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Upload endograft_generation.py
Browse files- endograft_generation.py +193 -188
endograft_generation.py
CHANGED
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@@ -9,218 +9,98 @@ def arc_length(centerline):
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arc_lengths[i] = arc_lengths[i-1] + np.linalg.norm(centerline[i] - centerline[i-1])
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return arc_lengths
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def smooth_centerline(centerline, smoothing=0.5, samples=500):
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centerline = np.asarray(centerline)
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# 1. Fit the initial spline
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spline, _ = splprep(centerline.T, s=smoothing, k=3)
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# 2. Evaluate at extremely high resolution to measure true physical arc-length
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u_fine = np.linspace(0, 1, 3000)
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fine_points = np.vstack(splev(u_fine, spline)).T
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fine_arc_lengths = np.zeros(len(fine_points))
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for i in range(1, len(fine_points)):
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fine_arc_lengths[i] = fine_arc_lengths[i-1] + np.linalg.norm(fine_points[i] - fine_points[i-1])
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# 3. Re-sample the points so they are STRICTLY equidistant in true 3D space
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target_arc_lengths = np.linspace(0, fine_arc_lengths[-1], samples)
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smoothed_centerline = np.zeros((samples, 3))
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for i in range(3):
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smoothed_centerline[:, i] = np.interp(target_arc_lengths, fine_arc_lengths, fine_points[:, i])
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return smoothed_centerline
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def compute_parallel_frames(centerline):
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"""
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Uses Wang's Double Reflection Rotation Minimizing Frame (RMF) algorithm.
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Mathematically guarantees zero twist along the 3D curve, eliminating strut shear.
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"""
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frames = []
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# Initial frame
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t0 = centerline[1] - centerline[0]
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t0 /= np.linalg.norm(t0)
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ref = np.array([0.0, 0.0, 1.0])
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if abs(np.dot(t0, ref)) > 0.9:
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ref = np.array([1.0, 0.0, 0.0])
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n0 = np.cross(t0, ref)
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n0 /= np.linalg.norm(n0)
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b0 = np.cross(t0, n0)
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frames.append((t0, n0, b0))
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for i in range(1, len(centerline) - 1):
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x0 = centerline[i-1]
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x1 = centerline[i]
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x2 = centerline[i+1]
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t1 = x2 - x0
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t1 /= np.linalg.norm(t1)
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t0, n0, b0 = frames[-1]
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# Wang's Double Reflection Method
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v1 = x1 - x0
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c1 = np.dot(v1, v1)
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if c1 == 0:
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frames.append((t1, n0, b0))
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continue
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rL_t0 = t0 - (2.0 / c1) * np.dot(v1, t0) * v1
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rL_n0 = n0 - (2.0 / c1) * np.dot(v1, n0) * v1
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v2 = t1 - rL_t0
