Meaning
Computational geometry algorithms convert unstructured point clouds gathered from three-dimensional optical scans into continuous non-overlapping triangular networks. Computer-aided inspection software applies Delaunay triangulation to raw coordinate data gathered from moulded polymer housings, connecting adjacent points such that no data point lies inside the circumcircle of any triangle. This spatial tessellation establishes a watertight digital surface required for volume calculations and wall thickness evaluations.
The algorithm operates solely on discrete surface coordinates and loses validity when point density drops below minimum sampling thresholds near sharp radius corners.
Mesh Generation
Surface reconstruction transforms unorganized spatial coordinates into structured spatial meshes for geometric inspection. Processing point files via Delaunay triangulation forms uniformly proportioned elements that prevent mathematical instability during downstream mechanical simulations. Moulding simulation packages rely on these triangular networks to model resin flow fronts and shrinkage patterns inside complex cavity geometries.
Dense point arrays generated by laser line scanners require preliminary spatial filtering to reduce node counts before triangulation processing begins, balancing computational processing speed against geometrical detail retention.
Boundary Constraint
Open boundaries and steep wall drops require constrained algorithms to prevent triangles from bridging across empty cavity voids. Standard Delaunay triangulation connects nearest neighbors regardless of physical part edges, creating false surface geometry across internal holes and perimeter boundaries. Applying edge constraints forces specific triangle sides to align with recognized part borders.
Missing points along sharp ribs cause mesh distortion that distorts calculated draft angles.
Interpolation Quality
Equiangular triangle shapes maximize numerical stability during surface height calculations. Mathematical processing with Delaunay triangulation minimizes narrow angle formation, preventing numerical noise during volumetric shrinkage computations on injection moulded components. Triangular mesh density directly limits spatial resolution.