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int64
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battery_health
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remaining_energy_pct
int64
30
80
payload_weight
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wind_level
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route_length_km
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return_margin_pct
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DRBM-001
drone-battery-mission-coherence-risk-v0.1
2,025
quadrotor
high
70
low
low
short
high
Strong margin for mission and return.
Is battery-mission coherence intact. Answer coherent or incoherent.
coherent
Energy and margin support mission.
safe_return
Synthetic
DRBM-002
drone-battery-mission-coherence-risk-v0.1
2,025
quadrotor
medium
35
medium
high
long
low
Headwinds and payload strain battery.
Is battery-mission coherence intact. Answer coherent or incoherent.
incoherent
Return margin too low under load.
forced_landing_risk
Synthetic
DRBM-003
drone-battery-mission-coherence-risk-v0.1
2,025
vtol
high
60
medium
medium
medium
medium
Balanced energy plan.
Is battery-mission coherence intact. Answer coherent or incoherent.
coherent
Margins acceptable.
safe_return
Synthetic
DRBM-004
drone-battery-mission-coherence-risk-v0.1
2,025
vtol
low
40
high
medium
medium
low
Battery degraded and payload heavy.
Is battery-mission coherence intact. Answer coherent or incoherent.
incoherent
Battery health and margin fail.
forced_landing_risk
Synthetic
DRBM-005
drone-battery-mission-coherence-risk-v0.1
2,024
quadrotor
high
80
low
medium
short
high
Plenty of reserve.
Is battery-mission coherence intact. Answer coherent or incoherent.
coherent
Safe margin.
safe_return
Synthetic
DRBM-006
drone-battery-mission-coherence-risk-v0.1
2,024
quadrotor
medium
45
high
high
medium
low
Consumption rising with wind.
Is battery-mission coherence intact. Answer coherent or incoherent.
incoherent
Wind and payload break plan.
forced_landing_risk
Synthetic
DRBM-007
drone-battery-mission-coherence-risk-v0.1
2,024
vtol
high
55
low
low
medium
medium
Energy plan stable.
Is battery-mission coherence intact. Answer coherent or incoherent.
coherent
Reserve adequate.
safe_return
Synthetic
DRBM-008
drone-battery-mission-coherence-risk-v0.1
2,024
vtol
low
50
medium
high
long
low
Degraded battery under stress.
Is battery-mission coherence intact. Answer coherent or incoherent.
incoherent
Risk of return failure.
forced_landing_risk
Synthetic
DRBM-009
drone-battery-mission-coherence-risk-v0.1
2,023
quadrotor
high
65
medium
low
medium
medium
Normal conditions.
Is battery-mission coherence intact. Answer coherent or incoherent.
coherent
Energy aligns with mission.
safe_return
Synthetic
DRBM-010
drone-battery-mission-coherence-risk-v0.1
2,023
quadrotor
medium
30
medium
medium
long
low
Tight reserve.
Is battery-mission coherence intact. Answer coherent or incoherent.
incoherent
Reserve insufficient.
forced_landing_risk
Synthetic

What this repo is for

Detect when a drone cannot safely complete the mission and return.

Focus • battery health and remaining energy • payload and wind load • route length vs return margin

Why it matters Many incidents come from energy planning drift. This dataset flags the risk early.

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