diff --git a/PAR 152/MCL.py b/PAR 152/MCL.py
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index 0000000000000000000000000000000000000000..8e8302c38a55c19586d1c1ca4541aff11fda8983
--- /dev/null
+++ b/PAR 152/MCL.py	
@@ -0,0 +1,177 @@
+import random as rd
+from math import cos, sin
+import numpy as np
+import matplotlib.pyplot as plt
+
+### Carte ###
+
+pixel_x_ext, pixel_y_ext = [242, 220, 165, 110, 63, 33, 22, 34, 63, 110, 165, 220, 243, 310, 334, 388, 443, 490, 521, 531, 520, 489, 443, 388, 333, 310], [76, 64, 52, 64, 95, 141, 196, 252, 298, 330, 340, 328, 318, 316, 328, 339, 329, 298, 251, 196, 142, 95, 64, 53, 64, 77]
+pixel_x_int, pixel_y_int = [245, 238, 222, 196, 166, 134, 108, 91, 85, 90, 109, 134, 165, 196, 222, 239, 308, 314, 332, 358, 388, 419, 445, 462, 468, 462, 445, 419, 388, 359, 332, 314], [201, 167, 140, 123, 116, 123, 140, 165, 195, 228, 253, 270, 277, 270, 253, 227, 200, 226, 253, 270, 277, 270, 253, 228, 197, 166, 140, 122, 117, 123, 140, 166]
+diametre = 225
+centre_x, centre_y = 278, 200
+coord_x_ext, coord_y_ext = [i/diametre for i in pixel_x_ext], [i/diametre for i in pixel_y_ext]
+coord_x_int, coord_y_int = [i/diametre for i in pixel_x_int], [i/diametre for i in pixel_y_int]
+
+coord_ext = [(i/diametre , j/diametre) for i,j in zip(pixel_x_ext, pixel_y_ext)]
+coord_int = [(i/diametre , j/diametre) for i,j in zip(pixel_x_int, pixel_y_int)]
+
+### Paramètres ###
+sigma_position = 0.02
+sigma_direction = 0.05
+
+
+
+def normalisation(W):
+    a = sum(W)
+    return [w/a for w in W]
+
+def distance(x_1, y_1, x_2, y_2):
+    return np.sqrt((x_1-x_2)**2 + (y_1-y_2)**2)
+
+def distance_Chamfer(A_x, A_y, B_x, B_y):
+    m = len(A_x)
+    n = len(B_x)
+    
+    res = 0
+    
+    tab = [[distance(A_x[i], A_y[i], B_x[j], B_y[j]) for i in range(m)] for j in range(n)]
+    tab = np.array(tab)
+    for i in range(m):
+        res += np.min(tab[:,i])
+    for j in range(n):
+        res += np.min(tab[j,:])
+    
+    return res
+
+
+def motion_update(commande, position):
+    vitesse, direction = commande
+    x,y,theta = position
+    new_x = x + vitesse*cos(direction) + rd.gauss(0, sigma_position)
+    new_y = y + vitesse*sin(direction) + rd.gauss(0, sigma_position)
+    new_theta = theta - direction + rd.gauss(0, sigma_direction)
+    return (new_x, new_y, new_theta)
+
+
+
+def sensor_update(observation, position):
+    x,y,theta = position
+    vision_x = []
+    vision_y = []
+    vision_x_ext = []
+    vision_y_ext = []
+    for pt in coord_int:
+        vision_x.append((pt[0]-x)*cos(theta) + (pt[1]-y)*sin(theta))
+        vision_y.append(-(pt[0]-x)*sin(theta) + (pt[1]-y)*cos(theta))
+    
+    for pt in coord_ext:
+        vision_x_ext.append((pt[0]-x)*cos(theta) + (pt[1]-y)*sin(theta))
+        vision_y_ext.append(-(pt[0]-x)*sin(theta) + (pt[1]-y)*cos(theta))
+        
+    cones_vu_x = []
+    cones_vu_y = []
