PhyCAD-Bench / tasks /005 /simulate.py
OrlaLabs's picture
Add PhyCAD-Bench benchmark
99510bd verified
Raw History Blame Contribute Delete
7.37 kB
"""Measure radial load at two bearings from a STEP-derived rotor."""
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
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("Rotor volume must be positive")
density = setup["material_density_kg_m3"]
inertia = props.MatrixOfInertia()
bounds = shape.BoundingBox()
radius = setup["shaft_radius_mm"]
half_thickness = setup["half_thickness_mm"]
bore = cq.Solid.makeCylinder(radius, 2 * half_thickness, cq.Vector(0, 0, -half_thickness))
hub = cq.Solid.makeCylinder(setup["hub_radius_mm"], 2 * half_thickness,
cq.Vector(0, 0, -half_thickness)).cut(bore)
return {
"step_sha256": hashlib.sha256(step.read_bytes()).hexdigest(),
"volume_mm3": props.Mass(),
"mass_kg": props.Mass() * density * 1e-9,
"center_of_mass_mm": list(props.CentreOfMass().Coord()),
"inertia_tensor_kg_m2": [
[inertia.Value(i, j) * density * 1e-15 for j in (1, 2, 3)]
for i in (1, 2, 3)
],
"bounds_mm": [bounds.xmin, bounds.xmax, bounds.ymin, bounds.ymax,
bounds.zmin, bounds.zmax],
"bore_intrusion_mm3": shape.intersect(bore).Volume(),
"hub_interface_missing_mm3": hub.cut(shape).Volume(),
}
def dynamics(properties: dict, setup: dict) -> dict:
import pychrono as ch
cx, cy, cz = (value / 1000 for value in properties["center_of_mass_mm"])
speed = setup["angular_speed_rad_s"]
system = ch.ChSystemNSC()
system.SetGravitationalAcceleration(ch.ChVector3d(0, 0, 0))
ground = ch.ChBody()
ground.SetFixed(True)
system.Add(ground)
rotor = ch.ChBody()
rotor.SetMass(properties["mass_kg"])
inertia = ch.ChMatrix33d()
inertia.SetMatr(properties["inertia_tensor_kg_m2"])
rotor.SetInertia(inertia)
rotor.SetPos(ch.ChVector3d(cx, cy, cz))
rotor.SetLinVel(ch.ChVector3d(-speed * cy, speed * cx, 0))
rotor.SetAngVelParent(ch.ChVector3d(0, 0, speed))
system.Add(rotor)
lower = ch.ChLinkLockSpherical()
lower.Initialize(rotor, ground, ch.ChFramed(ch.ChVector3d(0, 0,
setup["bearing_z_mm"][0] / 1000)))
system.Add(lower)
upper = ch.ChLinkLockPointLine()
upper.Initialize(rotor, ground, ch.ChFramed(ch.ChVector3d(0, 0,
setup["bearing_z_mm"][1] / 1000)))
system.Add(upper)
dt = setup["time_step_s"]
steps = round(setup["duration_s"] / dt)
settle = round(setup["settling_s"] / dt)
if dt <= 0 or steps <= settle or abs(steps * dt - setup["duration_s"]) > 1e-12:
raise ValueError("Invalid simulation duration or time step")
sums = [0.0, 0.0]
count = 0
speeds = []
for i in range(steps):
system.DoStepDynamics(dt)
if i < settle:
continue
for j, bearing in enumerate((lower, upper)):
force = bearing.GetReaction1().force
radial_squared = force.x * force.x + force.y * force.y
if not math.isfinite(radial_squared):
raise ValueError("Nonfinite bearing reaction")
sums[j] += radial_squared
speeds.append(rotor.GetAngVelParent().z)
count += 1
return {
"bearing_rms_radial_load_N": [math.sqrt(value / count) for value in sums],
"mean_angular_speed_rad_s": sum(speeds) / count,
"maximum_relative_speed_drift": max(abs(value / speed - 1) for value in speeds),
"steps": steps,
}
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, check=False,
)
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["properties"], 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,
})
results[name] = {
"step_properties": properties,
"simulation_result": invoke(args.physics_python, "dynamics", {
"properties": properties, "setup": setup,
}),
}
before = results["before"]
after = results["after"]
bp = before["step_properties"]
ap = after["step_properties"]
br = before["simulation_result"]["bearing_rms_radial_load_N"]
ar = after["simulation_result"]["bearing_rms_radial_load_N"]
target = setup["required_relative_bearing_load_reduction"]
envelope = [-setup["outer_radius_mm"], setup["outer_radius_mm"],
-setup["outer_radius_mm"], setup["outer_radius_mm"],
-setup["half_thickness_mm"], setup["half_thickness_mm"]]
checks = {
"baseline_load_measurable": min(br) > 0.001,
"both_bearing_loads_reduced": all(a <= (1 - target) * b for a, b in zip(ar, br)),
"mass_fixed": abs(ap["mass_kg"] / bp["mass_kg"] - 1)
<= setup["maximum_relative_mass_change"],
"envelope_fixed": all(abs(a - b) <= setup["maximum_envelope_change_mm"]
for a, b in zip(ap["bounds_mm"], envelope)),
"shaft_bore_clear": ap["bore_intrusion_mm3"]
<= setup["maximum_bore_intrusion_mm3"],
"shaft_interface_intact": ap["hub_interface_missing_mm3"]
<= setup["maximum_interface_missing_mm3"],
"speed_held": all(result["simulation_result"]["maximum_relative_speed_drift"]
<= setup["maximum_relative_speed_drift"]
for result in (before, after)),
}
after["comparison_to_before"] = {
"relative_bearing_load_reduction": [1 - a / b for a, b in zip(ar, br)],
"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"Bearing RMS radial loads: {br} -> {ar} N")
print(f"Task passed: {after['comparison_to_before']['passed']}")
if not after["comparison_to_before"]["passed"]:
raise SystemExit(1)
if __name__ == "__main__":
main()