<figure><img src="image_116.png" /><figcaption>Figure A.15: Graph of the effects on the response $\varepsilon_{391\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_117.png" /><figcaption>Figure A.16: Graph of the effects on the response $\varepsilon_{662\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_118.png" /><figcaption>Figure A.17: Graph of the effects on the response $\varepsilon_{898\text{keV-Petri}}$</figcaption></figure>
<figure><img src="image_119.png" /><figcaption>Figure A.18: Graph of the effects on the response $\epsilon_{1173\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_120.png" /><figcaption>Figure A.19: Graph of the effects on the response $\epsilon_{1332\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_121.png" /><figcaption>Figure A.20: Graph of the effects on the response $\epsilon_{1836\text{keV-Petri}}$</figcaption></figure>
• Graphes des interactions:

<figure><img src="image_122.png" /><figcaption>Figure A.41 : Graphe des interactions pour la réponse $\varepsilon_{59\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_123.png" /><figcaption>Figure A.42 : Graphe des interactions pour la réponse $\varepsilon_{88\text{keV-Mar}}$</figcaption></figure>
<figure><img src="image_124.png" /><figcaption>Figure A.43 : Graph of the interactions for the response $\epsilon_{122\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_125.png" /><figcaption>Figure A.44 : Graph of the interactions for the response $\epsilon_{156\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_126.png" /><figcaption>Figure A.45 : Graph of the interactions for the response $\epsilon_{391\text{keV-Mar}}$</figcaption></figure>
<figure><img src="image_127.png" /><figcaption>Figure A.46 : Graphes des interactions pour la réponse $\varepsilon_{662\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_128.png" /><figcaption>Figure A.47 : Graphes des interactions pour la réponse $\varepsilon_{898\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_129.png" /><figcaption>Figure A.48 : Graphes des interactions pour la réponse $\varepsilon_{1173\text{keV-Mar}}$</figcaption></figure>
<figure><img src="image_130.png" /><figcaption>Figure A.49 : Graph of the interactions for the response $\varepsilon_{1836\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_131.png" /><figcaption>Figure A.50 : Graph of the interactions for the response $\varepsilon_{59\text{keV-Mar}}$</figcaption></figure>

<figure><img src="image_132.png" /><figcaption>Figure A.51 : Graph of the interactions for the response $\varepsilon_{88\text{keV-Petri}}$</figcaption></figure>
<figure><img src="image_133.png" /><figcaption>Figure A.32 : Graph of the interactions for the response $\epsilon_{122\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_134.png" /><figcaption>Figure A.33 : Graph of the interactions for the response $\epsilon_{165\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_135.png" /><figcaption>Figure A.34 : Graph of the interactions for the response $\epsilon_{391\text{keV-Petri}}$</figcaption></figure>
<figure><img src="image_136.png" /><figcaption>Figure A.35 : Graphes des interactions pour la réponse $\varepsilon_{662\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_137.png" /><figcaption>Figure A.36 : Graphes des interactions pour la réponse $\varepsilon_{898\text{keV-Petri}}$</figcaption></figure>

<figure><img src="image_138.png" /><figcaption>Figure A.37 : Graphes des interactions pour la réponse $\varepsilon_{1332\text{keV-Petri}}$</figcaption></figure>
<figure><img src="image_139.png" /><figcaption>Figure A.38 : Graph of the response $\epsilon_{1836\text{keV-Petri}}$</figcaption></figure>
# Analyse statistique:

## ○ Méthode de Daniel:

Pour l'efficacité calculée avec Marinelli 1L:

<figure><img src="image_140.png" /><figcaption>Figure A.39: Méthode de Daniel pour les réponses $\varepsilon_{59\text{keV-Mar}} - \varepsilon_{1836\text{keV-Mar}}$</figcaption></figure>
Pour l'efficacité calculée avec Boite de Petri 60 mL:

<figure><img src="image_141.png" /><figcaption>Figure A.40: Méthode de Daniel pour les réponses $\varepsilon_{59\text{keV-Petri}} - \varepsilon_{1836\text{keV-Petri}}$</figcaption></figure>
## Méthode de Lenth:

Pour l'efficacité calculée avec Marinelli 1L:

<figure><img src="image_142.png" /><figcaption>Figure A.41: Méthode de Lenth pour les réponses $\varepsilon_{59\text{keV-Mar}} - \varepsilon_{1836\text{keV-Mar}}$</figcaption></figure>
Pour l'efficacité calculée avec Boite de Petri 60 mL:

<figure><img src="image_143.png" /><figcaption>Figure A.42 : Méthode de Lenth pour les réponses $\varepsilon_{59\text{keV-Petri}} - \varepsilon_{1836\text{keV-Petri}}$</figcaption></figure>
Diagramme de Pareto:

<figure><img src="image_144.png" /><figcaption>Figure A.43: Diagramme de Pareto les réponses ε<sub>59keV-Mar</sub> ε<sub>1836keV-Mar</sub></figcaption></figure>
<figure><img src="image_145.png" /><figcaption>Figure A.44: Diagramme de Pareto les réponses $\epsilon_{59\text{keV-Petri}} - \epsilon_{1836\text{keV-Petri}}$</figcaption></figure>
# Annexe B: Résultats d'analyse du plan de surface de réponse