+    for i in range(len(vision_x)):
+        if vision_x[i]>0 and abs(vision_y[i])<vision_x[i]:
+            cones_vu_x.append(vision_x[i])
+            cones_vu_y.append(vision_y[i])
+
+    for i in range(len(vision_x_ext)):
+        if vision_x_ext[i]>0 and abs(vision_y_ext[i])<vision_x_ext[i]:
+            cones_vu_x.append(vision_x_ext[i])
+            cones_vu_y.append(vision_y_ext[i])
+            
+    obs_x = []
+    obs_y = []
+    for i in observation:
+        obs_x.append(i[0])
+        obs_y.append(i[1])
+            
+    return distance_Chamfer(cones_vu_x, cones_vu_y, obs_x, obs_y)
+
+
+
+
+
+
+def particle_filter(pos,u_t,z_t): #Position, commande, observation
+    X_t_barre, X_t = [], []
+    M = len(pos)
+    for m in range(M):
+        x = motion_update(u_t, pos[m])
+        w = sensor_update(z_t, x)
+        X_t_barre.append((x,w))
+    
+    X = [X_t_barre[i][0] for i in range(M)]
+    W = [X_t_barre[i][1] for i in range(M)]
+    W = normalisation(W)
+    X_t = low_variance_resampling(X, W)
+    
+    return X_t,W
+
+
+def low_variance_resampling(X,W):
+    X_t = []
+    J = len(X)
+    r = rd.random()/J
+    c = W[0]
+    i=0
+    for j in range(J):
+        U = r + (j-1)/J
+        while U > c:
+            i += 1
+            c += W[i]
+        X_t.append(X[i])
+    return X_t
+
+if __name__ == "__main__":
+    pos = [(1.314, 1.162, 3.14/3.6) for i in range(10)]
+    
+    liste_x = [0.37409758380473157,
+                 0.6517064494114153,
+                 0.23060853761333963,
+                 0.5278583908503303,
+                 0.14161368355256793,
+                 0.5134652832573952]
+    
+    liste_y = [0.14021924676581576,
+                 -0.3119493901540909,
+                 -0.3464004029844368,
+                 0.01390277627039628,
+                 -0.2754514724880131,
+                 -0.5902545559074325]
+    
+    observation = []
+    for i in range(len(liste_x)):
+        observation.append((liste_x[i], liste_y[i]))
+    
+    commande = (0.138841, 0.3)
+    
+    a,W = particle_filter(pos, commande, observation)
+    print(a,W)
+    
+    pos_initiale = (1.314, 1.162, 3.14/3.6)
+    pos_finale = (1.4, 1.271, 3.14/5.5)
+    
+    
+    plt.figure(1)
+    plt.plot(pos_initiale[0], pos_initiale[1], 'o')
+    plt.arrow(pos_initiale[0], pos_initiale[1], 0.07*cos(pos_initiale[2]), 0.07*sin(pos_initiale[2]))
+    plt.plot(pos_finale[0], pos_finale[1], 'o')
+    plt.arrow(pos_finale[0], pos_finale[1], 0.07*cos(pos_finale[2]), 0.07*sin(pos_finale[2]))
+    
+    plt.plot(coord_x_ext, coord_y_ext,'+')
+    plt.plot(coord_x_int, coord_y_int,'+')
+    
+    pos_x = []
+    pos_y = []
+    for k in range(len(a)):
+        i = a[k]
+        pos_x.append(i[0])
+        pos_y.append(i[1])
+        plt.arrow(i[0], i[1], 0.07*cos(i[2]), 0.07*sin(i[2]))
+        plt.annotate(W[k], [i[0], i[1]])
+        
+    plt.plot(pos_x,pos_y,'.')
