LEM·SPACE
Large Energy Model Technologies
PAVLINA ONLINE
MET T+00:00:00
GB 2519710.4
Federated triangulation architecture for extraterrestrial DC grid stabilisation — live simulation
01DC 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
EARTH LINK LOST ✕ LINK LOST ✕ ORBITAL NODE TIMING · POSITION · DOWNLINK SOLAR ARRAY 4.2 kW STATIC NODE PAVLINA HUB SMR 2.0 kW MOBILE NODE SENSING · ACTUATION · HIGH-FREQ TELEMETRY GRID NOMINAL All nodes online Click a node to trigger an event
SITE MERIDIANI-1
TIER ORBITAL / STATIC / MOBILE
ENERGY DATA / MODEL
DC bus voltage — PAVLINA stabilisation response
02Federated learning — PAVLINA aggregation
Learning round
1
Ready
Global model accuracy
71%
LEM-Space
Byzantine flags
0
None detected
Node trust scores — Byzantine-robust weighting
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 · action · effect · context
State
V=27.8V, T=312K
Action
Load mod +12%
Effect
V +0.4V stable
Context
Sun: 94%, Dust: low
Physics constraint check — ΔE ≈ 0
Energy conservation: passed
Model update propagation — round 1
Local training
→
Sign + encrypt
→
DTN uplink
→
Trust-weighted aggregation
→
Global broadcast
Global model accuracy per learning round — trust-weighted Byzantine aggregation