<table><caption>Tableau B.1: Matrice d'expérience de Box-Benkhen</caption><thead><tr><th rowspan="2">Essai</th><th>hc</th><th>zmf<sub>ext</sub></th><th>zml<sub>ext</sub></th><th>dc</th><th>dh</th><th>zml<sub>int</sub></th></tr><tr><th>A</th><th>B</th><th>C</th><th>D</th><th>E</th><th>F</th></tr></thead><tbody><tr><td>1</td><td>53,5</td><td>0,5</td><td>1</td><td>52,5</td><td>11,5</td><td>0,6</td></tr><tr><td>2</td><td>50,25</td><td>1</td><td>0</td><td>52,5</td><td>9</td><td>1,8</td></tr><tr><td>3</td><td>47</td><td>0,5</td><td>0,5</td><td>49</td><td>14</td><td>1,8</td></tr><tr><td>4</td><td>50,25</td><td>1</td><td>0,5</td><td>52,5</td><td>14</td><td>0,6</td></tr><tr><td>5</td><td>50,25</td><td>0,5</td><td>1</td><td>56</td><td>11,5</td><td>0,6</td></tr><tr><td>6</td><td>47</td><td>0</td><td>0,5</td><td>56</td><td>11,5</td><td>1,8</td></tr><tr><td>7</td><td>53,5</td><td>0,5</td><td>0,5</td><td>49</td><td>14</td><td>1,8</td></tr><tr><td>8</td><td>47</td><td>0,5</td><td>0,5</td><td>56</td><td>14</td><td>1,8</td></tr><tr><td>9</td><td>50,25</td><td>0,5</td><td>0</td><td>56</td><td>11,5</td><td>0,6</td></tr><tr><td>10</td><td>50,25</td><td>0,5</td><td>0</td><td>49</td><td>11,5</td><td>0,6</td></tr><tr><td>11</td><td>53,5</td><td>1</td><td>0,5</td><td>56</td><td>11,5</td><td>1,8</td></tr><tr><td>12</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>13</td><td>50,25</td><td>1</td><td>0,5</td><td>52,5</td><td>9</td><td>3</td></tr><tr><td>14</td><td>53,5</td><td>0,5</td><td>1</td><td>52,5</td><td>11,5</td><td>3</td></tr><tr><td>15</td><td>47</td><td>0,5</td><td>0,5</td><td>56</td><td>9</td><td>1,8</td></tr><tr><td>16</td><td>53,5</td><td>0,5</td><td>0</td><td>52,5</td><td>11,5</td><td>3</td></tr><tr><td>17</td><td>53,5</td><td>0,5</td><td>0</td><td>52,5</td><td>11,5</td><td>0,6</td></tr><tr><td>18</td><td>50,25</td><td>0</td><td>0,5</td><td>52,5</td><td>9</td><td>3</td></tr><tr><td>19</td><td>50,25</td><td>1</td><td>1</td><td>52,5</td><td>14</td><td>1,8</td></tr><tr><td>20</td><td>53,5</td><td>0</td><td>0,5</td><td>56</td><td>11,5</td><td>1,8</td></tr><tr><td>21</td><td>53,5</td><td>1</td><td>0,5</td><td>49</td><td>11,5</td><td>1,8</td></tr><tr><td>22</td><td>50,25</td><td>0</td><td>0,5</td><td>52,5</td><td>9</td><td>0,6</td></tr><tr><td>23</td><td>50,25</td><td>0,5</td><td>0</td><td>49</td><td>11,5</td><td>3</td></tr><tr><td>24</td><td>50,25</td><td>0</td><td>1</td><td>52,5</td><td>9</td><td>1,8</td></tr><tr><td>25</td><td>50,25</td><td>0</td><td>0</td><td>52,5</td><td>9</td><td>1,8</td></tr><tr><td>26</td><td>47</td><td>0,5</td><td>0</td><td>52,5</td><td>11,5</td><td>3</td></tr><tr><td>27</td><td>50,25</td><td>0</td><td>0,5</td><td>52,5</td><td>14</td><td>3</td></tr><tr><td>28</td><td>50,25</td><td>0</td><td>0,5</td><td>52,5</td><td>14</td><td>0,6</td></tr><tr><td>29</td><td>47</td><td>1</td><td>0,5</td><td>56</td><td>11,5</td><td>1,8</td></tr><tr><td>30</td><td>50,25</td><td>1</td><td>0,5</td><td>52,5</td><td>14</td><td>3</td></tr><tr><td>31</td><td>53,5</td><td>0,5</td><td>0,5</td><td>56</td><td>14</td><td>1,8</td></tr></tbody></table>
<table><tr><td>32</td><td>47</td><td>0,5</td><td>1</td><td>52,5</td><td>11,5</td><td>0,6</td></tr><tr><td>33</td><td>50,25</td><td>0,5</td><td>1</td><td>49</td><td>11,5</td><td>0,6</td></tr><tr><td>34</td><td>47</td><td>1</td><td>0,5</td><td>49</td><td>11,5</td><td>1,8</td></tr><tr><td>35</td><td>47</td><td>0,5</td><td>0,5</td><td>49</td><td>9</td><td>1,8</td></tr><tr><td>36</td><td>50,25</td><td>0</td><td>0</td><td>52,5</td><td>14</td><td>1,8</td></tr><tr><td>37</td><td>50,25</td><td>1</td><td>1</td><td>52,5</td><td>9</td><td>1,8</td></tr><tr><td>38</td><td>53,5</td><td>0,5</td><td>0,5</td><td>49</td><td>9</td><td>1,8</td></tr><tr><td>39</td><td>47</td><td>0,5</td><td>1</td><td>52,5</td><td>11,5</td><td>3</td></tr><tr><td>40</td><td>50,25</td><td>1</td><td>0</td><td>52,5</td><td>14</td><td>1,8</td></tr><tr><td>41</td><td>50,25</td><td>0,5</td><td>1</td><td>56</td><td>11,5</td><td>3</td></tr><tr><td>42</td><td>50,25</td><td>0,5</td><td>0</td><td>56</td><td>11,5</td><td>3</td></tr><tr><td>43</td><td>50,25</td><td>0,5</td><td>1</td><td>49</td><td>11,5</td><td>3</td></tr><tr><td>44</td><td>50,25</td><td>0</td><td>1</td><td>52,5</td><td>14</td><td>1,8</td></tr><tr><td>45</td><td>50,25</td><td>1</td><td>0,5</td><td>52,5</td><td>9</td><td>0,6</td></tr><tr><td>46</td><td>47</td><td>0,5</td><td>0</td><td>52,5</td><td>11,5</td><td>0,6</td></tr><tr><td>47</td><td>47</td><td>0</td><td>0,5</td><td>49</td><td>11,5</td><td>1,8</td></tr><tr><td>48</td><td>53,5</td><td>0,5</td><td>0,5</td><td>56</td><td>9</td><td>1,8</td></tr><tr><td>49</td><td>53,5</td><td>0</td><td>0,5</td><td>49</td><td>11,5</td><td>1,8</td></tr><tr><td>50</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>51</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>52</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>53</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>54</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr><tr><td>55</td><td>50,25</td><td>0,5</td><td>0,5</td><td>52,5</td><td>11,5</td><td>1,8</td></tr></table>
<table><caption>Tableau B.2: Résultats des essais du plan de Box-Benkhen</caption><thead><tr><th>N</th><th>ε<sub>59-Petri</sub></th><th>ε<sub>88-Petri</sub></th><th>ε<sub>165-Petri</sub></th><th>ε<sub>661-Petri</sub></th><th>ε<sub>1173-Petri</sub></th><th>ε<sub>1836-Petri</sub></th><th>ε<sub>59-Mar</sub></th><th>ε<sub>88-Mar</sub></th><th>ε<sub>165-Mar</sub></th><th>ε<sub>661-Mar</sub></th><th>ε<sub>1173-Mar</sub></th><th>ε<sub>1836-Mar</sub></th></tr></thead><tbody><tr><td>1</td><td>1,34E-2</td><td>2,81E-2</td><td>3,28E-2</td><td>1,05E-2</td><td>6,49E-3</td><td>4,70E-3</td><td>4,76E-2</td><td>7,42E-2</td><td>6,70E-2</td><td>1,88E-2</td><td>1,18E-2</td><td>8,03E-3</td></tr><tr><td>2</td><td>3,25E-2</td><td>3,93E-2</td><td>3,60E-2</td><td>1,09E-2</td><td>6,75E-3</td><td>4,69E-3</td><td>2,54E-2</td><td>6,00E-2</td><td>6,44E-2</td><td>1,89E-2</td><td>1,17E-2</td><td>7,91E-3</td></tr><tr><td>3</td><td>1,76E-2</td><td>2,95E-2</td><td>2,87E-2</td><td>7,17E-3</td><td>4,29E-3</td><td>2,81E-3</td><td>4,45E-2</td><td>6,84E-2</td><td>5,86E-2</td><td>1,36E-2</td><td>7,98E-3</td><td>5,25E-3</td></tr><tr><td>4</td><td>1,64E-2</td><td>3,06E-2</td><td>3,30E-2</td><td>1,00E-2</td><td>6,21E-3</td><td>4,32E-3</td><td>2,48E-2</td><td>5,85E-2</td><td>6,24E-2</td><td>1,79E-2</td><td>1,09E-2</td><td>7,37E-3</td></tr><tr><td>5</td><td>1,50E-2</td><td>3,05E-2</td><td>3,52E-2</td><td>1,16E-2</td><td>7,50E-3</td><td>5,18E-3</td><td>5,18E-2</td><td>8,08E-2</td><td>7,46E-2</td><td>2,17E-2</td><td>1,36E-2</td><td>9,15E-3</td></tr><tr><td>6</td><td>3,14E-2</td><td>4,10E-2</td><td>3,79E-2</td><td>1,14E-2</td><td>6,96E-3</td><td>4,81E-3</td><td>1,09E-1</td><td>1,09E-1</td><td>8,17E-2</td><td>2,15E-2</td><td>1,33E-2</td><td>8,88E-3</td></tr><tr><td>7</td><td>1,83E-2</td><td>3,12E-2</td><td>3,10E-2</td><td>8,39E-3</td><td>5,09E-3</td><td>3,49E-3</td><td>4,45E-2</td><td>6,87E-2</td><td>6,09E-2</td><td>1,53E-2</td><td>9,25E-3</td><td>6,08E-3</td></tr><tr><td>8</td><td>2,16E-2</td><td>3,60E-2</td><td>3,61E-2</td><td>1,07E-2</td><td>6,49E-3</td><td>4,39E-3</td><td>5,30E-2</td><td>8,25E-2</td><td>7,36E-2</td><td>1,97E-2</td><td>1,19E-2</td><td>7,92E-3</td></tr><tr><td>9</td><td>3,97E-2</td><td>4,66E-2</td><td>4,15E-2</td><td>1,33E-2</td><td>8,49E-3</td><td>5,93E-3</td><td>5,41E-2</td><td>8,47E-2</td><td>7,88E-2</td><td>2,36E-2</td><td>1,48E-2</td><td>9,99E-3</td></tr><tr><td>10</td><td>3,33E-2</td><td>3,85E-2</td><td>3,35E-2</td><td>9,63E-3</td><td>5,93E-3</td><td>3,98E-3</td><td>4,59E-2</td><td>7,08E-2</td><td>6,36E-2</td><td>1,70E-2</td><td>1,05E-2</td><td>7,00E-3</td></tr><tr><td>11</td><td>1,83E-2</td><td>3,46E-2</td><td>3,76E-2</td><td>1,23E-2</td><td>7,86E-3</td><td>5,50E-3</td><td>2,68E-2</td><td>6,36E-2</td><td>6,98E-2</td><td>2,12E-2</td><td>1,32E-2</td><td>8,98E-3</td></tr><tr><td>12</td><td>1,99E-2</td><td>3,35E-2</td><td>3,40E-2</td><td>1,00E-2</td><td>6,12E-3</td><td>4,36E-3</td><td>4,88E-2</td><td>7,61E-2</td><td>6,78E-2</td><td>1,82E-2</td><td>1,12E-2</td><td>7,44E-3</td></tr><tr><td>13</td><td>1,63E-2</td><td>3,06E-2</td><td>3,26E-2</td><td>9,65E-3</td><td>5,94E-3</td><td>4,13E-3</td><td>2,48E-2</td><td>5,85E-2</td><td>6,17E-2</td><td>1,73E-2</td><td>1,04E-2</td><td>7,09E-3</td></tr><tr><td>14</td><td>1,33E-2</td><td>2,81E-2</td><td>3,20E-2</td><td>9,34E-3</td><td>5,65E-3</td><td>4,06E-3</td><td>4,76E-2</td><td>7,41E-2</td><td>6,59E-2</td><td>1,71E-2</td><td>1,05E-2</td><td>7,03E-3</td></tr><tr><td>15</td><td>2,16E-2</td><td>3,61E-2</td><td>3,67E-2</td><td>1,15E-2</td><td>7,17E-3</td><td>4,91E-3</td><td>5,30E-2</td><td>8,27E-2</td><td>7,53E-2</td><td>2,13E-2</td><td>1,32E-2</td><td>8,92E-3</td></tr><tr><td>16</td><td>3,74E-2</td><td>4,37E-2</td><td>3,81E-2</td><td>1,08E-2</td><td>6,58E-3</td><td>4,66E-3</td><td>5,01E-2</td><td>7,81E-2</td><td>7,02E-2</td><td>1,90E-2</td><td>1,16E-2</td><td>7,84E-3</td></tr><tr><td>17</td><td>3,75E-2</td><td>4,38E-2</td><td>3,89E-2</td><td>1,20E-2</td><td>7,49E-3</td><td>5,33E-3</td><td>5,01E-2</td><td>7,82E-2</td><td>7,13E-2</td><td>2,07E-2</td><td>1,29E-2</td><td>8,94E-3</td></tr><tr><td>18</td><td>2,86E-2</td><td>3,78E-2</td><td>3,52E-2</td><td>1,01E-2</td><td>6,26E-3</td><td>4,34E-3</td><td>1,00E-1</td><td>1,00E-1</td><td>7,43E-2</td><td>1,91E-2</td><td>1,14E-2</td><td>7,67E-3</td></tr><tr><td>19</td><td>9,97E-3</td><td>2,47E-2</td><td>2,99E-2</td><td>8,68E-3</td><td>5,29E-3</td><td>3,69E-3</td><td>2,41E-2</td><td>5,69E-2</td><td>5,94E-2</td><td>1,59E-2</td><td>9,69E-3</td><td>6,33E-3</td></tr><tr><td>20</td><td>3,22E-2</td><td>4,29E-2</td><td>4,06E-2</td><td>1,29E-2</td><td>8,21E-3</td><td>5,78E-3</td><td>1,09E-1</td><td>1,09E-1</td><td>8,36E-2</td><td>2,34E-2</td><td>1,46E-2</td><td>9,98E-3</td></tr><tr><td>21</td><td>1,52E-2</td><td>2,86E-2</td><td>3,02E-2</td><td>8,66E-3</td><td>5,26E-3</td><td>3,64E-3</td><td>2,26E-2</td><td>5,28E-2</td><td>5,59E-2</td><td>1,52E-2</td><td>9,25E-3</td><td>6,20E-3</td></tr><tr><td>22</td><td>2,87E-2</td><td>3,79E-2</td><td>3,60E-2</td><td>1,12E-2</td><td>7,01E-3</td><td>4,88E-3</td><td>1,00E-1</td><td>1,00E-1</td><td>7,58E-2</td><td>2,10E-2</td><td>1,28E-2</td><td>8,75E-3</td></tr><tr><td>23</td><td>3,32E-2</td><td>3,84E-2</td><td>3,25E-2</td><td>8,43E-3</td><td>5,06E-3</td><td>3,33E-3</td><td>4,59E-2</td><td>7,07E-2</td><td>6,18E-2</td><td>1,51E-2</td><td>9,06E-3</td><td>6,00E-3</td></tr><tr><td>24</td><td>2,17E-2</td><td>3,17E-2</td><td>3,28E-2</td><td>9,97E-3</td><td>6,20E-3</td><td>4,31E-3</td><td>9,77E-2</td><td>9,74E-2</td><td>7,26E-2</td><td>1,90E-2</td><td>1,17E-2</td><td>7,74E-3</td></tr><tr><td>25</td><td>4,54E-2</td><td>4,70E-2</td><td>3,87E-2</td><td>1,14E-2</td><td>7,10E-3</td><td>4,90E-3</td><td>1,03E-1</td><td>1,03E-1</td><td>7,74E-2</td><td>2,09E-2</td><td>1,28E-2</td><td>8,59E-3</td></tr><tr><td>26</td><td>3,49E-2</td><td>4,11E-2</td><td>3,51E-2</td><td>9,44E-3</td><td>5,61E-3</td><td>3,85E-3</td><td>5,00E-2</td><td>7,78E-2</td><td>6,76E-2</td><td>1,71E-2</td><td>1,02E-2</td><td>6,77E-3</td></tr><tr><td>27</td><td>2,86E-2</td><td>3,78E-2</td><td>3,45E-2</td><td>9,20E-3</td><td>5,54E-3</td><td>3,76E-3</td><td>1,00E-1</td><td>1,00E-1</td><td>7,29E-2</td><td>1,75E-2</td><td>1,03E-2</td><td>6,76E-3</td></tr><tr><td>28</td><td>2,86E-2</td><td>3,79E-2</td><td>3,56E-2</td><td>1,05E-2</td><td>6,53E-3</td><td>4,56E-3</td><td>1,00E-1</td><td>1,00E-1</td><td>7,50E-2</td><td>1,98E-2</td><td>1,20E-2</td><td>8,04E-3</td></tr><tr><td>29</td><td>1,76E-2</td><td>3,26E-2</td><td>3,50E-2</td><td>1,09E-2</td><td>6,69E-3</td><td>4,58E-3</td><td>2,68E-2</td><td>6,34E-2</td><td>6,79E-2</td><td>1,94E-2</td><td>1,19E-2</td><td>8,00E-3</td></tr><tr><td>30</td><td>1,63E-2</td><td>3,05E-2</td><td>3,19E-2</td><td>8,72E-3</td><td>5,22E-3</td><td>3,56E-3</td><td>2,48E-2</td><td>5,85E-2</td><td>6,03E-2</td><td>1,57E-2</td><td>9,32E-3</td><td>6,13E-3</td></tr><tr><td>31</td><td>2,23E-2</td><td>3,80E-2</td><td>3,89E-2</td><td>1,22E-2</td><td>7,64E-3</td><td>5,32E-3</td><td>5,30E-2</td><td>8,28E-2</td><td>7,60E-2</td><td>2,16E-2</td><td>1,33E-2</td><td>8,95E-3</td></tr><tr><td>32</td><td>1,34E-2</td><td>2,70E-2</td><td>3,07E-2</td><td>9,31E-3</td><td>5,71E-3</td><td>3,99E-3</td><td>4,76E-2</td><td>7,40E-2</td><td>6,60E-2</td><td>1,77E-2</td><td>1,08E-2</td><td>7,22E-3</td></tr><tr><td>33</td><td>1,19E-2</td><td>2,49E-2</td><td>2,82E-2</td><td>8,24E-3</td><td>5,11E-3</td><td>3,43E-3</td><td>4,32E-2</td><td>6,66E-2</td><td>5,93E-2</td><td>1,54E-2</td><td>9,42E-3</td><td>6,18E-3</td></tr><tr><td>34</td><td>1,45E-2</td><td>2,69E-2</td><td>2,80E-2</td><td>7,55E-3</td><td>4,46E-3</td><td>2,98E-3</td><td>2,26E-2</td><td>5,26E-2</td><td>5,40E-2</td><td>1,37E-2</td><td>8,18E-3</td><td>5,38E-3</td></tr><tr><td>35</td><td>1,76E-2</td><td>2,95E-2</td><td>2,94E-2</td><td>8,06E-3</td><td>4,89E-3</td><td>3,26E-3</td><td>4,45E-2</td><td>6,85E-2</td><td>6,03E-2</td><td>1,51E-2</td><td>9,10E-3</td><td>6,06E-3</td></tr><tr><td>36</td><td>4,54E-2</td><td>4,70E-2</td><td>3,82E-2</td><td>1,06E-2</td><td>6,48E-3</td><td>4,44E-3</td><td>1,03E-1</td><td>1,03E-1</td><td>7,63E-2</td><td>1,95E-2</td><td>1,16E-2</td><td>7,78E-3</td></tr><tr><td>37</td><td>1,00E-2</td><td>2,47E-2</td><td>3,03E-2</td><td>9,51E-3</td><td>5,86E-3</td><td>4,14E-3</td><td>2,41E-2</td><td>5,70E-2</td><td>6,04E-2</td><td>1,72E-2</td><td>1,06E-2</td><td>7,11E-3</td></tr></tbody></table>
<table><tr><td>38</td><td>1,83E-2</td><td>3,12E-2</td><td>3,16E-2</td><td>9,18E-3</td><td>5,69E-3</td><td>3,90E-3</td><td>4,45E-2</td><td>6,87E-2</td><td>6,17E-2</td><td>1,64E-2</td><td>1,01E-2</td><td>6,74E-3</td></tr><tr><td>39</td><td>1,33E-2</td><td>2,69E-2</td><td>2,96E-2</td><td>8,13E-3</td><td>4,82E-3</td><td>3,33E-3</td><td>4,76E-2</td><td>7,38E-2</td><td>6,33E-2</td><td>1,54E-2</td><td>9,23E-3</td><td>6,04E-3</td></tr><tr><td>40</td><td>3,25E-2</td><td>3,93E-2</td><td>3,55E-2</td><td>1,01E-2</td><td>6,12E-3</td><td>4,23E-3</td><td>2,54E-2</td><td>6,00E-2</td><td>6,33E-2</td><td>1,76E-2</td><td>1,06E-2</td><td>7,10E-3</td></tr><tr><td>41</td><td>1,49E-2</td><td>3,04E-2</td><td>3,44E-2</td><td>1,05E-2</td><td>6,55E-3</td><td>4,48E-3</td><td>5,18E-2</td><td>8,08E-2</td><td>7,28E-2</td><td>1,96E-2</td><td>1,20E-2</td><td>7,95E-3</td></tr><tr><td>42</td><td>3,96E-2</td><td>4,66E-2</td><td>4,06E-2</td><td>1,20E-2</td><td>7,49E-3</td><td>5,20E-3</td><td>5,41E-2</td><td>8,46E-2</td><td>7,69E-2</td><td>2,14E-2</td><td>1,32E-2</td><td>8,74E-3</td></tr><tr><td>43</td><td>1,19E-2</td><td>2,48E-2</td><td>2,72E-2</td><td>7,15E-3</td><td>4,33E-3</td><td>2,85E-3</td><td>4,32E-2</td><td>6,66E-2</td><td>5,75E-2</td><td>1,36E-2</td><td>8,08E-3</td><td>5,20E-3</td></tr><tr><td>44</td><td>2,17E-2</td><td>3,16E-2</td><td>3,23E-2</td><td>9,11E-3</td><td>5,61E-3</td><td>3,87E-3</td><td>9,77E-2</td><td>9,74E-2</td><td>7,15E-2</td><td>1,77E-2</td><td>1,05E-2</td><td>6,96E-3</td></tr><tr><td>45</td><td>1,64E-2</td><td>3,06E-2</td><td>3,33E-2</td><td>1,07E-2</td><td>6,69E-3</td><td>4,65E-3</td><td>2,48E-2</td><td>5,85E-2</td><td>6,32E-2</td><td>1,90E-2</td><td>1,17E-2</td><td>8,11E-3</td></tr><tr><td>46</td><td>3,50E-2</td><td>4,12E-2</td><td>3,62E-2</td><td>1,07E-2</td><td>6,57E-3</td><td>4,51E-3</td><td>5,00E-2</td><td>7,80E-2</td><td>7,03E-2</td><td>1,95E-2</td><td>1,19E-2</td><td>7,96E-3</td></tr><tr><td>47</td><td>2,52E-2</td><td>3,33E-2</td><td>3,02E-2</td><td>7,92E-3</td><td>4,71E-3</td><td>3,15E-3</td><td>9,11E-2</td><td>8,99E-2</td><td>6,53E-2</td><td>1,53E-2</td><td>9,06E-3</td><td>6,05E-3</td></tr><tr><td>48</td><td>2,23E-2</td><td>3,80E-2</td><td>3,93E-2</td><td>1,30E-2</td><td>8,35E-3</td><td>5,78E-3</td><td>5,30E-2</td><td>8,28E-2</td><td>7,68E-2</td><td>2,29E-2</td><td>1,43E-2</td><td>9,85E-3</td></tr><tr><td>49</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr><tr><td>50</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr><tr><td>52</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr><tr><td>53</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr><tr><td>54</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr><tr><td>55</td><td>2,60E-2</td><td>3,50E-2</td><td>3,25E-2</td><td>9,07E-3</td><td>5,52E-3</td><td>3,80E-3</td><td>9,11E-2</td><td>9,02E-2</td><td>6,71E-2</td><td>1,67E-2</td><td>1,02E-2</td><td>6,85E-3</td></tr></table>
# Analyse statistique globale des modèles :