+    
+    
+    plt.show()
\ No newline at end of file
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diff --git a/PAR 152/carte_cones.py b/PAR 152/carte_cones.py
index 15b45c0fc89ff587863f8f7efecad1f644e33305..f584b93fd0c3f559e577d31d13c39fa52c04af8d 100644
--- a/PAR 152/carte_cones.py	
+++ b/PAR 152/carte_cones.py	
@@ -1,7 +1,60 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Fri Jan 27 11:53:00 2023
+
+@author: paull
+"""
+
+import matplotlib.pyplot as plt
+from math import cos,sin
+
+
 pixel_x_ext, pixel_y_ext = [242, 220, 165, 110, 63, 33, 22, 34, 63, 110, 165, 220, 243, 310, 334, 388, 443, 490, 521, 531, 520, 489, 443, 388, 333, 310], [76, 64, 52, 64, 95, 141, 196, 252, 298, 330, 340, 328, 318, 316, 328, 339, 329, 298, 251, 196, 142, 95, 64, 53, 64, 77]
 pixel_x_int, pixel_y_int = [245, 238, 222, 196, 166, 134, 108, 91, 85, 90, 109, 134, 165, 196, 222, 239, 308, 314, 332, 358, 388, 419, 445, 462, 468, 462, 445, 419, 388, 359, 332, 314], [201, 167, 140, 123, 116, 123, 140, 165, 195, 228, 253, 270, 277, 270, 253, 227, 200, 226, 253, 270, 277, 270, 253, 228, 197, 166, 140, 122, 117, 123, 140, 166]
 diametre = 225
 centre_x, centre_y = 278, 200
 coord_x_ext, coord_y_ext = [i/diametre for i in pixel_x_ext], [i/diametre for i in pixel_y_ext]
 coord_x_int, coord_y_int = [i/diametre for i in pixel_x_int], [i/diametre for i in pixel_y_int]
-print(coord_x_int, coord_x_int)
\ No newline at end of file
+print(coord_x_int, coord_x_int)
+
+coord_int = [(i/diametre , j/diametre) for i,j in zip(pixel_x_int, pixel_y_int)]
+coord_ext = [(i/diametre , j/diametre) for i,j in zip(pixel_x_ext, pixel_y_ext)]
+x = 1.4
+y = 1.271
+theta = 3.14/5.5
+vision_x = []
+vision_y = []
+vision_x_ext = []
+vision_y_ext = []
+for pt in coord_int:
+    vision_x.append((pt[0]-x)*cos(theta) + (pt[1]-y)*sin(theta))
+    vision_y.append(-(pt[0]-x)*sin(theta) + (pt[1]-y)*cos(theta))
+
+for pt in coord_ext:
+    vision_x_ext.append((pt[0]-x)*cos(theta) + (pt[1]-y)*sin(theta))
+    vision_y_ext.append(-(pt[0]-x)*sin(theta) + (pt[1]-y)*cos(theta))
+    
+    
+plt.figure(1)
+plt.plot(coord_x_ext, coord_y_ext,'+')
+plt.plot(coord_x_int, coord_y_int,'+')
+plt.arrow(x,y,0.1*cos(theta),0.1*sin(theta), width=0.01)
+plt.show()
+
+
+cones_vu_x = []
+cones_vu_y = []
+for i in range(len(vision_x)):
+    if vision_x[i]>0 and abs(vision_y[i])<vision_x[i]:
+        cones_vu_x.append(vision_x[i])
+        cones_vu_y.append(vision_y[i])
+
+for i in range(len(vision_x_ext)):
+    if vision_x_ext[i]>0 and abs(vision_y_ext[i])<vision_x_ext[i]:
+        cones_vu_x.append(vision_x_ext[i])
+        cones_vu_y.append(vision_y_ext[i])
+        
+plt.figure(2)
+plt.plot(cones_vu_x, cones_vu_y, '+')
+plt.arrow(0,0,0.1,0,width=0.01)
+plt.show()
\ No newline at end of file