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11.6 kB
| """Compare first bending mode and static deflection from STEP tetrahedra.""" | |
| import argparse | |
| import hashlib | |
| import json | |
| import math | |
| import subprocess | |
| import sys | |
| from pathlib import Path | |
| ROOT = Path(__file__).resolve().parent | |
| def measure(step: Path, setup: dict) -> dict: | |
| import cadquery as cq | |
| import gmsh | |
| from OCP.BRepGProp import BRepGProp | |
| from OCP.GProp import GProp_GProps | |
| shape = cq.importers.importStep(str(step)).val() | |
| if shape.ShapeType() != "Solid" or not shape.isValid() or len(shape.Solids()) != 1: | |
| raise ValueError(f"Expected one valid solid: {step}") | |
| props = GProp_GProps() | |
| BRepGProp.VolumeProperties_s(shape.wrapped, props) | |
| if props.Mass() <= 0: | |
| raise ValueError("Beam volume must be positive") | |
| pad0 = cq.Solid.makeBox(10, 20, 10, cq.Vector(0, -10, -5)) | |
| pad1 = cq.Solid.makeBox(10, 20, 10, cq.Vector(90, -10, -5)) | |
| slabs = [cq.Solid.makeBox(10, 20, 20, cq.Vector(x, -10, -10)) | |
| for x in (0, 90)] | |
| envelope = cq.Solid.makeBox(100, 20, 12, cq.Vector(0, -10, -6)) | |
| pads = (pad0, pad1) | |
| pad_overlap = sum(pad.intersect(shape).Volume() for pad in pads) | |
| slab_overlap = sum(slab.intersect(shape).Volume() for slab in slabs) | |
| result = { | |
| "step_sha256": hashlib.sha256(step.read_bytes()).hexdigest(), | |
| "volume_mm3": props.Mass(), | |
| "mass_kg": props.Mass() * setup["material_density_kg_m3"] * 1e-9, | |
| "end_pad_missing_mm3": max(0.0, sum(p.Volume() for p in pads) - pad_overlap), | |
| "end_pad_excess_mm3": max(0.0, slab_overlap - pad_overlap), | |
| "envelope_excess_mm3": max(0.0, shape.Volume() - | |
| shape.intersect(envelope).Volume()), | |
| "meshes": {}, | |
| } | |
| gmsh.initialize() | |
| try: | |
| gmsh.option.setNumber("General.Terminal", 0) | |
| gmsh.model.add("resonance_beam") | |
| gmsh.model.occ.importShapes(str(step)) | |
| gmsh.model.occ.synchronize() | |
| if len(gmsh.model.getEntities(3)) != 1: | |
| raise ValueError("STEP import must produce one volume") | |
| for size in setup["mesh_sizes_mm"]: | |
| gmsh.model.mesh.clear() | |
| gmsh.option.setNumber("Mesh.CharacteristicLengthMin", size) | |
| gmsh.option.setNumber("Mesh.CharacteristicLengthMax", size) | |
| gmsh.option.setNumber("Mesh.Algorithm3D", 1) | |
| gmsh.model.mesh.generate(3) | |
| tags, coordinates, _ = gmsh.model.mesh.getNodes() | |
| nodes = {str(int(tag)): [coordinates[3 * i + axis] / 1000 | |
| for axis in range(3)] | |
| for i, tag in enumerate(tags)} | |
| types, _, element_nodes = gmsh.model.mesh.getElements(3) | |
| tets = [] | |
| for kind, connectivity in zip(types, element_nodes): | |
| if kind != 4: | |
| raise ValueError(f"Expected first-order tetrahedra, got {kind}") | |
| tets.extend([[int(value) for value in connectivity[i:i + 4]] | |
| for i in range(0, len(connectivity), 4)]) | |
| if not nodes or not tets: | |
| raise ValueError("Gmsh produced an empty mesh") | |
| result["meshes"][str(size)] = {"nodes": nodes, "tets": tets} | |
| finally: | |
| gmsh.finalize() | |
| return result | |
| def dynamics(meshes: dict, setup: dict) -> dict: | |
| import pychrono as ch | |
| import pychrono.fea as fea | |
| import numpy as np | |
| from scipy.sparse import coo_matrix, diags | |
| from scipy.sparse.linalg import eigsh | |
| results = {} | |
| for size, data in meshes.items(): | |
| system = ch.ChSystemSMC() | |
| system.SetGravitationalAcceleration(ch.ChVector3d(0, 0, 0)) | |
| system.SetSolver(ch.ChSolverSparseLU()) | |