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c2 = np.dot(v2, v2)
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if c2 == 0:
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n1 = rL_n0
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else:
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n1 = rL_n0 - (2.0 / c2) * np.dot(v2, rL_n0) * v2
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n1 /= np.linalg.norm(n1)
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b1 = np.cross(t1, n1)
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frames.append((t1, n1, b1))
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# Append the last frame
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t_last = centerline[-1] - centerline[-2]
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t_last /= np.linalg.norm(t_last)
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_, n_last, b_last = frames[-1]
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frames.append((t_last, n_last, b_last))
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return frames
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if query_distance <= 0:
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t0, n0, b0 = frames[0]
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return centerline[0] + query_distance * t0, (t0, n0, b0)
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if query_distance >= arc_lengths[-1]:
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t1, n1, b1 = frames[-1]
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return centerline[-1] + (query_distance - arc_lengths[-1]) * t1, (t1, n1, b1)
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t1, n1, b1 = frames[idx]
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b_vec /= np.linalg.norm(b_vec)
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def
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phase_rad = np.radians(phase_angle)
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append = vtk.vtkAppendPolyData()
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r = main_diam_mm / 2.0
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gap = peak_spacing
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step = A + gap
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distance_peaks = [fabric_start_distance + 1.0 + i * step for i in range(n_crowns)]
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# ---------------------------------------------------------
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# 1. Fixation Struts
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# ---------------------------------------------------------
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A_extra = peak_to_peak_amplitude / 2.0
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pts = vtk.vtkPoints()
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lines = vtk.vtkCellArray()
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base_theta = 2 * np.pi * i / samples
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theta_rot = base_theta + phase_rad
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distance = fabric_start_distance + axial_offset
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elif component_type == "distal" and length != 0:
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axial_offset = A_extra * max(0.0, np.sin(waves * base_theta))
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distance = fabric_start_distance + length + axial_offset
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else:
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continue
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l.GetPointIds().SetId(0, i-1)
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l.GetPointIds().SetId(1, i)
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lines.InsertNextCell(l)
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poly = vtk.vtkPolyData()
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poly.SetPoints(pts)
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poly.SetLines(lines)
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tube = vtk.vtkTubeFilter()
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tube.SetInputData(poly)
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tube.SetRadius(wire_radius)
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tube.SetNumberOfSides(18)
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tube.CappingOff()
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tube.Update()
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append.AddInputData(tube.GetOutput())
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# ---------------------------------------------------------
