Serialized Octree for Additive Manufacturing Layer Processing

The data structure is segmented into an octree hierarchy where the volumetric dataset is divided into octants at multiple levels. Each node represents a specific volumetric region and contains only the data necessary for that region, enabling efficient retrieval by accessing only relevant segments for each layer rather than processing entire datasets.

The patent transforms the traditional two-dimensional layer-wise data representation into a three-dimensional octree structure with explicit spatial hierarchy. This dimensional transformation allows data to be organized by spatial location and depth, enabling efficient navigation to specific layers through the 3D structure rather than sequential 2D array access.

The octree structure implements local quality by storing high-resolution volumetric data only in regions where precision is required, while using coarser representations in less critical areas. Each node in the octree can have different levels of detail based on the complexity of the geometry in that region, optimizing the balance between precision and memory access efficiency.

The data is pre-organized into an octree structure before manufacturing begins, with all spatial relationships and hierarchical levels established in advance. This preliminary organization allows the system to quickly navigate to and retrieve only the specific volumetric data needed for each layer, avoiding the need to search through entire datasets during the manufacturing process.

The octree structure segments the volumetric data into independent spatial regions that can be processed in any order. Each node represents a self-contained volumetric region with all necessary information, allowing different layers and regions to be processed concurrently without requiring sequential dependencies, thus enabling parallel manufacturing operations.

By organizing data in a 3D octree structure rather than sequential 2D layers, the patent enables random access to any volumetric region regardless of layer position. This dimensional reorganization allows the manufacturing system to process multiple layers concurrently by accessing different parts of the octree structure simultaneously, breaking the sequential processing constraint.