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matssteinweg | bc74df9448 | |
matssteinweg | 3e6f27827d | |
matssteinweg | 0aeb0e557f | |
Mats Steinweg | b99cc18bb5 | |
matssteinweg | 57adfabd05 | |
Mats Steinweg | 74122b068a | |
Mats Steinweg | 1491fe6344 | |
Mats Steinweg | dbd6ce6021 | |
Mats Steinweg | 87494e8f8b | |
matssteinweg | e4dfa7defd |
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@ -31,7 +31,7 @@ The rest of this readme is structured as follows. In [Section 2](#implementation
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The multi-purpose control framework presented in this repository consists of four main components. These components are intended to make the implementation as modular as possible, facilitating extensions to certain components without having to alter the overall structure of the framework. An illustration of the components and their interaction is displayed below.
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<p align="center">
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<img src="Images/MPC_Framework.png">
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<img src="Images/MPC_Framework.svg" width="100%">
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</p>
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### Map
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@ -156,7 +156,7 @@ class Map:
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if __name__ == '__main__':
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map = Map('real_map.png')
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# map = Map('sim_map.png')
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map = Map('maps/real_map.png')
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# map = Map('maps/sim_map.png')
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plt.imshow(np.flipud(map.data), cmap='gray')
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plt.show()
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@ -118,7 +118,7 @@ class ReferencePath:
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# Number of waypoints
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n_wp = [int(np.sqrt((wp_x[i + 1] - wp_x[i]) ** 2 +
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(wp_y[i + 1] - wp_y[i]) ** 2) /
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self.resolution) for i in range(len(wp_x) - 1)]
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self.resolution) for i in range(len(wp_x) - 1)]
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# Construct waypoints with specified resolution
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gp_x, gp_y = wp_x[-1], wp_y[-1]
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@ -656,7 +656,7 @@ if __name__ == '__main__':
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if path == 'Sim_Track':
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# Load map file
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map = Map(file_path='sim_map.png', origin=[-1, -2], resolution=0.005)
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map = Map(file_path='maps/sim_map.png', origin=[-1, -2], resolution=0.005)
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# Specify waypoints
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wp_x = [-0.75, -0.25, -0.25, 0.25, 0.25, 1.25, 1.25, 0.75, 0.75, 1.25,
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@ -687,7 +687,7 @@ if __name__ == '__main__':
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elif path == 'Real_Track':
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# Load map file
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map = Map(file_path='real_map.png', origin=(-30.0, -24.0),
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map = Map(file_path='maps/real_map.png', origin=(-30.0, -24.0),
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resolution=0.06)
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# Specify waypoints
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@ -727,8 +727,9 @@ if __name__ == '__main__':
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print('Invalid path!')
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exit(1)
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ub, lb, border_cells = reference_path.update_path_constraints(0,
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reference_path.n_waypoints, 0.1, 0.01)
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ub, lb, border_cells = \
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reference_path.update_path_constraints(0, reference_path.n_waypoints,
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0.1, 0.01)
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SpeedProfileConstraints = {'a_min': -0.1, 'a_max': 0.5,
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'v_min': 0, 'v_max': 1.0, 'ay_max': 4.0}
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reference_path.compute_speed_profile(SpeedProfileConstraints)
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@ -17,7 +17,8 @@ if __name__ == '__main__':
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if sim_mode == 'Sim_Track':
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# Load map file
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map = Map(file_path='sim_map.png', origin=[-1, -2], resolution=0.005)
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map = Map(file_path='maps/sim_map.png', origin=[-1, -2],
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resolution=0.005)
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# Specify waypoints
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wp_x = [-0.75, -0.25, -0.25, 0.25, 0.25, 1.25, 1.25, 0.75, 0.75, 1.25,
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@ -34,7 +35,7 @@ if __name__ == '__main__':
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circular=True)
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# Add obstacles
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use_obstacles = False
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use_obstacles = True
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if use_obstacles:
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obs1 = Obstacle(cx=0.0, cy=0.0, radius=0.05)
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obs2 = Obstacle(cx=-0.8, cy=-0.5, radius=0.08)
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@ -50,14 +51,14 @@ if __name__ == '__main__':
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# Instantiate motion model
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car = BicycleModel(length=0.12, width=0.06,
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reference_path=reference_path, Ts=0.05)
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reference_path=reference_path, Ts=0.05)
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# Real-World Environment. Track used for testing the algorithm on a 1:12
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# RC car.
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elif sim_mode == 'Real_Track':
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# Load map file
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map = Map(file_path='real_map.png', origin=(-30.0, -24.0),
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map = Map(file_path='maps/real_map.png', origin=(-30.0, -24.0),
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resolution=0.06)
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# Specify waypoints
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@ -132,18 +133,18 @@ if __name__ == '__main__':
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# Until arrival at end of path
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while car.s < reference_path.length:
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# get control signals
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# Get control signals
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u = mpc.get_control()
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# drive car
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# Simulate car
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car.drive(u)
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# log
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# Log car state
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x_log.append(car.temporal_state.x)
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y_log.append(car.temporal_state.y)
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v_log.append(u[0])
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# Increase simulation time
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# Increment simulation time
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t += car.Ts
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# Plot path and drivable area
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@ -1,13 +1,11 @@
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import numpy as np
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from abc import abstractmethod
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try:
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from abc import ABC
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except:
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# for Python 2.7
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from abc import ABCMeta
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class ABC(object):
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__metaclass__ = ABCMeta
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pass
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