<table><caption>Tableau B.3 : Analyse de la variance pour l'ensemble des modèles</caption><thead><tr><th>Modèle</th><th>Source de variation</th><th>DL</th><th>SC</th><th>CM</th><th>F</th><th>p-value</th></tr></thead><tbody><tr><td rowspan="3">ε<sub>59-Petri</sub></td><td>Régression</td><td>11</td><td>0,039881</td><td>0,0036255</td><td>9009,1376</td><td>0,000</td></tr><tr><td>Résidu</td><td>44</td><td>1,489E-05</td><td>4,0243E-07</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>88-Petri</sub></td><td>Régression</td><td>15</td><td>0,012608</td><td>0,00084053</td><td>13684</td><td>0,000</td></tr><tr><td>Résidu</td><td>40</td><td>2,027E-06</td><td>6,1425E-08</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>165-Petri</sub></td><td>Régression</td><td>15</td><td>0,0026182</td><td>0,00017455</td><td>1423,8261</td><td>0,000</td></tr><tr><td>Résidu</td><td>40</td><td>4,0455E-06</td><td>1,2259E-07</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>661-Petri</sub></td><td>Régression</td><td>16</td><td>0,00033517</td><td>2,0948E-05</td><td>993,8441</td><td>0,000</td></tr><tr><td>Résidu</td><td>39</td><td>6,745E-07</td><td>2,1078E-08</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>1173-Petri</sub></td><td>Régression</td><td>16</td><td>0,00014793</td><td>9,2454E-06</td><td>1464,4366</td><td>0,000</td></tr><tr><td>Résidu</td><td>39</td><td>2,0202E-07</td><td>6,3133E-09</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>1836-Petri</sub></td><td>Régression</td><td>14</td><td>7,5185E-05</td><td>5,3703E-06</td><td>1100,6471</td><td>0,000</td></tr><tr><td>Résidu</td><td>41</td><td>1,6589E-07</td><td>4,8792E-09</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>59-Mar</sub></td><td>Régression</td><td>12</td><td>0,003306</td><td>0,0002755</td><td>6208,1547</td><td>0,000</td></tr><tr><td>Résidu</td><td>43</td><td>1,5976E-06</td><td>4,4376E-08</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>88-Mar</sub></td><td>Régression</td><td>14</td><td>0,0016325</td><td>0,00011661</td><td>3726,1896</td><td>0,000</td></tr><tr><td>Résidu</td><td>41</td><td>1,064E-06</td><td>3,1295E-08</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>165-Mar</sub></td><td>Régression</td><td>15</td><td>0,00062793</td><td>4,1862E-05</td><td>5275,7983</td><td>0,000</td></tr><tr><td>Résidu</td><td>40</td><td>2,6184E-07</td><td>7,9347E-09</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>661-Mar</sub></td><td>Régression</td><td>15</td><td>0,0001294</td><td>8,6266E-06</td><td>1690,2558</td><td>0,000</td></tr><tr><td>Résidu</td><td>40</td><td>1,6842E-07</td><td>5,1037E-09</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr></tbody></table>
<table><caption>Tableau B.4: Qualité descriptives et prédictive des modèles</caption><tbody><tr><td rowspan="3">ε<sub>1173-Mar</sub></td><td>Régression</td><td>15</td><td>6,4958E-05</td><td>4,3305E-06</td><td>1285,6483</td><td>0,000</td></tr><tr><td>Résidu</td><td>40</td><td>1,1116E-07</td><td>3,3684E-09</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr><tr><td rowspan="3">ε<sub>1836-Mar</sub></td><td>Régression</td><td>17</td><td>3,502E-05</td><td>2,06E-06</td><td>2336,7041</td><td>0,000</td></tr><tr><td>Résidu</td><td>38</td><td>2,7329E-08</td><td>8,8157E-10</td><td></td><td></td></tr><tr><td>Totale</td><td>55</td><td></td><td></td><td></td><td></td></tr></tbody></table>

