🧠 AI Bird Detection & Classification DEEP LEARNING
Bird Detection — YOLOv8n
Real-time Object Detection
mAP@50: 0.967
FPS: 32
Params: 3.2M
Species Classification — EfficientNet-B3
Multi-class Bird Species Classifier
Accuracy: 98.5%
Classes: 47종
Latency: 12ms
Trajectory Prediction — LSTM
Flock Movement Forecast (T+5min)
RMSE: 4.2m
Horizon: 5min
Conf: 0.91
AI Radar Sweep — Live Detection
왜가리 0.97
기러기 0.94
비둘기 0.91
참매 0.88
AI Classification Overlay — 실시간 종 분류 표시
AI Classified Threats
왜가리 (Grey Heron)
Conf: 0.972
45CRITICAL
기러기 (Bean Goose)
Conf: 0.941
28HIGH
비둘기 (Rock Dove)
Conf: 0.913
12MEDIUM
참매 (Northern Goshawk)
Conf: 0.882
1LOW
AI Inference Log — Real-time Detection Stream
AI Risk Heatmap — Runway Zones
AI가 예측한 조류위협 확률 분포 | RWY 09L/27R (3,200m) · RWY 15/33 (2,700m)
🚁 Drone Fleet Telemetry AI AUTONOMOUS
Fleet Size
4
에어분사×2 + 가스멸균×2
Active / Standby
2 / 2
AI Path Planning
ON
A* + Collision Avoidance
에어분사 드론 (Air-Blast Deterrent)
AIR-BLAST
🟢 Alpha (에어분사)
Status:ACTIVE (AI Patrol)
GPS:37.5142°N, 127.0620°E
Altitude:1,250 ft AGL
AI Mode:Autonomous Intercept
Battery92.0%
Air Cartridge88%
AIR-BLAST
🟡 Bravo (에어분사)
Status:STANDBY (Pad B)
GPS:37.5138°N, 127.0615°E
Altitude:Ground
AI Mode:Ready for Dispatch
Battery87.0%
Air Cartridge81%
가스멸균 드론 (Gas Sterilization UAV)
GAS-STERIL
🟢 Charlie (가스멸균)
Status:ACTIVE (Zone Sanitize)
GPS:37.5145°N, 127.0625°E
Altitude:80 ft AGL
AI Mode:Area Decontamination
Battery78.5%
Gas Tank (EO/H₂O₂)72%
GAS-STERIL
🟡 Delta (가스멸균)
Status:STANDBY (Pad D)
GPS:37.5140°N, 127.0618°E
Altitude:Ground
AI Mode:Ready for Dispatch
Battery95.0%
Gas Tank (EO/H₂O₂)100%
MAVLink Telemetry Stream
🎯 AI Mission Control AUTONOMOUS KILL CHAIN
AVIX-AI Kill Chain — 7-Step AI Workflow
1
AI 감지
→
2
AI 종분류
→
3
AI 위협평가
→
4
터치 승인
→
5
AI 경로계획
→
6
분사/살포
→
7
AI 효과분석
7단계 중 5단계가 AI 자동화 — 운용자는 Step 4 승인만 수행
Active Missions
| Mission | Target | Drone | Type | Status | Step |
|---|---|---|---|---|---|
| MSN-001 | FL-001 왜가리 (45) | Alpha | 에어분사 | ● ENGAGING | Step 6 — 에어분사 |
| MSN-002 | FL-002 기러기 (28) | — | 미배정 | ● PENDING | Step 4 — 터치 승인 대기 |
| MSN-003 | Zone-C Taxiway | Charlie | 가스멸균 | ● SANITIZING | Step 6 — EO 살포 중 |
4
Strikes Prevented
98.5%
AI Detection Acc
12ms
AI Inference
2
Areas Sanitized
AI Deterrence Event Log
[06:12:34] AI DETECT | FL-001 왜가리 45ea | YOLOv8 Conf: 0.972 | Species: EfficientNet 0.968
[06:12:35] AI THREAT | CRITICAL | LSTM Prediction: Runway intercept T+3min | P=0.89
[06:12:38] AI ASSESS | Risk Score: 9.4/10 | Recommended: Air-Blast Intercept
[06:12:45] HUMAN-IN-LOOP | Operator TOUCH APPROVAL received ✓
[06:12:46] AI PATH | A* route computed | ETA: 87sec | Collision-free verified
[06:14:12] EXECUTE | Drone Alpha → FL-001 | Air-Blast 120PSI initiated
[06:14:18] AI EVAL | Post-action analysis: 92% flock dispersed from RWY zone
[06:14:22] LOGGED | MSN-001 COMPLETE | BASH Entry #2026-0325-001 auto-generated
[06:30:15] AI DETECT | Zone-C contamination risk | Fecal density: HIGH
[06:30:18] DISPATCH | Drone Charlie (가스멸균) → Zone-C | EO/H₂O₂ spray mode
[06:32:45] AI EVAL | Sterilization coverage: 94% | Zone-C status: CLEAN
⚡ BASH Protocol (DAFI 91-212) AUTO-REPORT
Today's AI Risk Assessment
SEVERE
AI Confidence: 0.94 | 이동 철새 군집 다수 탐지
Monthly AI Prevention Stats
7
에어분사 4건 | 가스멸균 2건 | Near-miss 1건
BASH Daily Report — AI Auto-Generated (DAFI 91-212)
