LiDAR Processing
3D point cloud processing for volumetric measurement and mapping.
Technology Overview
LiDAR Sensor Specifications
| Specification | Typical Value |
|---|---|
| Points per second | 240,000+ |
| Range | Up to 200m |
| Accuracy | ±2 cm |
| Field of View | 360° × 90° |
| Weight | ~1 kg |
Primary Use Cases
Volumetric Calculation (Use Case #10)
Measuring stockpile volumes for sand, materials, waste:
Workflow:
- Collect point cloud of stockpile area
- Generate digital terrain model (DTM)
- Define measurement boundary
- Calculate volume relative to base plane
- Compare to previous measurements
Accuracy: ±2-5% depending on material and conditions
Construction Progress (Use Case #6)
Tracking construction site changes:
- Earthworks volume tracking
- Structure completion monitoring
- Site layout verification
- Progress comparison against plan
3D Asset Mapping
Creating digital twins of facilities:
- Pipeline routing verification
- Infrastructure documentation
- As-built documentation
- Change detection
Processing Pipeline
┌─────────────┐ ┌─────────────┐ ┌─────────────────┐
│ Raw Point │ → │ Point │ → │ Ground │
│ Cloud │ │ Filtering │ │ Classification │
└─────────────┘ └─────────────┘ └─────────────────┘
│
┌─────────────┐ ┌─────────────┐ ┌────────▼────────┐
│ Volume │ ← │ DTM │ ← │ Surface │
│ Calculation │ │ Generation │ │ Modeling │
└─────────────┘ └─────────────┘ └─────────────────┘
Quality Factors
| Factor | Impact | Mitigation |
|---|---|---|
| Vegetation | Volume interference | Ground filtering algorithms |
| Water | Absorption/reflection | Exclude water surfaces |
| Dust | Point scatter | Density filtering |
| Movement | Distortion | Motion compensation |
Multi-Sensor Correlation
| Correlation | Benefit |
|---|---|
| LiDAR + RGB | Colorized point cloud |
| LiDAR + GPS | Georeferenced model |
| LiDAR + Historical | Change detection |
| LiDAR + CAD | As-built vs. design |
Use Cases Addressed
| # | Use Case | LiDAR Role |
|---|---|---|
| 6 | Construction progress | Primary |
| 10 | Volumetric calculation | Primary |
| 12 | Road/access anomalies | Supporting |
Output Formats
| Format | Use |
|---|---|
| LAS/LAZ | Standard point cloud |
| GeoTIFF | Elevation raster |
| OBJ/PLY | 3D mesh |
| PDF Report | Volume summary |