<table><thead><tr><th></th><th>ε<sub>59-Petri</sub></th><th>ε<sub>88-Petri</sub></th><th>ε<sub>165-Petri</sub></th><th>ε<sub>661-Petri</sub></th><th>ε<sub>1173-Petri</sub></th><th>ε<sub>1836-Petri</sub></th><th>ε<sub>59-Mar</sub></th><th>ε<sub>88-Mar</sub></th><th>ε<sub>165-Mar</sub></th><th>ε<sub>661-Mar</sub></th><th>ε<sub>1173-Mar</sub></th><th>ε<sub>1836-Mar</sub></th></tr></thead><tbody><tr><th>R<sup>2</sup></th><td>100%</td><td>100%</td><td>99,8%</td><td>99,8%</td><td>99,9%</td><td>99,8%</td><td>100%</td><td>99,9%</td><td>100%</td><td>99,9%</td><td>99,8%</td><td>99,9%</td></tr><tr><th>R<sup>2</sup><sub>ajusté</sub></th><td>100%</td><td>100%</td><td>99,8%</td><td>99,7%</td><td>99,8%</td><td>99,7%</td><td>99,9%</td><td>99,9%</td><td>99,9%</td><td>99,8%</td><td>99,8%</td><td>99,9%</td></tr><tr><th>R<sup>2</sup><sub>prévu</sub></th><td>99,9%</td><td>100%</td><td>99,8%</td><td>99,6%</td><td>99,8%</td><td>99,7%</td><td>99,9%</td><td>99,9%</td><td>99,9%</td><td>99,8%</td><td>99,7%</td><td>99,9%</td></tr></tbody></table>
Analyse statistique des éléments du modèle :

