Pipe Assembly Lab v1.3: four power-piping research sections, FE operators and validation
fc468a5 verified Download source/validate_power.py from HaomingLuo/AgentFEM-Pipe-Components: direct link, hf CLI and curl.
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https://huggingface.co/datasets/HaomingLuo/AgentFEM-Pipe-Components/resolve/main/source/validate_power.py
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hf download hf://datasets/HaomingLuo/AgentFEM-Pipe-Components/source/validate_power.py
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curl -L -o validate_power.py https://huggingface.co/datasets/HaomingLuo/AgentFEM-Pipe-Components/resolve/main/source/validate_power.py
2.69 kB
| """Generate power-section assembly labels and independent browser cross-checks.""" | |
| from pathlib import Path | |
| import json, os, subprocess | |
| import numpy as np | |
| from assembly import load, solve | |
| from generate_power import FAMILIES | |
| ROOT=Path(__file__).resolve().parents[1] | |
| cache={} | |
| def component(id): | |
| if id not in cache:cache[id]=load(ROOT/'data/components'/id) | |
| return cache[id] | |
| rows=[];mass_errors=[];thermal_errors=[] | |
| for f in FAMILIES: | |
| s=f"power-{f['id']}-straight-r8";e=f"power-{f['id']}-elbow-r3" | |
| c=component(s);d=f['diameter'];t=f['thickness'];L=8*d | |
| exact_mass=np.pi*(d*d-(d-2*t)**2)/4*L*7850 | |
| mass_errors.append(abs(c['metrics']['mass_kg']/exact_mass-1)) | |
| free=solve([c],deltaT=1,gravity=(0,0,0)) | |
| thermal_errors.append(abs(free['q'][6]/(f['alpha']*L)-1)) | |
| for shape in ['L','U','spatial']: | |
| ids=[s,e,s] if shape=='L' else [s,e,s,e,s] | |
| rolls=[0.]*len(ids) | |
| if shape=='spatial':rolls[3]=np.pi/2 | |
| for restraint in ['free','spring','guide']: | |
| supports=[dict(node=0,fixed=list(range(6)))] | |
| if restraint=='spring':supports.append(dict(node=len(ids),spring=[0,0,100000,0,0,0])) | |
| if restraint=='guide':supports.append(dict(node=len(ids),fixed=[2])) | |
| for temp in [0,100,f['temperature']]: | |
| r=solve([component(id) for id in ids],rolls,deltaT=temp,supports=supports,nmodes=12) | |
| rows.append(dict(id=f"{f['id']}-{shape}-{restraint}-{temp}",family=f['id'],shape=shape, | |
| component_ids=ids,rolls_rad=rolls,delta_temperature_K=temp,gravity_m_s2=[0,0,-9.81],supports=supports, | |
| port_displacements_SI=r['q'].tolist(),reaction_SI=r['reaction'].tolist(),frequencies_Hz=r['frequency'].tolist(), | |
| centreline_displacements_m=[u.tolist() for u in r['displacements']],free_residual=r['free_residual'], | |
| label_source='component ROM assembled from new Q2 solid FE components; not a plant measurement')) | |
| out=ROOT/'data/assemblies/power_sections.jsonl' | |
| out.write_text(''.join(json.dumps(row)+'\n' for row in rows)) | |
| assert max(mass_errors)<.012 | |
| assert max(thermal_errors)<1e-6 | |
| assert max(r['free_residual'] for r in rows)<1e-8 | |
| report=dict(passed=True,cases=len(rows),new_components=24,solid_displacement_dofs=35280, | |
| analytic_mass_max_relative_error=max(mass_errors),free_axial_expansion_max_relative_error=max(thermal_errors), | |
| maximum_equilibrium_residual=max(r['free_residual'] for r in rows), | |
| scope='Exact checks and independent same-ROM assembly; mesh convergence and plant validation not claimed.') | |
| (ROOT/'reports/power_validation.json').write_text(json.dumps(report,indent=2));print(report) | |