¶ Digital twins
| Company | Kelluu |
| Country | Finland |
| Website | https://kelluu.com/ |
| Category | Planning & Inventory › Remote sensing & mapping |
¶ Overview
A digital twin is a dynamic, continuously updated virtual replica of a physical asset, system, or environment that mirrors the real-world entity in near-real time by ingesting live sensor data, operational telemetry, and contextual information. In the forestry and logging sector, digital twins are being developed and applied at multiple scales: at the machine level, where a harvester or forwarder's mechanical and hydraulic state is replicated virtually to support predictive maintenance and remote diagnostics; at the coupe or stand level, where a three-dimensional model integrating LiDAR, drone imagery, and soil data represents timber volumes, terrain, and infrastructure; and at the forest estate level, where landscape-scale simulations incorporate carbon accounting, biodiversity overlays, and hydrological models. The operational value of a digital twin lies in its bidirectional relationship with the physical world — not only does it reflect current reality, but it can be used to run scenario simulations (such as testing alternative harvest sequences or road alignments) before committing resources on the ground. For machinery, digital twins enable condition monitoring that goes beyond simple threshold alarms, using physics-based or machine-learning models to predict component wear and optimise service intervals. In an Australian plantation context, companies are beginning to pilot estate-level digital twins that combine satellite-derived growth estimates with forwarder load data and mill intake records to provide a unified view of wood supply from stump to gate. Research programmes in Scandinavia, particularly through partnerships between John Deere Forestry, Ponsse, and academic institutions, have advanced machine-level twin implementations, with results showing significant reductions in unplanned downtime. As connectivity infrastructure in regional Australia improves — including the expansion of private LTE networks on plantation estates — the real-time data pipelines that make operational digital twins viable are becoming increasingly achievable.
¶ Assessment
Useful for supporting efficient operations and early threat detection, offering solid risk-reduction value even though productivity gains are modest and indirect.
¶ Details
| Field | Value |
|---|---|
| Company | Kelluu |
| Country | Finland |
| Type | Company |
| FWPA RD&E | 7.3 |