<table><caption>Tableau B.5: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0352608</td><td>0,002672</td><td>-13,196</td><td>0,000</td></tr><tr><td>A</td><td>0,000212808</td><td>5,983E-05</td><td>3,557</td><td>0,001</td></tr><tr><td>D</td><td>0,00249264</td><td>5,623E-03</td><td>44,330</td><td>0,000</td></tr><tr><td>AB</td><td>-0,000329552</td><td>9,173E-05</td><td>-3,592</td><td>0,001</td></tr><tr><td>AC</td><td>-9,29369E-05</td><td>9,764E-06</td><td>-9,52</td><td>0,000</td></tr><tr><td>BB</td><td>0,0568706</td><td>0,0006874</td><td>82,732</td><td>0,000</td></tr><tr><td>BC</td><td>0,00385742</td><td>0,0008501</td><td>4,538</td><td>0,000</td></tr><tr><td>BD</td><td>-0,0022949</td><td>8,776E-05</td><td>-26,150</td><td>0,000</td></tr></tbody></table>

<table><caption>Tableau B.6: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0439952</td><td>0,001784</td><td>-24,664</td><td>0,000</td></tr><tr><td>A</td><td>0,000167252</td><td>1,511E-05</td><td>11,073</td><td>0,000</td></tr><tr><td>D</td><td>0,00276967</td><td>5,513E-05</td><td>50,242</td><td>0,000</td></tr><tr><td>AC</td><td>-0,000116649</td><td>6,941E06</td><td>-16,805</td><td>0,000</td></tr><tr><td>BB</td><td>0,0143201</td><td>0,0002931</td><td>48,860</td><td>0,000</td></tr><tr><td>BC</td><td>0,00237415</td><td>0,0003298</td><td>7,198</td><td>0,000</td></tr><tr><td>BD</td><td>-0,00111334</td><td>6,627E-06</td><td>-167,989</td><td>0,000</td></tr><tr><td>CC</td><td>0,00056461</td><td>0,000294</td><td>1,920</td><td>0,063</td></tr><tr><td>DE</td><td>-1,06835E-05</td><td>4,567E-06</td><td>-2,339</td><td>0,025</td></tr><tr><td>DF</td><td>-1,03866E-05</td><td>3,545E-06</td><td>-2,930</td><td>0,006</td></tr><tr><td>EF</td><td>2,3147E-05</td><td>1,041E-05</td><td>2,224</td><td>0,032</td></tr><tr><td>FF</td><td>0,00013294</td><td>5,058E-05</td><td>2,628</td><td>0,012</td></tr></tbody></table>
<table><caption>Tableau B.7: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0636428</td><td>0,001619</td><td>-39,318</td><td>0,000</td></tr><tr><td>D</td><td>0,00277867</td><td>4,048E-05</td><td>68,643</td><td>0,000</td></tr><tr><td>AC</td><td>-9,49881E-05</td><td>5,281E-06</td><td>-17,987</td><td>0,000</td></tr><tr><td>AE</td><td>2,91775E-05</td><td>3,497E-06</td><td>8,343</td><td>0,000</td></tr><tr><td>AF</td><td>7,04305E-05</td><td>1,994E-05</td><td>3,532</td><td>0,001</td></tr><tr><td>BB</td><td>0,00143236</td><td>0,0003711</td><td>3,860</td><td>0,000</td></tr><tr><td>BC</td><td>0,000878505</td><td>0,0004597</td><td>1,911</td><td>0,064</td></tr><tr><td>BD</td><td>-0,000284656</td><td>8,657E-06</td><td>-32,881</td><td>0,000</td></tr><tr><td>DE</td><td>-3,10404E-05</td><td>3,783E-06</td><td>-8,205</td><td>0,000</td></tr><tr><td>DF</td><td>-6,37701E-05</td><td>1,937E-05</td><td>-3,293</td><td>0,002</td></tr><tr><td>EF</td><td>-0,000103367</td><td>3,72E-05</td><td>-2,779</td><td>0,008</td></tr></tbody></table>