| mesh = fea.ChMesh() | |
| material = fea.ChContinuumElastic() | |
| material.SetYoungModulus(setup["young_modulus_Pa"]) | |
| material.SetPoissonRatio(setup["poisson_ratio"]) | |
| material.SetDensity(setup["material_density_kg_m3"]) | |
| keys = list(data["nodes"]) | |
| node_index = {int(key): i for i, key in enumerate(keys)} | |
| tip_ids = [key for key, point in data["nodes"].items() | |
| if abs(point[0] - 0.1) < 1e-8] | |
| fixed_ids = [key for key, point in data["nodes"].items() | |
| if abs(point[0]) < 1e-8] | |
| if len(tip_ids) < 4 or len(fixed_ids) < 4: | |
| raise ValueError("Mesh is missing a clamp or load face") | |
| nodes = {} | |
| for key, point in data["nodes"].items(): | |
| node = fea.ChNodeFEAxyz(ch.ChVector3d(*point)) | |
| if key in fixed_ids: | |
| node.SetFixed(True) | |
| if key in tip_ids: | |
| node.SetForce(ch.ChVector3d( | |
| 0, 0, setup["tip_force_N"] / len(tip_ids))) | |
| mesh.AddNode(node) | |
| nodes[int(key)] = node | |
| elements = [] | |
| for a, b, c, d in data["tets"]: | |
| element = fea.ChElementTetraCorot_4() | |
| element.SetNodes(nodes[a], nodes[b], nodes[c], nodes[d]) | |
| element.SetMaterial(material) | |
| mesh.AddElement(element) | |
| elements.append(((a, b, c, d), element)) | |
| system.Add(mesh) | |
| system.Setup() | |
| rows, columns, values = [], [], [] | |
| nodal_mass = np.zeros(len(keys)) | |
| for tetrahedron, element in elements: | |
| stiffness = element.GetStiffnessMatrix() | |
| dofs = [3 * node_index[key] + axis | |
| for key in tetrahedron for axis in range(3)] | |
| for i in range(12): | |
| for j in range(12): | |
| value = stiffness.GetItem(i, j) | |
| if value: | |
| rows.append(dofs[i]) | |
| columns.append(dofs[j]) | |
| values.append(value) | |
| points = np.array([data["nodes"][str(key)] | |
| for key in tetrahedron]) | |
| volume = abs(np.dot(points[1] - points[0], | |
| np.cross(points[2] - points[0], | |
| points[3] - points[0]))) / 6 | |
| if volume <= 0: | |
| raise ValueError("Invalid tetrahedron volume") | |
| for key in tetrahedron: | |
| nodal_mass[node_index[key]] += ( | |
| setup["material_density_kg_m3"] * volume / 4) | |
| matrix_size = 3 * len(keys) | |
| full_stiffness = coo_matrix( | |
| (values, (rows, columns)), | |
| shape=(matrix_size, matrix_size)).tocsr() | |
| active = [3 * i + axis for i, key in enumerate(keys) | |
| if not nodes[int(key)].IsFixed() for axis in range(3)] | |
| stiffness = full_stiffness[active, :][:, active] | |
| mass = diags(np.repeat(nodal_mass, 3)[active]) | |
| eigenvalues, _ = eigsh(stiffness, k=3, M=mass, | |
| sigma=0, which="LM") | |
| if min(eigenvalues) <= 0: | |
| raise ValueError("Beam mode is not positive") | |
| first_frequency = math.sqrt(min(eigenvalues)) / (2 * math.pi) | |
| system.DoStaticLinear() | |
| deflections = [data["nodes"][key][2] - nodes[int(key)].GetPos().z | |
| for key in tip_ids] | |
| mean_deflection = sum(deflections) / len(deflections) | |
| if (not math.isfinite(mean_deflection) or mean_deflection <= 0 or | |
| not math.isfinite(first_frequency)): | |
| raise ValueError("Invalid beam mode or static deflection") | |
| results[size] = { | |
| "first_bending_frequency_hz": first_frequency, | |
| "static_tip_deflection_m": mean_deflection, | |
| "node_count": len(nodes), | |
| "tetrahedron_count": len(data["tets"]), | |
| "clamped_node_count": len(fixed_ids), | |
| "loaded_node_count": len(tip_ids), | |
| } | |
| return results | |
| def invoke(python: str, phase: str, payload: dict) -> dict: | |
| run = subprocess.run([python, str(Path(__file__).resolve()), "--phase", phase], | |
