diff --git a/.ipynb_checkpoints/MPC_cvxpy-checkpoint.ipynb b/.ipynb_checkpoints/MPC_cvxpy-checkpoint.ipynb index 9e65dbe..59c10ef 100644 --- a/.ipynb_checkpoints/MPC_cvxpy-checkpoint.ipynb +++ b/.ipynb_checkpoints/MPC_cvxpy-checkpoint.ipynb @@ -876,7 +876,7 @@ " #cost += 5*cp.sum_squares( x[3, t]) # psi\n", " #cost += 100*cp.sum_squares( x[4, t]) # cte\n", " \n", - " # Tracking\n", + " # Tracking 3 states (x,y,theta) reference\n", " idx,_,_ = calc_err(x_bar[:,t],track)\n", " delta_x = track[:,idx]-x[0:3,t]\n", " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", @@ -984,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1005,8 +1005,8 @@ "x_sim = np.zeros((N,sim_duration))\n", "u_sim = np.zeros((M,sim_duration-1))\n", "\n", - "MAX_SPEED = 2.5\n", - "MIN_SPEED = 0.5\n", + "MAX_SPEED = 1.25\n", + "MIN_SPEED = 0.75\n", "MAX_STEER_SPEED = 1.57/2\n", "\n", "# Starting Condition\n", @@ -1052,32 +1052,25 @@ "\n", " for t in range(T):\n", "\n", - " # Cost function\n", - " #cost += 5*cp.sum_squares( x[3, t]) # psi\n", - " #cost += 100*cp.sum_squares( x[4, t]) # cte\n", - "\n", " # Tracking\n", - " idx,_,_ = calc_err(x_bar[:,t],track)\n", - " delta_x = track[:,idx]-x[0:3,t]\n", - " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", - "\n", - " # Tracking 5 states\n", - " #delta_x = np.append(track[:,idx],[0,0])\n", - " #cost+= cp.quad_form(delta_x-x[:,t],500*np.eye(N))\n", - "\n", - " # Actuation effort\n", - " cost += cp.quad_form( u[:, t],1*np.eye(M))\n", + " if t > 0:\n", + " idx,_,_ = calc_err(x_bar[:,t],track)\n", + " delta_x = track[:,idx]-x[0:3,t]\n", + " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", "\n", " # Actuation rate of change\n", " if t < (T - 1):\n", " cost += cp.quad_form(u[:, t + 1] - u[:, t], 5*np.eye(M))\n", - "\n", - " #constrains\n", + " \n", + " # Actuation effort\n", + " cost += cp.quad_form( u[:, t],1*np.eye(M))\n", + " \n", + " # Constrains\n", " A,B,C=get_linear_model(x_bar[:,t],u_bar[:,t])\n", " constr += [x[:,t+1] == A*x[:,t] + B*u[:,t] + C.flatten()]\n", "\n", " # sums problem objectives and concatenates constraints.\n", - " constr += [x[:,0] == x_sim[:,sim_time]]\n", + " constr += [x[:,0] == x_sim[:,sim_time]] # starting condition\n", " constr += [u[0, :] <= MAX_SPEED]\n", " constr += [u[0, :] >= MIN_SPEED]\n", " constr += [cp.abs(u[1, :]) <= MAX_STEER_SPEED]\n", @@ -1102,12 +1095,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1120,7 +1113,7 @@ ], "source": [ "#plot trajectory\n", - "grid = plt.GridSpec(2, 3, wspace=0.4, hspace=0.3)\n", + "grid = plt.GridSpec(2, 3)\n", "\n", "plt.figure(figsize=(15,10))\n", "\n", @@ -1132,13 +1125,14 @@ "plt.xlabel('x')\n", "\n", "plt.subplot(grid[0, 2])\n", - "plt.plot(np.degrees(u_sim[0,:]))\n", + "plt.plot(u_sim[0,:])\n", "plt.ylabel('v(t) [m/s]')\n", "\n", "plt.subplot(grid[1, 2])\n", "plt.plot(np.degrees(u_sim[1,:]))\n", - "plt.ylabel('w(t) [rad/s]')\n", + "plt.ylabel('w(t) [deg/s]')\n", "\n", + "plt.tight_layout()\n", "plt.show()" ] }, diff --git a/MPC_cvxpy.ipynb b/MPC_cvxpy.ipynb index 65d9eae..403a9bd 100644 --- a/MPC_cvxpy.ipynb +++ b/MPC_cvxpy.ipynb @@ -291,8 +291,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.51 ms, sys: 390 µs, total: 4.9 ms\n", - "Wall time: 4.39 ms\n" + "CPU times: user 3.81 ms, sys: 0 ns, total: 3.81 ms\n", + "Wall time: 3.75 ms\n" ] } ], @@ -390,8 +390,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.31 ms, sys: 5.59 ms, total: 6.91 ms\n", - "Wall time: 2.05 ms\n" + "CPU times: user 404 µs, sys: 4.79 ms, total: 5.19 ms\n", + "Wall time: 1.54 ms\n" ] } ], @@ -819,8 +819,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 329 ms, sys: 173 ms, total: 502 ms\n", - "Wall time: 281 ms\n" + "CPU times: user 304 ms, sys: 195 ms, total: 499 ms\n", + "Wall time: 288 ms\n" ] } ], @@ -876,7 +876,7 @@ " #cost += 