<table><caption>Tableau B.8: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0127587</td><td>0,008011</td><td>-1,593</td><td>0,120</td></tr><tr><td>A</td><td>-0,000394057</td><td>0,0001669</td><td>-2,361</td><td>0,024</td></tr><tr><td>D</td><td>0,00056608</td><td>0,0001597</td><td>3,545</td><td>0,001</td></tr><tr><td>AD</td><td>9,76923E-06</td><td>3,008E-06</td><td>3,247</td><td>0,003</td></tr><tr><td>AE</td><td>8,97232E-06</td><td>4,404E-06</td><td>2,073</td><td>0,049</td></tr><tr><td>AF</td><td>2,61629E-05</td><td>8,84E-06</td><td>2,959</td><td>0,005</td></tr><tr><td>BD</td><td>-3,6875E-05</td><td>1,064E-06</td><td>-34,659</td><td>0,000</td></tr><tr><td>CC</td><td>-0,000413802</td><td>0,0001626</td><td>-2,546</td><td>0,015</td></tr><tr><td>CD</td><td>-2,54328E-05</td><td>3,271E-06</td><td>-7,776</td><td>0,000</td></tr><tr><td>DE</td><td>-7,80596E-06</td><td>4,188E-06</td><td>-1,864</td><td>0,071</td></tr><tr><td>DF</td><td>-3,21054E-05</td><td>8,44E-06</td><td>-3,804</td><td>0,001</td></tr><tr><td>EE</td><td>-1,27825E-05</td><td>6,18E-06</td><td>-2,068</td><td>0,046</td></tr><tr><td>EF</td><td>-4,97657E-05</td><td>1,574E-05</td><td>-3,161</td><td>0,003</td></tr></tbody></table>
<table><caption>Tableau B.9: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,00594987</td><td>0,004361</td><td>-1,364</td><td>0,181</td></tr><tr><td>A</td><td>-0,000285442</td><td>8,701E-05</td><td>-3,281</td><td>0,002</td></tr><tr><td>D</td><td>0,000250008</td><td>8,348E-05</td><td>2,995</td><td>0,005</td></tr><tr><td>AD</td><td>8,75275E-06</td><td>1,646E-06</td><td>5,316</td><td>0,000</td></tr><tr><td>AF</td><td>1,67873E-05</td><td>4,869E-06</td><td>3,448</td><td>0,001</td></tr><tr><td>BB</td><td>0,000495469</td><td>8,942E-05</td><td>5,541</td><td>0,000</td></tr><tr><td>BD</td><td>-3,78223E-05</td><td>3,636E-06</td><td>-10,402</td><td>0,000</td></tr><tr><td>BE</td><td>3,0431E-05</td><td>1,464E-05</td><td>2,079</td><td>0,045</td></tr><tr><td>CD</td><td>-2,13077E-05</td><td>5,823E-07</td><td>-36,594</td><td>0,000</td></tr><tr><td>DE</td><td>-3,86139E-06</td><td>3,452E-07</td><td>-11,185</td><td>0,000</td></tr><tr><td>DF</td><td>-2,3986E-05</td><td>4,645E-05</td><td>-5,164</td><td>0,000</td></tr><tr><td>EF</td><td>-3,29545E-05</td><td>8,596E-06</td><td>-3,3834</td><td>0,000</td></tr><tr><td>FF</td><td>3,24046E-05</td><td>1,551E-05</td><td>2,90</td><td>0,044</td></tr></tbody></table>

<table><caption>Tableau B.10: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0147121</td><td>0,0004342</td><td>-33,887</td><td>0,000</td></tr><tr><td>D</td><td>0,000360221</td><td>1,569E-05</td><td>22,965</td><td>0,000</td></tr><tr><td>AD</td><td>2,52419E-06</td><td>1,631E-07</td><td>15,479</td><td>0,000</td></tr><tr><td>AF</td><td>9,35187E-06</td><td>4,191E-06</td><td>2,232</td><td>0,031</td></tr><tr><td>BD</td><td>-1,99618E-05</td><td>2,832E-06</td><td>-7,049</td><td>0,000</td></tr><tr><td>BE</td><td>2,86847E-05</td><td>1,274E-05</td><td>2,252</td><td>0,030</td></tr><tr><td>CD</td><td>-1,56813E-05</td><td>5,069E-07</td><td>-30,933</td><td>0,000</td></tr><tr><td>DE</td><td>-3,06104E-06</td><td>3,004E-07</td><td>-10,189</td><td>0,000</td></tr><tr><td>DF</td><td>-1,34773E-05</td><td>4,004E-06</td><td>-3,366</td><td>0,002</td></tr><tr><td>EF</td><td>-2,07146E-05</td><td>7,48E-06</td><td>-2,769</td><td>0,009</td></tr></tbody></table>
<table><caption>Tableau B.11: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0289035</td><td>0,0008936</td><td>-32,345</td><td>0,000</td></tr><tr><td>A</td><td>0,000367733</td><td>1,973E-05</td><td>18,641</td><td>0,000</td></tr><tr><td>D</td><td>0,00102353</td><td>1,894E-05</td><td>54,963</td><td>0,000</td></tr><tr><td>AC</td><td>-0,000333597</td><td>3,043E-05</td><td>-10,963</td><td>0,000</td></tr><tr><td>BB</td><td>0,00934004</td><td>0,0002386</td><td>39,150</td><td>0,000</td></tr><tr><td>BC</td><td>0,000793314</td><td>0,0002819</td><td>2,814</td><td>0,008</td></tr><tr><td>BD</td><td>-0,000388618</td><td>5,477E-06</td><td>-70,958</td><td>0,000</td></tr><tr><td>CC</td><td>0,014622</td><td>0,0002393</td><td>61,110</td><td>0,000</td></tr><tr><td>CD</td><td>-0,000340798</td><td>2,911E-05</td><td>-11,707</td><td>0,000</td></tr></tbody></table>

<table><caption>Tableau B.12: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0157177</td><td>0,0008121</td><td>-19,355</td><td>0,000</td></tr><tr><td>D</td><td>0,000757792</td><td>2,768E-05</td><td>27,374</td><td>0,000</td></tr><tr><td>AC</td><td>-0,000154921</td><td>2,51E-05</td><td>-6,173</td><td>0,000</td></tr><tr><td>AD</td><td>8,85354E-06</td><td>3,094E-07</td><td>28,611</td><td>0,000</td></tr><tr><td>BB</td><td>0,00261928</td><td>0,0001974</td><td>13,268</td><td>0,000</td></tr><tr><td>BC</td><td>0,000506117</td><td>0,000233</td><td>2,172</td><td>0,036</td></tr><tr><td>BD</td><td>-0,000182847</td><td>4,53E-06</td><td>-40,362</td><td>0,000</td></tr><tr><td>CC</td><td>0,00389709</td><td>0,0001981</td><td>19,669</td><td>0,000</td></tr><tr><td>CD</td><td>-0,00017691</td><td>2,401E-05</td><td>-7,368</td><td>0,000</td></tr><tr><td>FF</td><td>-1,97923E-05</td><td>7,626E-06</td><td>-2,595</td><td>0,013</td></tr></tbody></table>
<table><caption>Tableau B.13: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>-0,0209071</td><td>0,0004099</td><td>-51,010</td><td>0,000</td></tr><tr><td>D</td><td>0,000760365</td><td>1,391E-05</td><td>54,655</td><td>0,000</td></tr><tr><td>AC</td><td>-4,69067E-05</td><td>1,261E-05</td><td>-3,719</td><td>0,001</td></tr><tr><td>AD</td><td>7,7421E-06</td><td>1,555E-07</td><td>49,785</td><td>0,000</td></tr><tr><td>BB</td><td>0,000285716</td><td>9,912E-05</td><td>2,883</td><td>0,006</td></tr><tr><td>BC</td><td>0,00029297</td><td>0,0001171</td><td>2,502</td><td>0,017</td></tr><tr><td>BD</td><td>-5,77788E-05</td><td>2,275E-06</td><td>-25,395</td><td>0,000</td></tr><tr><td>CC</td><td>0,000776685</td><td>9,94E-05</td><td>7,814</td><td>0,000</td></tr><tr><td>CD</td><td>-8,26804E-05</td><td>1,207E-05</td><td>-6,852</td><td>0,000</td></tr><tr><td>EE</td><td>-1,86477E-06</td><td>3,089E-07</td><td>-6,037</td><td>0,000</td></tr><tr><td>EF</td><td>-3,39005E-05</td><td>1,218E-06</td><td>-27,834</td><td>0,000</td></tr></tbody></table>

