Experience-Based Learning
Experience-Based Learning Engine
The Experience-Based Learning Engine is a firmware subsystem stored on radiation-hardened NOR flash with a dedicated machine learning accelerator, drawing 1 W of power. Functioning within the Lunar Ark system, it extracts patterns from successful and failed system recoveries to update execution planning models, processing approximately 100 learning events annually. Maintaining operational learning across a 100-year mission lifetime without atmospheric or magnetospheric radiation shielding requires strict audit trails and authenticated update pathways to prevent data corruption. The engine operates with a mean time between failures of 500,000 hours to support long-term autonomous habitat maintenance.
Experience-based learning engine capturing successful and failed recoveries to improve future recovery planning.
Purpose
Experience-based learning engine capturing successful and failed recoveries to improve future recovery planning.
Context
Child of L2-SLF-LEARN within the Lunar Ark system
Principles
- ▸Per-recovery outcome capture
- ▸Pattern extraction from successes/failures
- ▸Update to L3-SLF-EXEC-PLAN models
- ▸L1-DVT learning archive
- ▸Authenticated learning updates
Typical implementations
- ▸Industrial continuous improvement
- ▸Aerospace lessons-learned databases
- ▸ML-augmented learning
Lunar considerations
- ▸Long-mission organizational learning
- ▸Authenticated updates
- ▸Audit trail
Specifications
Functional
| primary function | Experience-based learning engine capturing successful and failed recoveries to improve future recovery planning. |
| learning events per year | 100 |
Physical
| mass kg | 0 |
| materials | Code on rad-hard NOR flash + ML accelerator |
| vacuum compatibility | True |
Operational
| power consumption w | 1 |
| thermal range c | -40, 70 |
| lifetime years | 100 |
| mtbf hours | 500000 |
Interfaces
Provides
- Improved planning patterns
- Learning archive
Requires
- Recovery outcomes
Cite this entry
Lunar Ark Codex. "Experience-Based Learning" (L3-SLF-LEARN-EXP). Retrieved 10 September 2026, from https://lunarark.com/entry/L3-SLF-LEARN-EXP
Licensed CC-BY-SA 4.0. You may reuse and adapt this entry with attribution, under the same licence.