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MER-001
autonomous-marine-energy-return-coherence-risk-v0.1
2,025
auv
high
near
low
high
low
high
Energy well within return margin.
Is energy-return coherence intact. Answer coherent or incoherent.
coherent
Battery exceeds route demand.
safe_return
Synthetic
MER-002
autonomous-marine-energy-return-coherence-risk-v0.1
2,025
auv
medium
far
high
medium
medium
low
Current and range mismatch.
Is energy-return coherence intact. Answer coherent or incoherent.
incoherent
Return margin collapsing.
stranding_risk
Synthetic
MER-003
autonomous-marine-energy-return-coherence-risk-v0.1
2,025
usv
high
near
low
high
low
high
Stable.
Is energy-return coherence intact. Answer coherent or incoherent.
coherent
Strong margin.
safe_return
Synthetic
MER-004
autonomous-marine-energy-return-coherence-risk-v0.1
2,025
usv
low
far
high
low
high
low
Return unlikely.
Is energy-return coherence intact. Answer coherent or incoherent.
incoherent
Energy below return threshold.
stranding_risk
Synthetic
MER-005
autonomous-marine-energy-return-coherence-risk-v0.1
2,024
auv
high
near
low
high
low
high
Aligned.
Is energy-return coherence intact. Answer coherent or incoherent.
coherent
Battery sufficient.
safe_return
Synthetic
MER-006
autonomous-marine-energy-return-coherence-risk-v0.1
2,024
auv
medium
far
medium
medium
medium
low
Margin shrinking.
Is energy-return coherence intact. Answer coherent or incoherent.
incoherent
Distance exceeds safe range.
stranding_risk
Synthetic
MER-007
autonomous-marine-energy-return-coherence-risk-v0.1
2,024
usv
high
near
low
high
low
high
Stable.
Is energy-return coherence intact. Answer coherent or incoherent.
coherent
Good efficiency.
safe_return
Synthetic
MER-008
autonomous-marine-energy-return-coherence-risk-v0.1
2,024
usv
low
far
high
low
high
low
Energy deficit.
Is energy-return coherence intact. Answer coherent or incoherent.
incoherent
Thrust inefficiency and current.
stranding_risk
Synthetic
MER-009
autonomous-marine-energy-return-coherence-risk-v0.1
2,023
auv
high
near
low
high
low
high
Stable.
Is energy-return coherence intact. Answer coherent or incoherent.
coherent
Aligned.
safe_return
Synthetic
MER-010
autonomous-marine-energy-return-coherence-risk-v0.1
2,023
auv
medium
far
high
medium
medium
low
Pre-risk.
Is energy-return coherence intact. Answer coherent or incoherent.
incoherent
Return margin below safe.
stranding_risk
Synthetic

What this repo is for

Detect when a vessel will not make it back.

Focus

battery vs range

current vs thrust

route complexity

energy margin

Why it matters Many AUV losses are energy failures. The warning appears early in mission planning.

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