diff --git a/kalman_filter/KalmanFilter.prj b/kalman_filter/KalmanFilter.prj
new file mode 100644
index 00000000..92c66969
--- /dev/null
+++ b/kalman_filter/KalmanFilter.prj
@@ -0,0 +1,2 @@
+
+
diff --git a/kalman_filter/README.md b/kalman_filter/README.md
deleted file mode 100644
index 2658e06a..00000000
--- a/kalman_filter/README.md
+++ /dev/null
@@ -1,2 +0,0 @@
-Kalman Filtering
-================
diff --git a/kalman_filter/resources/project/6xhH2l9GP9loT6TdFn_Mo65sDHg/P8PSrqcBHMbGhqD2r1d9oc0h3TUd.xml b/kalman_filter/resources/project/6xhH2l9GP9loT6TdFn_Mo65sDHg/P8PSrqcBHMbGhqD2r1d9oc0h3TUd.xml
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diff --git a/kalman_filter/resources/project/6xhH2l9GP9loT6TdFn_Mo65sDHg/P8PSrqcBHMbGhqD2r1d9oc0h3TUp.xml b/kalman_filter/resources/project/6xhH2l9GP9loT6TdFn_Mo65sDHg/P8PSrqcBHMbGhqD2r1d9oc0h3TUp.xml
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diff --git a/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGId.xml b/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGId.xml
new file mode 100644
index 00000000..d8fadf36
--- /dev/null
+++ b/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGId.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGIp.xml b/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGIp.xml
new file mode 100644
index 00000000..953db647
--- /dev/null
+++ b/kalman_filter/resources/project/hLMKfvmMZYFbdoE4Xco7ryXas6s/kZcjHhEakfXp2-JFfZQiF_b_LGIp.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0d.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0d.xml
new file mode 100644
index 00000000..80b5b161
--- /dev/null
+++ b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0d.xml
@@ -0,0 +1,6 @@
+
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+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0p.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0p.xml
new file mode 100644
index 00000000..69bcfa11
--- /dev/null
+++ b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/8d9v-LtEUbn5sLYfynvxaeIuYg0p.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/YK4MHFOIe7Ym8UHqT9S_1KRD4Ecd.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/YK4MHFOIe7Ym8UHqT9S_1KRD4Ecd.xml
new file mode 100644
index 00000000..80b5b161
--- /dev/null
+++ b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/YK4MHFOIe7Ym8UHqT9S_1KRD4Ecd.xml
@@ -0,0 +1,6 @@
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+
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+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/YK4MHFOIe7Ym8UHqT9S_1KRD4Ecp.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/YK4MHFOIe7Ym8UHqT9S_1KRD4Ecp.xml
new file mode 100644
index 00000000..2e667368
--- /dev/null
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\ No newline at end of file
diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/hLMKfvmMZYFbdoE4Xco7ryXas6sd.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/hLMKfvmMZYFbdoE4Xco7ryXas6sd.xml
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index 00000000..1c0844ef
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diff --git a/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/hLMKfvmMZYFbdoE4Xco7ryXas6sp.xml b/kalman_filter/resources/project/qaw0eS1zuuY1ar9TdPn1GMfrjbQ/hLMKfvmMZYFbdoE4Xco7ryXas6sp.xml
new file mode 100644
index 00000000..aa703b4d
--- /dev/null
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@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/6x1BhZX_fLnKpcwqra0qFwv1jIgp.xml b/kalman_filter/resources/project/root/6x1BhZX_fLnKpcwqra0qFwv1jIgp.xml
new file mode 100644
index 00000000..fecfedc8
--- /dev/null
+++ b/kalman_filter/resources/project/root/6x1BhZX_fLnKpcwqra0qFwv1jIgp.xml
@@ -0,0 +1,2 @@
+
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\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/6xhH2l9GP9loT6TdFn_Mo65sDHgp.xml b/kalman_filter/resources/project/root/6xhH2l9GP9loT6TdFn_Mo65sDHgp.xml
new file mode 100644
index 00000000..ebd48a1a
--- /dev/null
+++ b/kalman_filter/resources/project/root/6xhH2l9GP9loT6TdFn_Mo65sDHgp.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/EEtUlUb-dLAdf0KpMVivaUlztwAp.xml b/kalman_filter/resources/project/root/EEtUlUb-dLAdf0KpMVivaUlztwAp.xml
new file mode 100644
index 00000000..caaab053
--- /dev/null
+++ b/kalman_filter/resources/project/root/EEtUlUb-dLAdf0KpMVivaUlztwAp.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQd.xml b/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQd.xml
