subsection}{\numberline {4.4.3}Energy Consumption Model}{81}{subsection.4.4.3}
+\contentsline {subsection}{\numberline {4.4.4}Performance Metrics}{81}{subsection.4.4.4}
+\contentsline {subsection}{\numberline {4.4.5}Performance Analysis for Different Number of Subregions}{83}{subsection.4.4.5}
+\contentsline {subsection}{\numberline {4.4.6}Performance Analysis for Different Number of Primary Points}{89}{subsection.4.4.6}
+\contentsline {subsection}{\numberline {4.4.7}Performance Comparison with other Approaches}{93}{subsection.4.4.7}
+\contentsline {section}{\numberline {4.5}Conclusion}{100}{section.4.5}
+\contentsline {chapter}{\numberline {5}Multiround Distributed Lifetime Coverage Optimization Protocol}{101}{chapter.5}
+\contentsline {section}{\numberline {5.1}Introduction}{101}{section.5.1}
+\contentsline {section}{\numberline {5.2}Description of the MuDiLCO Protocol }{101}{section.5.2}
+\contentsline {section}{\numberline {5.3}Primary Points based Multiround Coverage Problem Formulation}{103}{section.5.3}
+\contentsline {section}{\numberline {5.4}Experimental Study and Analysis}{104}{section.5.4}
+\contentsline {subsection}{\numberline {5.4.1}Simulation Setup}{104}{subsection.5.4.1}
+\contentsline {subsection}{\numberline {5.4.2}Metrics}{104}{subsection.5.4.2}
+\contentsline {subsection}{\numberline {5.4.3}Results Analysis and Comparison }{105}{subsection.5.4.3}
+\contentsline {section}{\numberline {5.5}Conclusion}{112}{section.5.5}
+\contentsline {chapter}{\numberline {6} Perimeter-based Coverage Optimization to Improve Lifetime in WSNs}{113}{chapter.6}
+\contentsline {section}{\numberline {6.1}Introduction}{113}{section.6.1}
+\contentsline {section}{\numberline {6.2}Description of the PeCO Protocol}{113}{section.6.2}
+\contentsline {subsection}{\numberline {6.2.1}Assumptions and Models}{113}{subsection.6.2.1}
+\contentsline {subsection}{\numberline {6.2.2}PeCO Protocol Algorithm}{116}{subsection.6.2.2}
+\contentsline {section}{\numberline {6.3}Perimeter-based Coverage Problem Formulation}{118}{section.6.3}
+\contentsline {section}{\numberline {6.4}Performance Evaluation and Analysis}{119}{section.6.4}
+\contentsline {subsection}{\numberline {6.4.1}Simulation Settings}{119}{subsection.6.4.1}
+\contentsline {subsection}{\numberline {6.4.2}Simulation Results}{120}{subsection.6.4.2}
+\contentsline {subsubsection}{\numberline {6.4.2.1}Coverage Ratio}{120}{subsubsection.6.4.2.1}
+\contentsline {subsubsection}{\numberline {6.4.2.2}Active Sensors Ratio}{120}{subsubsection.6.4.2.2}
+\contentsline {subsubsection}{\numberline {6.4.2.3}Energy Consumption}{121}{subsubsection.6.4.2.3}
+\contentsline {subsubsection}{\numberline {6.4.2.4}Network Lifetime}{121}{subsubsection.6.4.2.4}
+\contentsline {subsubsection}{\numberline {6.4.2.5}Impact of $\alpha $ and $\beta $ on PeCO's performance}{122}{subsubsection.6.4.2.5}
+\contentsline {section}{\numberline {6.5}Conclusion}{126}{section.6.5}
+\contentsline {part}{III\hspace {1em}Conclusion and Perspectives}{127}{part.3}
+\contentsline {chapter}{\numberline {7}Conclusion and Perspectives}{129}{chapter.7}
+\contentsline {section}{\numberline {7.1}Conclusion}{129}{section.7.1}
+\contentsline {section}{\numberline {7.2}Perspectives}{130}{section.7.2}
+\contentsline {part}{Publications}{133}{chapter*.13}
+\contentsline {part}{Bibliographie}{148}{chapter*.17}