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# 2. Body Struts
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# ---------------------------------------------------------
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for distance_peak in distance_peaks:
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points = vtk.vtkPoints()
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lines_body = vtk.vtkCellArray()
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position = point + (r + wire_radius) * (np.cos(theta_rot) * normal + np.sin(theta_rot) * binormal)
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points.InsertNextPoint(position)
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l = vtk.vtkLine()
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l.GetPointIds().SetId(0, i-1)
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l.GetPointIds().SetId(1, i)
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lines_body.InsertNextCell(l)
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poly = vtk.vtkPolyData()
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poly.SetPoints(points)
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poly.SetLines(lines_body)
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tube = vtk.vtkTubeFilter()
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tube.SetInputData(poly)
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tube.SetRadius(wire_radius)
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tube.SetNumberOfSides(18)
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tube.CappingOff()
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tube.Update()
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append.AddInputData(tube.GetOutput())
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# Fabric Component
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def create_fabric(centerline, frames, start_position, length, diameter, start_amplitude_pp=2.0, waves=8, phase_angle=0.0):
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@@ -275,6 +155,131 @@ def create_fabric(centerline, frames, start_position, length, diameter, start_am
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# Struts Component
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def create_stent_component(centerline, frames, fabric_start_distance, length, diameter, fabric, peak_to_peak=15.0, peak_spacing=7.0, component_type="proximal", phase_angle=0.0):
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arc_lengths[i] = arc_lengths[i-1] + np.linalg.norm(centerline[i] - centerline[i-1])
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return arc_lengths
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def compute_parallel_frames(centerline):
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frames = []
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tangent_0 = centerline[1] - centerline[0]
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tangent_0 /= np.linalg.norm(tangent_0)
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reference_vector = np.array([0, 0, 1]) # selecting z-axis as reference for calculating initial normal
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if abs(np.dot(tangent_0, reference_vector)) > 0.9:
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reference_vector = np.array([1, 0, 0])
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normal_0 = np.cross(tangent_0, reference_vector)
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normal_0 /= np.linalg.norm(normal_0)
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binormal_0 = np.cross(tangent_0, normal_0)
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frames.append((tangent_0, normal_0, binormal_0))
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for point_idx in range(1, len(centerline)):
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tangent_point = centerline[point_idx] - centerline[point_idx-1]
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tangent_point /= np.linalg.norm(tangent_point)
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tangent_prev, normal_prev, binormal_prev = frames[-1]
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rotation_axis = np.cross(tangent_prev, tangent_point)
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if np.linalg.norm(rotation_axis) < 1e-6:
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frames.append((tangent_point, normal_prev, binormal_prev))
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continue
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rotation_axis /= np.linalg.norm(rotation_axis)