new file mode 100644
index 00000000..ad3b6c56
--- /dev/null
+++ b/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQd.xml
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+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQp.xml b/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQp.xml
new file mode 100644
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--- /dev/null
+++ b/kalman_filter/resources/project/root/GiiBklLgTxteCEmomM8RCvWT0nQp.xml
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+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/KAXfQgCar2Yb8zOxgvf9hdmLP1Ep.xml b/kalman_filter/resources/project/root/KAXfQgCar2Yb8zOxgvf9hdmLP1Ep.xml
new file mode 100644
index 00000000..f2649aa6
--- /dev/null
+++ b/kalman_filter/resources/project/root/KAXfQgCar2Yb8zOxgvf9hdmLP1Ep.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/NmGqIpAwUJcXFyLjFAGnU9uyN5Yp.xml b/kalman_filter/resources/project/root/NmGqIpAwUJcXFyLjFAGnU9uyN5Yp.xml
new file mode 100644
index 00000000..8288be52
--- /dev/null
+++ b/kalman_filter/resources/project/root/NmGqIpAwUJcXFyLjFAGnU9uyN5Yp.xml
@@ -0,0 +1,2 @@
+
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diff --git a/kalman_filter/resources/project/root/WZRuNzqc-Db7NcQAZO8Y-R8U9ccp.xml b/kalman_filter/resources/project/root/WZRuNzqc-Db7NcQAZO8Y-R8U9ccp.xml
new file mode 100644
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+++ b/kalman_filter/resources/project/root/WZRuNzqc-Db7NcQAZO8Y-R8U9ccp.xml
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+
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\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/fjRQtWiSIy7hIlj-Kmk87M7s21kp.xml b/kalman_filter/resources/project/root/fjRQtWiSIy7hIlj-Kmk87M7s21kp.xml
new file mode 100644
index 00000000..28c5d83c
--- /dev/null
+++ b/kalman_filter/resources/project/root/fjRQtWiSIy7hIlj-Kmk87M7s21kp.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/root/qaw0eS1zuuY1ar9TdPn1GMfrjbQp.xml b/kalman_filter/resources/project/root/qaw0eS1zuuY1ar9TdPn1GMfrjbQp.xml
new file mode 100644
index 00000000..dad7a3c7
--- /dev/null
+++ b/kalman_filter/resources/project/root/qaw0eS1zuuY1ar9TdPn1GMfrjbQp.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/resources/project/rootp.xml b/kalman_filter/resources/project/rootp.xml
new file mode 100644
index 00000000..1c0844ef
--- /dev/null
+++ b/kalman_filter/resources/project/rootp.xml
@@ -0,0 +1,2 @@
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\ No newline at end of file
diff --git a/kalman_filter/resources/project/uuid-a7818de3-3218-4163-8645-97047f606563.xml b/kalman_filter/resources/project/uuid-a7818de3-3218-4163-8645-97047f606563.xml
new file mode 100644
index 00000000..1c0844ef
--- /dev/null
+++ b/kalman_filter/resources/project/uuid-a7818de3-3218-4163-8645-97047f606563.xml
@@ -0,0 +1,2 @@
+
+
\ No newline at end of file
diff --git a/kalman_filter/tests/kalman_filter_test.slx b/kalman_filter/tests/kalman_filter_test.slx
new file mode 100644
index 00000000..827449a9
Binary files /dev/null and b/kalman_filter/tests/kalman_filter_test.slx differ
diff --git a/kalman_filter/tests/load_params.m b/kalman_filter/tests/load_params.m
new file mode 100644
index 00000000..41ed719c
--- /dev/null
+++ b/kalman_filter/tests/load_params.m
@@ -0,0 +1,33 @@
+% Copyright (C) 2022 Fondazione Istitito Italiano di Tecnologia (IIT)
+% All Rights Reserved.
+%
+% Author: Simone Girardi
+
+%load('robot_logger_device.mat');
+load('robot_logged_data.mat');
+Ts = 0.001;
+
+%N = 25;
+%p = robot_logger_device.joints_state.positions.data(N, :)';
+%v = robot_logger_device.joints_state.velocities.data(N, :)';
+%a = robot_logger_device.joints_state.accelerations.data(N, :)';
+
+p = robot_logged_data.p;
+v = robot_logged_data.v;
+a = robot_logged_data.a;
+
+L = min([length(p), length(v), length(a)]);
+%p = p(1:L);
+%v = v(1:L);
+%a = a(1:L);
+t = (0:L-1)' * Ts;
+
+simin = [t p v a];
+
+order = 3;
+assert(order>=3);
+
+x0 = [simin(1, 2:end)'; zeros(order-3, 1)];
+Q = [1e-4; 1e-2; 10];
+R = 1e-4;
+P0 = 9.9e-05;
diff --git a/kalman_filter/tests/robot_logged_data.mat b/kalman_filter/tests/robot_logged_data.mat
new file mode 100644
index 00000000..2c0e8566
--- /dev/null
+++ b/kalman_filter/tests/robot_logged_data.mat
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cadb7d4d0e09f6d42c57abd11edea461aa75a23a4ae6f24f283906631c37fd7a
+size 133031