| input=json.dumps(payload), text=True, capture_output=True) | |
| if run.returncode: | |
| raise RuntimeError(f"{phase} failed:\n{run.stderr[-1600:]}") | |
| return json.loads(run.stdout) | |
| def main() -> None: | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument("--cad-python", default=sys.executable) | |
| parser.add_argument("--physics-python", default=sys.executable) | |
| parser.add_argument("--phase", choices=("measure", "dynamics")) | |
| args = parser.parse_args() | |
| if args.phase: | |
| payload = json.load(sys.stdin) | |
| result = (measure(Path(payload["step"]), payload["setup"]) | |
| if args.phase == "measure" | |
| else dynamics(payload["meshes"], payload["setup"])) | |
| print(json.dumps(result)) | |
| return | |
| setup = json.loads((ROOT / "setup.json").read_text()) | |
| results = {} | |
| for name in ("before", "after"): | |
| properties = invoke(args.cad_python, "measure", { | |
| "step": str(ROOT / f"{name}.step"), "setup": setup, | |
| }) | |
| meshes = properties.pop("meshes") | |
| results[name] = { | |
| "step_properties": properties, | |
| "simulation_result": invoke(args.physics_python, "dynamics", { | |
| "meshes": meshes, "setup": setup, | |
| }), | |
| } | |
| before = results["before"] | |
| after = results["after"] | |
| bp, ap = before["step_properties"], after["step_properties"] | |
| bs, gs = before["simulation_result"], after["simulation_result"] | |
| sizes = [str(size) for size in setup["mesh_sizes_mm"]] | |
| baseline = [bs[size]["first_bending_frequency_hz"] for size in sizes] | |
| candidate = [gs[size]["first_bending_frequency_hz"] for size in sizes] | |
| baseline_static = [bs[size]["static_tip_deflection_m"] for size in sizes] | |
| candidate_static = [gs[size]["static_tip_deflection_m"] for size in sizes] | |
| checks = { | |
| "baseline_inside_forcing_band": all( | |
| setup["forcing_band_hz"][0] <= value <= | |
| setup["forcing_band_hz"][1] for value in baseline), | |
| "first_mode_above_forcing_band": min(candidate) >= | |
| setup["minimum_candidate_first_frequency_hz"], | |
| "static_deflection_limited": max(candidate_static) <= | |
| setup["maximum_candidate_static_tip_deflection_m"], | |
| "mesh_response_stable": all( | |
| abs(values[1] / values[0] - 1) <= limit | |
| for values, limit in ( | |
| (baseline, setup["maximum_relative_mesh_frequency_change"]), | |
| (candidate, setup["maximum_relative_mesh_frequency_change"]), | |
| (baseline_static, | |
| setup["maximum_relative_mesh_deflection_change"]), | |
| (candidate_static, | |
| setup["maximum_relative_mesh_deflection_change"]))), | |
| "mass_fixed": abs(ap["mass_kg"] / bp["mass_kg"] - 1) <= | |
| setup["maximum_relative_mass_change"], | |
| "end_pads_fixed": ap["end_pad_missing_mm3"] <= | |
| setup["maximum_end_pad_missing_mm3"] and | |
| ap["end_pad_excess_mm3"] <= setup["maximum_end_pad_excess_mm3"], | |
| "envelope_fixed": ap["envelope_excess_mm3"] <= | |
| setup["maximum_envelope_excess_mm3"], | |
| } | |
| after["comparison_to_before"] = { | |
| "baseline_first_frequencies_hz": baseline, | |
| "candidate_first_frequencies_hz": candidate, | |
| "checks": checks, "passed": all(checks.values()), | |
| } | |
| for name, result in results.items(): | |
| (ROOT / f"{name}.results.json").write_text(json.dumps(result, indent=2) + "\n") | |
| print(f"First mode: {baseline} -> {candidate} Hz") | |
| print(f"Static tip deflection: {baseline_static} -> {candidate_static} m") | |
| print(f"Task passed: {all(checks.values())}") | |
| if not all(checks.values()): | |
| raise SystemExit(1) | |
| if __name__ == "__main__": | |
| main() | |