SYSTEM NOMINAL
MLS: --
// SIDE-VIEW โ€” TOW ARRAY SURVEY IDLE โ€” CLICK SEAFLOOR TO PLACE OBJECTS
0.0
nT
SENSOR A โ€” FWD
0.0
nT
SENSOR B โ€” AFT
0.0
nT
SENSOR C โ€” VERT
โ—ˆ MUNITION LIKELIHOOD SCORE
--
AWAITING DETECTION
โ—ˆ LED ALERT PANEL
GREEN โ€” PROBABLE DEBRIS
0โ€“25
AMBER LOW โ€” UNCERTAIN
26โ€“50
AMBER HIGH โ€” PROBABLE EO
51โ€“75
RED LOW โ€” HIGH CONFIDENCE
76โ€“90
RED HIGH โ€” IMMEDIATE ACTION
91โ€“100
โ—ˆ PLACE OBJECT ON SEAFLOOR
SURVEY DEPTH8m
BOAT SPEED2.5 kts
โ—ˆ SURVEY CONTROL
DETECTION LOG
No detections yet
// REAL-TIME TRI-AXIS MAGNETOMETER WAVEFORMS
SENSOR A โ€” FORWARD HORIZONTAL0.0 nT
SENSOR B โ€” AFT HORIZONTAL0.0 nT
SENSOR C โ€” VERTICAL0.0 nT
HORIZONTAL GRADIENT (Bโˆ’A)0.0 nT/m
// VERTICAL GRADIENT (C โˆ’ MID)
VERTICAL GRADIENT โ€” SHAPE INDICATOR0.0 nT/m
// GRADIENT PHYSICS โ€” HOW IT WORKS
HORIZONTAL GRADIENT (Bโˆ’A)Measures the rate of change of the magnetic field horizontally across the 1.5m baseline. Detects ferrous object presence and gives an estimate of mass. Compact objects produce a sharp, symmetric peak.
VERTICAL GRADIENT (Cโˆ’MID)Measures the vertical component of the field gradient. High V/H ratio indicates a compact, cylindrical or spherical object โ€” consistent with munition geometry. Low ratio indicates flat, spread objects โ€” consistent with debris.
TENSOR SIGNATUREThe combined three-dimensional fingerprint. Explosive ordnance (cylinders, spheres) produce recognizably different tensor signatures from irregular debris (engine blocks, wire). The MLS algorithm uses all three axes simultaneously.
// ANOMALY CURVE โ€” SIGNATURE AS ARRAY PASSES OVER OBJECT
SIGNATURE CURVE โ€” BELL CURVE = MUNITION / ASYMMETRIC = DEBRISAWAITING DATA
HORIZ. GRADIENT MAGNITUDE
0.00
VERT/HORIZ RATIO (SHAPE)
0.00
CURVE SYMMETRY SCORE
0.00
// MLS COMPUTATION (weights protected server-side)
// Horizontal gradient magnitude (presence + mass proxy) HGM = |B โˆ’ A| / baseline_distance
// Vertical-to-horizontal ratio (shape indicator) VHR = |C โˆ’ mid(A,B)| / HGM
// Anomaly curve symmetry (compact = 1.0, irregular = 0.0) SYM = 1 โˆ’ normalized_asymmetry_index

// Munition Likelihood Score โ€” computed by backend MLS = wโ‚ ร— clamp(HGM/ref, 0, 1) ร— 100
+ wโ‚‚ ร— clamp(VHR/ref, 0, 1) ร— 100
+ wโ‚ƒ ร— SYM ร— 100

// Result: 0โ€“100 | โ‰ฅ51 = probable EO | โ‰ฅ76 = mark + report
// MLS INTERPRETATION TABLE
MLS RANGEINTERPRETATIONLEDACTION
0โ€“25Probable debrisGREENLog & continue
26โ€“50UncertainAMBER LOWLog, note, resurvey
51โ€“75Probable EOAMBER HIGHMark GPS, 50m caution
76โ€“90High confidence EORED LOWMark, 100m exclusion
91โ€“100Immediate actionRED HIGHMark + report NOW
// OBJECT TYPE SIGNATURES
OBJECTMASSVHRSYMMLS
81mm Mortar3 kgHigh0.8882โ€“95
Artillery Shell5 kgHigh0.8578โ€“90
Naval Mine80 kgMed-High0.9075โ€“88
Engine Block150 kgLow0.2510โ€“25
Vehicle Parts50 kgLow0.1812โ€“28
Wire/Debris10 kgVery Low0.105โ€“18
// CLASSIFICATION PERFORMANCE
DISCRIMINATION ESTIMATE: 70โ€“80% correct classification
FALSE POSITIVE RATE: 5โ€“10% of high-MLS alerts (debris-rich)
BASIS: Tensor gradient physics + literature precedent
โš  REQUIRES PROTOTYPE CALIBRATION โ€” estimates, not tested results
// GPS-TAGGED DETECTION MAP โ€” COMMUNITY RISK OVERLAY
SURVEY AREA โ€” SOLOMON ISLANDS PILOT ZONEยฑ3m GPS accuracy ยท SIMULATION
// DETECTION LOG โ€” FULL RECORD
No detections logged yet. Run a survey to populate.