<table><caption>Tableau B.14: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>0,0015281</td><td>0,0004603</td><td>3,320</td><td>0,002</td></tr><tr><td>A</td><td>-0,000368019</td><td>1,697E-05</td><td>-21,689</td><td>0,000</td></tr><tr><td>AC</td><td>-2,40939E-05</td><td>1,736E-06</td><td>-13,876</td><td>0,000</td></tr><tr><td>AD</td><td>1,086E-05</td><td>7,89E-08</td><td>137,637</td><td>0,000</td></tr><tr><td>AE</td><td>4,07991E-06</td><td>1,353E-06</td><td>3,016</td><td>0,005</td></tr><tr><td>BB</td><td>-0,00033107</td><td>8,3E-05</td><td>-3,989</td><td>0,000</td></tr><tr><td>BD</td><td>-2,85426E-06</td><td>1,662E-06</td><td>-1,718</td><td>0,094</td></tr><tr><td>CC</td><td>-0,000159058</td><td>8,3E-05</td><td>-1,916</td><td>0,063</td></tr><tr><td>EE</td><td>-1,42526E-05</td><td>2,982E-06</td><td>-4,779</td><td>0,000</td></tr><tr><td>EF</td><td>-3,06562E-05</td><td>4,028E-06</td><td>-7,611</td><td>0,000</td></tr><tr><td>FF</td><td>-5,2455E-05</td><td>1,268E-05</td><td>-4,137</td><td>0,000</td></tr></tbody></table>
<table><caption>Tableau B.15: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>0,00715711</td><td>0,003204</td><td>2,234</td><td>0,032</td></tr><tr><td>A</td><td>-0,00039155</td><td>6,465E-05</td><td>-6,057</td><td>0,000</td></tr><tr><td>D</td><td>-0,000143946</td><td>6,062E-05</td><td>-2,375</td><td>0,023</td></tr><tr><td>AC</td><td>-1,3321 E-05</td><td>1,43E-06</td><td>-9,319</td><td>0,000</td></tr><tr><td>AD</td><td>1,05275E-05</td><td>1,205E-06</td><td>8,739</td><td>0,000</td></tr><tr><td>AE</td><td>1,90963E-06</td><td>1,114E-06</td><td>1,1714</td><td>0,095</td></tr><tr><td>BB</td><td>-0,0001717</td><td>6,834E-05</td><td>-2,512</td><td>0,016</td></tr><tr><td>BD</td><td>-2,42813E-06</td><td>1,368E-06</td><td>-1,775</td><td>0,084</td></tr><tr><td>CC</td><td>-0,000142908</td><td>6,834E-05</td><td>-2,091</td><td>0,043</td></tr><tr><td>EE</td><td>-8,96126E-06</td><td>2,455E-06</td><td>-3,650</td><td>0,001</td></tr><tr><td>EF</td><td>-2,32506E-06</td><td>3,316E-06</td><td>-7,011</td><td>0,000</td></tr><tr><td>FF</td><td>-3,58878E-05</td><td>1,044E-05</td><td>-3,438</td><td>0,001</td></tr></tbody></table>

<table><caption>Tableau B.16: Analyse statistique des coefficient du modèle</caption><thead><tr><td>Facteur</td><td>Coefficient</td><td>Ecart-type</td><td>t</td><td>P-value</td></tr></thead><tbody><tr><td>Cste</td><td>0,000175243</td><td>0,0001541</td><td>1,138</td><td>0,263</td></tr><tr><td>A</td><td>-0,000205616</td><td>5,52E-06</td><td>-37,251</td><td>0,000</td></tr><tr><td>AC</td><td>-7,89561E-06</td><td>4,283E-06</td><td>-1,844</td><td>0,073</td></tr><tr><td>AD</td><td>6,3353E-06</td><td>7,512E-08</td><td>84,332</td><td>0,000</td></tr><tr><td>BB</td><td>5,94455E-05</td><td>3,289E-05</td><td>1,808</td><td>0,079</td></tr><tr><td>BD</td><td>-4,35625E-06</td><td>6,613E-07</td><td>-6,587</td><td>0,000</td></tr><tr><td>CC</td><td>0,000136258</td><td>3,299E-05</td><td>4,130</td><td>0,000</td></tr><tr><td>CD</td><td>-9,96677E-06</td><td>4,082E-06</td><td>-2,442</td><td>0,020</td></tr><tr><td>CE</td><td>1,36762E-05</td><td>7,603E-06</td><td>1,799</td><td>0,080</td></tr><tr><td>CF</td><td>2,3556E-05</td><td>1,146E-05</td><td>2,056</td><td>0,047</td></tr><tr><td>DE</td><td>-1,88438E-06</td><td>1,343E-07</td><td>-14,032</td><td>0,000</td></tr><tr><td>DF</td><td>-3,77158E-06</td><td>6,869E-07</td><td>-5,491</td><td>0,000</td></tr><tr><td>EF</td><td>-1,12811E-05</td><td>3,081E-06</td><td>-3,661</td><td>0,001</td></tr></tbody></table>
<figure><img src="image_146.png" /><figcaption>Analyse statistique des résidus :</figcaption></figure>
<figure><img src="image_147.png" /></figure>
• Graphiques d'adéquation :

<figure><img src="image_148.png" /></figure>

<figure><img src="image_149.png" /></figure>
Validation du modèle sur des points tests internes :

<table><caption>Tableau B.17 : Points tests et résultats de validation pour les modèles $\epsilon_{59\text{keV-Mar}}$ et $\epsilon_{88\text{keV-Mar}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>59keV-Mar</sub></th><th colspan="3">ε<sub>88keV-Mar</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>2.52E-02</td><td>2.43E-02</td><td>3.97%</td><td>3.51E-02</td><td>3.43E-02</td><td>2.53%</td></tr><tr><td>2</td><td>3.26E-02</td><td>3.18E-02</td><td>2.65%</td><td>4.36E-02</td><td>4.23E-02</td><td>3.26%</td></tr><tr><td>3</td><td>1.94E-02</td><td>1.92E-02</td><td>0.79%</td><td>3.29E-02</td><td>3.35E-02</td><td>1.83%</td></tr><tr><td>4</td><td>2.13E-02</td><td>2.02E-02</td><td>5.43%</td><td>3.37E-02</td><td>3.26E-02</td><td>3.36%</td></tr><tr><td>5</td><td>1.52E-02</td><td>1.41E-02</td><td>7.86%</td><td>3.19E-02</td><td>3.10E-02</td><td>3.06%</td></tr><tr><td>6</td><td>2.37E-02</td><td>2.28E-02</td><td>3.86%</td><td>3.64E-02</td><td>3.53E-02</td><td>3.15%</td></tr><tr><td>7</td><td>2.76E-02</td><td>2.69E-02</td><td>2.66%</td><td>4.04E-02</td><td>3.91E-02</td><td>3.35%</td></tr><tr><td>8</td><td>2.12E-02</td><td>2.01E-02</td><td>5.50%</td><td>3.31E-02</td><td>3.21E-02</td><td>3.22%</td></tr><tr><td>9</td><td>3.55E-02</td><td>3.42E-02</td><td>3.82%</td><td>4.59E-02</td><td>4.41E-02</td><td>4.05%</td></tr><tr><td>10</td><td>3.67E-02</td><td>3.42E-02</td><td>7.33%</td><td>4.61E-02</td><td>4.40E-02</td><td>4.75%</td></tr></tbody></table>

