Esempio n. 1
0
    def __init__(self,
                 task: Task,
                 manifold: Manifold,
                 cfg: dict):
        self.name = "RRT_Manifold"
        self.task = task
        self.start_value = task.start
        self.goal_value = task.goal
        self.manifold = manifold
        self.n_samples = cfg['N']
        self.alpha = cfg['ALPHA']
        self.beta = cfg['BETA']
        self.conv_tol = cfg['CONV_TOL']
        self.collision_res = cfg['COLLISION_RES']
        self.proj_step_size = cfg['PROJ_STEP_SIZE']
        self.d = task.d

        self.G = Tree(task.d, exact_nn=False)
        self.result = False
        self.Q_near_ids = []

        self.lim_lo = task.lim_lo
        self.lim_up = task.lim_up
        self.gamma = np.power(2 * (1 + 1.0 / float(self.d)), 1.0 / float(self.d)) * \
                     np.power(task.get_joint_space_volume() / unit_ball_measure(self.d), 1. / float(self.d))
    def __init__(self, task: Task, cfg: dict):
        self.name = "IK_RRT"
        self.n_manifolds = len(task.manifolds)
        self.task = task
        self.start = task.start
        self.cfg = cfg
        self.n_samples = cfg['N']
        self.alpha = cfg['ALPHA']
        self.beta = cfg['BETA']
        self.eps = cfg['EPS']
        self.rho = cfg['RHO']
        self.r_max = cfg['R_MAX']
        self.collision_res = cfg['COLLISION_RES']
        self.d = task.d

        self.lim_lo = task.lim_lo
        self.lim_up = task.lim_up
        self.gamma = np.power(2 * (1 + 1.0 / float(self.d)), 1.0 / float(self.d)) * \
                     np.power(task.get_joint_space_volume() / unit_ball_measure(self.d), 1. / float(self.d))

        self.Q_near_ids = []
        self.G = None
        self.G_list = []
        self.V_goal = []
        self.V_goal_list = []
        self.path = None
        self.path_id = None

        # check if start point is on first manifold
        if not is_on_manifold(task.manifolds[0], task.start, self.eps):
            raise Exception(
                'The start point is not on the manifold h(start)= ' +
                str(task.manifolds[0].y(task.start)))
Esempio n. 3
0
    def __init__(self, task: Task, cfg: dict):
        self.name = 'PSM'
        self.n_manifolds = len(task.manifolds)
        self.task = task
        self.start = task.start
        self.n_samples = cfg['N']
        self.alpha = cfg['ALPHA']
        self.beta = cfg['BETA']
        self.eps = cfg['EPS']
        self.rho = cfg['RHO']
        self.r_max = cfg['R_MAX']
        self.collision_res = cfg['COLLISION_RES']
        self.d = task.d
        self.proj_step_size = cfg['PROJ_STEP_SIZE']

        self.lim_lo = task.lim_lo
        self.lim_up = task.lim_up
        self.gamma = np.power(2 * (1 + 1.0 / float(self.d)), 1.0 / float(self.d)) * \
                     np.power(get_volume(self.lim_lo, self.lim_up) / unit_ball_measure(self.d), 1. / float(self.d))

        self.Q_near_ids = []
        self.G = None
        self.G_list = []
        self.V_goal = []
        self.V_goal_list = []
        self.path = None
        self.path_id = None

        # check if start point is on first manifold
        if not is_on_manifold(task.manifolds[0], task.start, self.eps):
            raise Exception(
                'The start point is not on the manifold h(start)= ' +
                str(task.manifolds[0].y(task.start)))

        # check if start point is in configuration space limits
        if not self.task.is_valid_conf(task.start):
            raise Exception('The start point is not in the system limits.')

        # check if start point is in collision
        if self.task.is_collision_conf(task.start):
            raise Exception('The start point is in collision.')