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angle = np.arccos(np.clip(np.dot(tangent_prev, tangent_point), -1, 1))
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def rotate_vector(vector):
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return (vector * np.cos(angle) + np.cross(rotation_axis, vector) * np.sin(angle) + rotation_axis * np.dot(rotation_axis, vector) * (1 - np.cos(angle)))
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frames.append((tangent_point, rotate_vector(normal_prev), rotate_vector(binormal_prev)))
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return frames
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def project_point_to_surface(point, locator, polydata):
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closest = [0.0, 0.0, 0.0]
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cellId = vtk.mutable(0)
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subId = vtk.mutable(0)
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dist2 = vtk.mutable(0.0)
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locator.FindClosestPoint(point, closest, cellId, subId, dist2)
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cell = polydata.GetCell(cellId)
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points = cell.GetPoints()
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point_0 = np.array(points.GetPoint(0))
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point_1 = np.array(points.GetPoint(1))
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point_2 = np.array(points.GetPoint(2))
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normal = np.cross(point_1 - point_0, point_2 - point_0)
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normal /= np.linalg.norm(normal)
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| 67 |
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| 68 |
+
return np.array(closest), normal
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|
| 69 |
|
| 70 |
+
def smooth_centerline(centerline, smoothing=0.5, samples=500):
|
| 71 |
+
centerline = np.asarray(centerline)
|
| 72 |
+
spline, _ = splprep(centerline.T, s=smoothing, k=3)
|
| 73 |
+
sample_positions = np.linspace(0, 1, samples)
|
| 74 |
+
smoothed_centerline = splev(sample_positions, spline)
|
| 75 |
|
| 76 |
+
return np.vstack(smoothed_centerline).T
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|
| 77 |
|
| 78 |
+
def sample_centerline_by_distance(centerline, arc_lengths, frames, query_distance):
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|
| 79 |
|
| 80 |
+
idx = np.searchsorted(arc_lengths, query_distance)
|
| 81 |
+
if idx <= 0:
|
| 82 |
+
return centerline[0], frames[0]
|
| 83 |
+
if idx >= len(centerline):
|
| 84 |
+
return centerline[-1], frames[-1]
|
| 85 |
+
|
| 86 |
+
arc_length_0, arc_length_1 = arc_lengths[idx-1], arc_lengths[idx]
|
| 87 |
+
point_0, point_1 = centerline[idx-1], centerline[idx]
|
| 88 |
+
tangent = (query_distance - arc_length_0) / (arc_length_1 - arc_length_0 + 1e-12)
|
| 89 |
+
|
| 90 |
+
point = (1 - tangent) * point_0 + tangent * point_1
|
| 91 |
+
|
| 92 |
+
tangent_0, normal_0, binormal_0 = frames[idx-1]
|
| 93 |
+
tangent_1, normal_1, binormal_1 = frames[idx]
|
| 94 |
+
|
| 95 |
+
tangent_vector = (1 - tangent) * tangent_0 + tangent * tangent_1
|
| 96 |
+
normal_vector = (1 - tangent) * normal_0 + tangent * normal_1
|
| 97 |
+
binormal_vector = (1 - tangent) * binormal_0 + tangent * binormal_1
|
| 98 |
+
|
| 99 |
+
tangent_vector /= np.linalg.norm(tangent_vector)
|
| 100 |
+
normal_vector /= np.linalg.norm(normal_vector)
|
| 101 |
+
binormal_vector /= np.linalg.norm(binormal_vector)
|
| 102 |
+
|
| 103 |
+
return point, (tangent_vector, normal_vector, binormal_vector)
|
| 104 |
|
| 105 |
# Fabric Component
|
| 106 |
def create_fabric(centerline, frames, start_position, length, diameter, start_amplitude_pp=2.0, waves=8, phase_angle=0.0):
|
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|
| 155 |
|
| 156 |
# Struts Component
|
| 157 |
|
| 158 |
+
def create_stent(centerline, frames, fabric_start_distance, main_diam_mm, length, main_fabric, peak_to_peak_amplitude=15.0,
|
| 159 |
+
peak_spacing=7.0, component_type="proximal", wire_radius=0.35, waves=8, samples=240, phase_angle=0.0):
|
| 160 |
+
|
| 161 |
+
arc_lengths = arc_length(centerline)
|
| 162 |
+
phase_rad = np.radians(phase_angle)
|
| 163 |
+
append = vtk.vtkAppendPolyData()
|
| 164 |
+
|
| 165 |
+
A = peak_to_peak_amplitude # peak-peak amplitude = 15
|
| 166 |
+
r = main_diam_mm / 2.0
|
| 167 |
+
gap = peak_spacing
|
| 168 |
+
step = A + gap
|
| 169 |
+
|
| 170 |
+
n_crowns = int(np.ceil(length / step))
|
| 171 |
+
distance_peaks = [fabric_start_distance + 1.0 + i * step for i in range(n_crowns)]
|
| 172 |
+
