Large Energy Model Technologies Limited
LEM-Space · PAVLINA live simulation
Federated triangulation architecture for extraterrestrial DC grid stabilisation · GB Patent Application 2519710.4
DC grid stabilisation
DC bus voltage
28.0 V
Stable
Grid stability
97%
Nominal
Solar output
4.2 kW
Illuminated
SMR base load
2.0 kW
Steady
PAVLINA Orchestration controller Orbital node GPS + downlink Static node Aggregation hub Mobile node Rover / actuator LEM-Space AI energy model Solar array SMR Base load Grid event Click a node to trigger an event
DC bus voltage over time — PAVLINA stabilisation response
System initialised. PAVLINA online. All nodes nominal.

Federated learning — PAVLINA aggregation engine
Learning round
1
Ready
Global model accuracy
71%
LEM-Space
Byzantine flags
0
None detected
Node trust scores
Orbital node 94%
Rad: low · Timing: nominal · Health: good
Static node 88%
Rad: low · Timing: nominal · Health: good
Mobile node 81%
Rad: moderate · Timing: nominal · Health: good
Latest causal tuple
State
V=27.8V, T=312K
Action
Load mod +12%
Effect
V +0.4V stable
Context
Sun: 94%, Dust: low
Physics constraint check
Energy conservation: passed
Model update propagation — round 1
Orbital PAVLINA aggregating Static Mobile
Global model accuracy per learning round — trust-weighted Byzantine aggregation
PAVLINA ready. Press "Run learning round" to begin federated training.