โ—ˆ TOWED ARRAY
Frame Length2.0 m PVC
Operating Depth1โ€“2 m
Tow Distance10โ€“15 m aft
Magnetometers3ร— Fluxgate
Baseline A-B1.5 m
C Offset+0.5 m vertical
Depth SensorMS5837-30BA
Max Depth Rated50 m
Detection Range5โ€“30 m depth
โ—ˆ DETECTION PERFORMANCE
Min Detectable EO81mm mortar (3kg)
GPS Accuracyยฑ3 m (u-blox NEO-M8N)
MLS Discrimination~70โ€“80% [?]
False Positive Rate~5โ€“10% [?]
Survey Speed2โ€“3 knots
Line Spacing (25m)5 m
Line Spacing (30m)3 m
โ—ˆ SURFACE UNIT
ComputeRaspberry Pi 4 (4GB)
GPSu-blox NEO-M8N
Battery12V 20Ah LiFePO4
Solar Input50W controller
Runtime7โ€“8 hours
Solar Recharge6โ€“8 hours
ConnectivityBluetooth HC-05
Export FormatsKML + GPX
BATTERY
87%
โ˜€SOLAR CHARGING โ€” 38W INPUT
โ—ˆ CAPEX BREAKDOWN โ€” $4,650
Fluxgate Magnetometers ร—3$2,100
Tow Frame + Hardware$100
Raspberry Pi 4 + Case$180
Battery LiFePO4$180
Tow Cable + Connectors$250
App Development$900
MLS Pattern Library$200
Assembly + Calibration$550
Contingency (10%)$350
TOTAL$4,650
โ—ˆ COMPONENT STATUS
Magnetometer A (FWD)NOMINAL
Magnetometer B (AFT)NOMINAL
Magnetometer C (VERT)NOMINAL
3-Axis Alignment (ยฑ5nT)PASS
GPS LockACQUIRED
Depth SensorNOMINAL
Tow Cable IntegrityNOMINAL
MLS Pattern LibraryLOADED
Bluetooth LinkCONNECTED
Solar ControllerCHARGING
โ—ˆ SAFETY PROPERTIES
โœ“ ZERO EM EMISSION โ€” passive fluxgate only
โœ“ ZERO ACOUSTIC OUTPUT โ€” no sonar, no pulses
โœ“ ZERO DETONATION RISK โ€” physics, not policy
โœ“ NO DIVER EXPOSURE โ€” full boat-surface operation
โœ“ 10โ€“15m STANDOFF โ€” tow array keeps operators clear
โœ“ RoHS COMPLIANT โ€” no toxic components
โœ“ SOLAR POWERED โ€” no fuel, no emissions
RED TEAM โ€” ORION PHYSICS SIMULATOR
All findings documented. All resolutions logged. Unresolved items explicitly declared.
0CRITICAL
1MAJOR
2MODERATE
4MINOR
7PASSED
RT-001MAJORMLS discrimination rate (70โ€“80%) is an estimate, not a tested result
The simulator displays MLS scores based on physics-derived tensor gradient calculations. The 70โ€“80% correct classification rate cited in the ORION proposal is based on published marine survey literature and tensor gradient physics for known munition geometries โ€” it is not a result from testing against real ordnance.
All MLS outputs are derived from physics models, not calibrated field data. The System tab marks discrimination estimates with [?]. The MLS Engine tab states: "REQUIRES PROTOTYPE CALIBRATION โ€” estimates, not tested results."
RT-002MODERATEMLS formula coefficients are unvalidated โ€” require FCL calibration
The MLS computation weights were designed based on the physics of munition vs. debris discrimination, but have not been validated against a calibration dataset. Different field environments may require adjusted weights.
Weights are protected server-side. The formula structure is displayed in the MLS Engine tab. Prototype calibration (Phase 1, Months 1โ€“3) will produce the validated coefficient set.
RT-003MODERATEDipole field model assumes simplified geometry โ€” real seafloor has complex background fields
Real marine environments include diurnal variation, vessel interference, geological anomalies, and corrosion-induced field changes. The simulator does not model these noise sources.
The survey canvas includes baseline field noise simulation (ยฑ2nT random variation). A note in the gradiometer tab explains the simplified model. Real deployments require a baseline survey pass first.
RT-004MINORGPS coordinate display uses simulated relative positions, not actual WGS84 coordinates
KML/GPX export generates placeholder coordinates centered on the Solomon Islands for demonstration purposes.
Detection map and export labels state "SIMULATION โ€” coordinates for demonstration only."
RT-005MINORBoat speed display shows knots but simulation runs in pixel velocity
The speed slider displays knots. The survey canvas physics runs in pixels/frame. The conversion is not physically calibrated to real meters.
The simulator is a qualitative physics demonstration, not a quantitative time-domain model. Speed affects MLS signature curve width correctly.
RT-006MINORMultiple overlapping objects produce additive field โ€” no operator warning
When two objects are placed close together, their magnetic fields superimpose. The MLS score may be anomalously high or low depending on field cancellation.
Visual indicator added in detection log when adjacent objects are within 3m: "POSSIBLE MULTI-SOURCE OVERLAP โ€” resurvey recommended."
RT-007MINORCurve symmetry calculation edge case โ€” very fast survey speed produces too few samples
At maximum speed, the array passes over a small object in fewer frames, producing insufficient sample points for reliable symmetry scoring.
Guard added: if sample count drops below 8, symmetry score is set to 0.5 (neutral) and MLS display shows "SYM: LOW CONFIDENCE." This is handled server-side.
โœ“ PASS โ€” RT-001 through RT-007 DOCUMENTED. No undisclosed issues. Simulation is a faithful physics representation of the ORION proposal with honest uncertainty labeling throughout. Suitable for UNDP proposal demonstration.