if ((component_type == "distal" or component_type == "extension") and (len(distance_peaks) > 4)):
|
| 173 |
+
distance_peaks = distance_peaks[3:]
|
| 174 |
+
elif(component_type =="extension" and (2 < len(distance_peaks) <= 4)):
|
| 175 |
+
distance_peaks = distance_peaks[2:]
|
| 176 |
+
|
| 177 |
+
# fixation strut
|
| 178 |
+
A_extra = peak_to_peak_amplitude / 2.0 # 7.5 mm height
|
| 179 |
+
extra_top = -1e-10 # peak at -7.5
|
| 180 |
+
|
| 181 |
+
if component_type == "proximal":
|
| 182 |
+
point_0 = centerline[0]
|
| 183 |
+
tangent_0, normal_0, binormal_0 = frames[0]
|
| 184 |
+
point = point_0 + extra_top * tangent_0 # extrapolate backward
|
| 185 |
+
tangent, normal, binormal = tangent_0, normal_0, binormal_0
|
| 186 |
+
|
| 187 |
+
elif component_type == "distal":
|
| 188 |
+
point, (tangent, normal, binormal) = sample_centerline_by_distance(centerline, arc_lengths, frames, fabric_start_distance + length - extra_top)
|
| 189 |
+
|
| 190 |
+
else:
|
| 191 |
+
point, (tangent, normal, binormal) = sample_centerline_by_distance(centerline, arc_lengths, frames, extra_top)
|
| 192 |
+
|
| 193 |
+
pts = vtk.vtkPoints()
|
| 194 |
+
lines = vtk.vtkCellArray()
|
| 195 |
+
|
| 196 |
+
for i in range(samples + 1):
|
| 197 |
+
base_theta = 2*np.pi*i/samples
|
| 198 |
+
theta_rot = base_theta + phase_rad
|
| 199 |
+
|
| 200 |
+
# keep only negative or positive half of sine
|
| 201 |
+
if component_type == "proximal":
|
| 202 |
+
axial_offset = A_extra * min(0.0, np.sin(waves * base_theta))
|
| 203 |
+
raw_position = (point
|
| 204 |
+
+ (r + wire_radius) * (np.cos(theta_rot)*normal + np.sin(theta_rot)*binormal)
|
| 205 |
+
+ axial_offset * tangent)
|
| 206 |
+
elif (component_type == "distal" and length != 0):
|
| 207 |
+
axial_offset = A_extra * max(0.0, np.sin(waves * base_theta))
|
| 208 |
+
|
| 209 |
+
raw_position = (point
|
| 210 |
+
+ (r + wire_radius) * (np.cos(theta_rot)*normal + np.sin(theta_rot)*binormal)
|
| 211 |
+
+ axial_offset * tangent)
|
| 212 |
+
else:
|
| 213 |
+
continue
|
| 214 |
+
|
| 215 |
+
pts.InsertNextPoint(raw_position)
|
| 216 |
+
|
| 217 |
+
if i > 0:
|
| 218 |
+
l = vtk.vtkLine()
|
| 219 |
+
l.GetPointIds().SetId(0, i-1)
|
| 220 |
+
l.GetPointIds().SetId(1, i)
|
| 221 |
+
lines.InsertNextCell(l)
|
| 222 |
+
|
| 223 |
+
poly = vtk.vtkPolyData()
|
| 224 |
+
poly.SetPoints(pts)
|
| 225 |
+
poly.SetLines(lines)
|
| 226 |
+
|
| 227 |
+
tube = vtk.vtkTubeFilter()
|
| 228 |
+
tube.SetInputData(poly)
|
| 229 |
+
tube.SetRadius(wire_radius)
|
| 230 |
+
tube.SetNumberOfSides(18)
|
| 231 |
+
tube.CappingOff()
|
| 232 |
+
tube.Update()
|
| 233 |
+
|
| 234 |
+
append.AddInputData(tube.GetOutput())
|
| 235 |
+
|
| 236 |
+
# normal struts along the fabric body
|
| 237 |
+
|
| 238 |
+
cell_locator = vtk.vtkCellLocator()
|
| 239 |
+
cell_locator.SetDataSet(main_fabric)
|
| 240 |
+
cell_locator.BuildLocator()
|
| 241 |
+
|
| 242 |
+
points = vtk.vtkPoints()
|
| 243 |
+
lines = vtk.vtkCellArray()
|
| 244 |
+
|
| 245 |
+
for distance_peak in distance_peaks:
|
| 246 |
+
|
| 247 |
+
local_ids = [] # store point ids for this ring
|
| 248 |
+
|
| 249 |
+
for i in range(samples + 1):
|
| 250 |
+
base_theta = 2*np.pi*i/samples
|
| 251 |
+
theta_rot = base_theta + phase_rad
|
| 252 |
+
axial_offset = A * (1 + np.sin(waves * base_theta)) / 2.0
|
| 253 |
+
|
| 254 |
+
distance = distance_peak + axial_offset
|
| 255 |
+
point, (tangent, normal, binormal) = sample_centerline_by_distance(centerline, arc_lengths, frames, distance)
|
| 256 |
+
|
| 257 |
+
raw_position = (point + (r + wire_radius) * (np.cos(theta_rot)*normal + np.sin(theta_rot)*binormal))
|
| 258 |
+
surface_point, surface_normal = project_point_to_surface(raw_position, cell_locator, main_fabric)
|
| 259 |
+
position = surface_point + wire_radius * surface_normal
|
| 260 |
+
|
| 261 |
+
point_id = points.InsertNextPoint(position)
|
| 262 |
+
local_ids.append(point_id)
|
| 263 |
+
|
| 264 |
+
if i > 0:
|
| 265 |
+
l = vtk.vtkLine()
|
| 266 |
+
l.GetPointIds().SetId(0, local_ids[i-1])
|
| 267 |
+
l.GetPointIds().SetId(1, local_ids[i])
|
| 268 |
+
lines.InsertNextCell(l)
|
| 269 |
+
|
| 270 |
+
poly = vtk.vtkPolyData()
|
| 271 |
+
poly.SetPoints(points)
|
| 272 |
+
poly.SetLines(lines)
|
| 273 |
+
tube = vtk.vtkTubeFilter()
|
| 274 |
+
tube.SetInputData(poly)
|
| 275 |
+
tube.SetRadius(wire_radius)
|
| 276 |
+
tube.SetNumberOfSides(18)
|
| 277 |
+
tube.CappingOff()
|
| 278 |
+
tube.Update()
|
| 279 |
+
append.AddInputData(tube.GetOutput())
|
| 280 |
+
append.Update()
|
| 281 |
+
|
| 282 |
+
return append.GetOutput()
|
| 283 |
|
| 284 |
def create_stent_component(centerline, frames, fabric_start_distance, length, diameter, fabric, peak_to_peak=15.0, peak_spacing=7.0, component_type="proximal", phase_angle=0.0):
|
| 285 |
|