<table><caption>Tableau B.18: Points tests et résultats de validation pour les modèles $\epsilon_{165\text{keV-Mar}}$ et $\epsilon_{1173\text{keV-Mar}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>165keV-Mar</sub></th><th colspan="3">ε<sub>1173keV-Mar</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>3.16E-02</td><td>3.03E-02</td><td>4.21%</td><td>4.82E-03</td><td>4.70E-03</td><td>2.60%</td></tr><tr><td>2</td><td>3.98E-02</td><td>3.74E-02</td><td>6.42%</td><td>7.25E-03</td><td>7.22E-03</td><td>0.47%</td></tr><tr><td>3</td><td>3.24E-02</td><td>3.27E-02</td><td>0.76%</td><td>5.23E-03</td><td>5.17E-03</td><td>1.12%</td></tr><tr><td>4</td><td>3.23E-02</td><td>3.05E-02</td><td>5.97%</td><td>5.34E-03</td><td>5.27E-03</td><td>1.29%</td></tr><tr><td>5</td><td>3.64E-02</td><td>3.38E-02</td><td>7.79%</td><td>7.58E-03</td><td>7.48E-03</td><td>1.27%</td></tr><tr><td>6</td><td>3.42E-02</td><td>3.23E-02</td><td>5.76%</td><td>5.57E-03</td><td>5.48E-03</td><td>1.66%</td></tr><tr><td>7</td><td>3.76E-02</td><td>3.58E-02</td><td>5.19%</td><td>6.82E-03</td><td>6.88E-03</td><td>0.87%</td></tr><tr><td>8</td><td>3.19E-02</td><td>3.03E-02</td><td>5.33%</td><td>5.57E-03</td><td>5.45E-03</td><td>2.11%</td></tr><tr><td>9</td><td>4.13E-02</td><td>3.95E-02</td><td>4.64%</td><td>8.12E-03</td><td>8.06E-03</td><td>0.73%</td></tr><tr><td>10</td><td>4.17E-02</td><td>3.92E-02</td><td>6.46%</td><td>8.01E-03</td><td>8.01E-03</td><td>0.01%</td></tr></tbody></table>
<table><caption>Tableau B.19 : Points tests et résultats de validation pour les modèles $\varepsilon_{1836\text{keV-Mar}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>1836keV-Mar</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>3.19E-03</td><td>3.11E-03</td><td>2.70%</td></tr><tr><td>2</td><td>4.99E-03</td><td>4.92E-03</td><td>1.38%</td></tr><tr><td>3</td><td>3.60E-03</td><td>3.51E-03</td><td>2.48%</td></tr><tr><td>4</td><td>3.57E-03</td><td>3.47E-03</td><td>2.91%</td></tr><tr><td>5</td><td>5.25E-03</td><td>5.21E-03</td><td>0.79%</td></tr><tr><td>6</td><td>3.65E-03</td><td>3.64E-03</td><td>0.22%</td></tr><tr><td>7</td><td>4.76E-03</td><td>4.66E-03</td><td>2.10%</td></tr><tr><td>8</td><td>3.76E-03</td><td>3.65E-03</td><td>2.88%</td></tr><tr><td>9</td><td>5.68E-03</td><td>5.71E-03</td><td>0.58%</td></tr><tr><td>10</td><td>5.60E-03</td><td>5.58E-03</td><td>0.30%</td></tr></tbody></table>

<table><caption>Tableau B.20: Points tests et résultats de validation pour les modèles $\varepsilon_{59\text{keV-Petri}}$ et $\varepsilon_{88\text{keV-Petri}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>59keV-Petri</sub></th><th colspan="3">ε<sub>88keV-Petri</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>8.10E-02</td><td>8.53E-02</td><td>4.99%</td><td>8.59E-02</td><td>8.97E-02</td><td>4.25%</td></tr><tr><td>2</td><td>5.74E-02</td><td>6.06E-02</td><td>5.34%</td><td>8.23E-02</td><td>8.49E-02</td><td>3.09%</td></tr><tr><td>3</td><td>2.66E-02</td><td>2.70E-02</td><td>1.69%</td><td>5.80E-02</td><td>6.02E-02</td><td>3.62%</td></tr><tr><td>4</td><td>5.48E-02</td><td>5.75E-02</td><td>4.70%</td><td>7.49E-02</td><td>7.55E-02</td><td>0.84%</td></tr><tr><td>5</td><td>2.87E-02</td><td>2.80E-02</td><td>2.57%</td><td>6.30E-02</td><td>6.51E-02</td><td>3.17%</td></tr><tr><td>6</td><td>4.83E-02</td><td>5.03E-02</td><td>3.91%</td><td>7.31E-02</td><td>7.55E-02</td><td>3.16%</td></tr><tr><td>7</td><td>5.78E-02</td><td>6.09E-02</td><td>5.03%</td><td>8.26E-02</td><td>8.50E-02</td><td>2.74%</td></tr><tr><td>8</td><td>5.70E-02</td><td>5.98E-02</td><td>4.79%</td><td>7.56E-02</td><td>7.84E-02</td><td>3.57%</td></tr><tr><td>9</td><td>5.30E-02</td><td>5.55E-02</td><td>4.50%</td><td>8.36E-02</td><td>8.65E-02</td><td>3.32%</td></tr><tr><td>10</td><td>3.19E-02</td><td>3.15E-02</td><td>1.35%</td><td>6.71E-02</td><td>6.93E-02</td><td>3.26%</td></tr></tbody></table>
<table><caption>Tableau B.21: Points tests et résultats de validation pour les modèles $\varepsilon_{165\text{keV-Petri}}$ et $\varepsilon_{662\text{keV-Petri}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>165keV-Petri</sub></th><th colspan="3">ε<sub>662keV-Petri</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>6.27E-02</td><td>6.58E-02</td><td>4.76%</td><td>1.43E-02</td><td>1.49E-02</td><td>3.58%</td></tr><tr><td>2</td><td>7.08E-02</td><td>7.36E-02</td><td>3.80%</td><td>1.93E-02</td><td>1.97E-02</td><td>2.21%</td></tr><tr><td>3</td><td>5.75E-02</td><td>5.95E-02</td><td>3.22%</td><td>1.44E-02</td><td>1.48E-02</td><td>3.00%</td></tr><tr><td>4</td><td>6.19E-02</td><td>6.41E-02</td><td>3.48%</td><td>1.51E-02</td><td>1.57E-02</td><td>3.40%</td></tr><tr><td>5</td><td>6.57E-02</td><td>6.81E-02</td><td>3.65%</td><td>1.93E-02</td><td>1.97E-02</td><td>2.15%</td></tr><tr><td>6</td><td>6.28E-02</td><td>6.51E-02</td><td>3.60%</td><td>1.53E-02</td><td>1.59E-02</td><td>3.51%</td></tr><tr><td>7</td><td>7.05E-02</td><td>7.29E-02</td><td>3.33%</td><td>1.88E-02</td><td>1.93E-02</td><td>2.63%</td></tr><tr><td>8</td><td>6.26E-02</td><td>6.46E-02</td><td>3.06%</td><td>1.57E-02</td><td>1.63E-02</td><td>3.38%</td></tr><tr><td>9</td><td>7.67E-02</td><td>7.91E-02</td><td>3.01%</td><td>2.22E-02</td><td>2.26E-02</td><td>1.80%</td></tr><tr><td>10</td><td>6.91E-02</td><td>7.13E-02</td><td>3.09%</td><td>2.01E-02</td><td>2.06E-02</td><td>2.16%</td></tr></tbody></table>

<table><caption>Tableau B.22: Points tests et résultats de validation pour les modèles $\varepsilon_{1173\text{keV-Petri}}$ et $\varepsilon_{1836\text{keV-Petri}}$</caption><thead><tr><th rowspan="2">Point</th><th colspan="3">ε<sub>1173keV-Petri</sub></th><th colspan="3">ε<sub>1836keV-Petri</sub></th></tr><tr><th>Calculée</th><th>Prédite</th><th>écart</th><th>Calculée</th><th>Prédite</th><th>écart</th></tr></thead><tbody><tr><td>1</td><td>8.39E-03</td><td>8.74E-03</td><td>3.97%</td><td>5.59E-03</td><td>5.61E-03</td><td>0.39%</td></tr><tr><td>2</td><td>1.17E-02</td><td>1.20E-02</td><td>2.33%</td><td>7.86E-03</td><td>8.06E-03</td><td>2.46%</td></tr><tr><td>3</td><td>8.72E-03</td><td>8.98E-03</td><td>2.94%</td><td>5.76E-03</td><td>5.79E-03</td><td>0.60%</td></tr><tr><td>4</td><td>9.14E-03</td><td>9.32E-03</td><td>1.92%</td><td>5.98E-03</td><td>6.14E-03</td><td>2.62%</td></tr><tr><td>5</td><td>1.18E-02</td><td>1.23E-02</td><td>4.23%</td><td>8.02E-03</td><td>8.23E-03</td><td>2.60%</td></tr><tr><td>6</td><td>9.27E-03</td><td>9.41E-03</td><td>1.51%</td><td>6.03E-03</td><td>6.24E-03</td><td>3.30%</td></tr><tr><td>7</td><td>1.15E-02</td><td>1.17E-02</td><td>1.38%</td><td>7.59E-03</td><td>7.83E-03</td><td>3.07%</td></tr><tr><td>8</td><td>9.56E-03</td><td>9.77E-03</td><td>2.19%</td><td>6.39E-03</td><td>6.40E-03</td><td>0.22%</td></tr><tr><td>9</td><td>1.39E-02</td><td>1.39E-02</td><td>0.25%</td><td>9.29E-03</td><td>9.46E-03</td><td>1.79%</td></tr><tr><td>10</td><td>1.25E-02</td><td>1.28E-02</td><td>2.65%</td><td>8.43E-03</td><td>8.64E-03</td><td>2.44%</td></tr></tbody></table>