5*cp.sum_squares( x[3, t]) # psi\n", " #cost += 100*cp.sum_squares( x[4, t]) # cte\n", " \n", - " # Tracking\n", + " # Tracking 3 states (x,y,theta) reference\n", " idx,_,_ = calc_err(x_bar[:,t],track)\n", " delta_x = track[:,idx]-x[0:3,t]\n", " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", @@ -984,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -993,6 +993,13 @@ "text": [ "/home/marcello/.local/lib/python3.5/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in true_divide\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CVXPY Optimization Time: Avrg: 0.2452s Max: 0.2904s Min: 0.2282s\n" + ] } ], "source": [ @@ -1001,12 +1008,13 @@ " [0,0,2.5,2.5,0,0,5,10])\n", "\n", "sim_duration =100 \n", + "opt_time=[]\n", "\n", "x_sim = np.zeros((N,sim_duration))\n", "u_sim = np.zeros((M,sim_duration-1))\n", "\n", - "MAX_SPEED = 2.5\n", - "MIN_SPEED = 0.5\n", + "MAX_SPEED = 1.25\n", + "MIN_SPEED = 0.75\n", "MAX_STEER_SPEED = 1.57/2\n", "\n", "# Starting Condition\n", @@ -1027,6 +1035,8 @@ "\n", "for sim_time in range(sim_duration-1):\n", " \n", + " iter_start=time.time()\n", + " \n", " # Prediction\n", " x_bar=np.zeros((N,T+1))\n", " x_bar[:,0]=x_sim[:,sim_time]\n", @@ -1052,32 +1062,31 @@ "\n", " for t in range(T):\n", "\n", - " # Cost function\n", - " #cost += 5*cp.sum_squares( x[3, t]) # psi\n", - " #cost += 100*cp.sum_squares( x[4, t]) # cte\n", - "\n", " # Tracking\n", - " idx,_,_ = calc_err(x_bar[:,t],track)\n", - " delta_x = track[:,idx]-x[0:3,t]\n", - " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", - "\n", - " # Tracking 5 states\n", - " #delta_x = np.append(track[:,idx],[0,0])\n", - " #cost+= cp.quad_form(delta_x-x[:,t],500*np.eye(N))\n", - "\n", - " # Actuation effort\n", - " cost += cp.quad_form( u[:, t],1*np.eye(M))\n", + " if t > 0:\n", + " idx,_,_ = calc_err(x_bar[:,t],track)\n", + " delta_x = track[:,idx]-x[0:3,t]\n", + " cost+= cp.quad_form(delta_x,10*np.eye(3))\n", + " \n", + " # Tracking last time step\n", + " if t == T:\n", + " idx,_,_ = calc_err(x_bar[:,t],track)\n", + " delta_x = track[:,idx]-x[0:3,t]\n", + " cost+= cp.quad_form(delta_x,100*np.eye(3))\n", "\n", " # Actuation rate of change\n", " if t < (T - 1):\n", " cost += cp.quad_form(u[:, t + 1] - u[:, t], 5*np.eye(M))\n", - "\n", - " #constrains\n", + " \n", + " # Actuation effort\n", + " cost += cp.quad_form( u[:, t],1*np.eye(M))\n", + " \n", + " # Constrains\n", " A,B,C=get_linear_model(x_bar[:,t],u_bar[:,t])\n", " constr += [x[:,t+1] == A*x[:,t] + B*u[:,t] + C.flatten()]\n", "\n", " # sums problem objectives and concatenates constraints.\n", - " constr += [x[:,0] == x_sim[:,sim_time]]\n", + " constr += [x[:,0] == x_sim[:,sim_time]] # starting condition\n", " constr += [u[0, :] <= MAX_SPEED]\n", " constr += [u[0, :] >= MIN_SPEED]\n", " constr += [cp.abs(u[1, :]) <= MAX_STEER_SPEED]\n", @@ -1092,22 +1101,29 @@ " \n", " u_sim[:,sim_time] = u_bar[:,0]\n", " \n", + " # Measure elpased time to get results from cvxpy\n", + " opt_time.append(time.time()-iter_start)\n", + " \n", " # move simulation to t+1\n", " tspan = [0,dt]\n", " x_sim[:,sim_time+1] = odeint(kinematics_model,\n", " x_sim[:,sim_time],\n", " tspan,\n", - " args=(u_bar[:,0],))[1]\n" + " args=(u_bar[:,0],))[1]\n", + " \n", + "print(\"CVXPY Optimization Time: Avrg: {:0.4f}s Max: {:0.4f}s Min: {:0.4f}s\".format(np.mean(opt_time),\n", + " np.max(opt_time),\n", + " np.min(opt_time))) " ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1132,12 +1148,12 @@ "plt.xlabel('x')\n", "\n", "plt.subplot(grid[0, 2])\n", - "plt.plot(np.degrees(u_sim[0,:]))\n", + "plt.plot(u_sim[0,:])\n", "plt.ylabel('v(t) [m/s]')\n", "\n", "plt.subplot(grid[1, 2])\n", "plt.plot(np.degrees(u_sim[1,:]))\n", - "plt.ylabel('w(t) [rad/s]')\n", + "plt.ylabel('w(t) [deg/s]')\n", "\n", "plt.tight_layout()\n", "plt.show()"