═══════════════════════════════════════════════════════
BIRD/WILDLIFE AIRCRAFT STRIKE HAZARD (BASH)
DAILY OPERATIONS REPORT
DAFI 91-212 — AVIX-AI AUTO-GENERATED
═══════════════════════════════════════════════════════
DATE: 2026-03-25 (Tuesday)
INSTALLATION: K-AB (Airbase)
SYSTEM: AVIX-AI v1.0 (Aviation Intelligent eXpert)
PREPARER: AI Auto-Report Engine (EfficientNet + LSTM)
─── SECTION 1: AI RISK ASSESSMENT ──────────────────
Current BASH Condition: SEVERE (AI Conf: 0.94)
AI Analysis: Spring migration peak — large flock activity
near RWY 09L/27R approach corridors
LSTM Forecast: Continued HIGH activity until 1800L
Historical Pattern Match: 87% similar to 2025-03-22 event
Effective: 0600L — 1800L
─── SECTION 2: AI-CLASSIFIED SPECIES ──────────────
Species Count AI Conf Risk Location
─────────────────── ─────── ──────── ─────── ──────────
왜가리 Grey Heron 45 0.972 CRIT RWY 09L APP
기러기 Bean Goose 28 0.941 HIGH RWY 15 DEPT
비둘기 Rock Dove 12 0.913 MED Taxiway C
참매 N. Goshawk 1 0.882 LOW Perimeter NE
─── SECTION 3: DETERRENCE ACTIONS ─────────────────
Time Mission Drone Type Action Result
─────── ───────── ───────── ─────────── ──────────── ────────
0612L MSN-001 Alpha 에어분사 Air-Blast SUCCESS
0630L MSN-003 Charlie 가스멸균 EO Spray SUCCESS
0845L MSN-002 — 미배정 — PENDING
─── SECTION 4: FLIGHT SCHEDULE IMPACT ─────────────
0600L KF-16C ×4 T/O RWY 09L — AI Risk: 9.4/10 (HIGH)
0830L T-50 Training RWY 15 — AI Risk: 6.2/10 (MED)
1000L C-130J Landing RWY 09L — AI Risk: 3.1/10 (LOW)
1400L KF-16C ×4 LDG RWY 27R — AI Risk: 8.7/10 (HIGH)
─── SECTION 5: AI RECOMMENDATIONS ─────────────────
1. Maintain SEVERE BASH condition until 1800L
2. Deploy Alpha continuous AI patrol RWY 09L corridor
3. Stage Bravo for rapid response RWY 15
4. Deploy Charlie 가스멸균 for Zone-C/D sanitization
5. Brief aircrew: 왜가리 flock 045° approach, alt 850ft
6. AI Trajectory Prediction: 기러기 flock shift to 320° by 1200L
═══════════════════════════════════════════════════════
AVIX-AI v1.0 | 3-Patent Integration | AI Autonomous
Report ID: BASH-2026-0325-001 | AUTO-GENERATED
═══════════════════════════════════════════════════════
🏗️ AI System Architecture DEEP LEARNING
AI Processing Pipeline
📹
CCTV/Radar
Input Stream
→
🧠
YOLOv8
Detection
→
🔬
EfficientNet
Classification
→
📈
LSTM
Trajectory
→
🎯
Decision
Risk + Action
3-Patent + Dual Drone Architecture
PAT 10-2828256
에어분사 조류퇴치 드론
Hardware Layer — Air-Blast
PAT 2025-0019244
듀얼모니터링 HUD 시스템
AI Software Layer
PAT 10-1875181
멀티터치 디스플레이 제어
UI/UX Layer — Human-in-Loop
💨
에어분사 드론
고압 공기분사 120PSI | 비살상 조류퇴치
AI 자동 요격 경로 생성 | 군집 분산 최적화
🧪
가스멸균 드론
EO/H₂O₂ 가스 살포 | 활주로 구역 멸균
AI 오염 구역 자동 탐지 | 최적 살포 패턴
🔗 Lattice Entity Mapping C2 INTEGRATION
Anduril Lattice — Autonomous Entity Tracking & Command Mesh Network
🌐
Lattice Mesh Core
Entity Fusion · Ontology Engine · C2 Routing
│
│
┌────────────┴────────────┐
ENTITY_TYPE: UAV_AIRBLAST
💨
에어분사 드론 (Air-Blast)
entity.id: AVIX-AB-α / AVIX-AB-β
callsign: Alpha / Bravo
class: UAV.Rotary.Dispersal.AirBlast
payload: HPA_120PSI_Nozzle
mission_type: BIRD_DISPERSAL
ontology: MIL-STD-2525D / APP-6D
SENSOR FEEDS → Lattice
GPS/INS
IMU
Altimeter
Tank PSI
Nozzle Status
Battery
C2 COMMANDS (Lattice →)
LAUNCH
INTERCEPT
BLAST
RTB
ABORT
ENTITY_TYPE: UAV_CBRN
🧪
CBRN 가스멸균 드론 (Gas Sterilization)
entity.id: AVIX-GS-γ / AVIX-GS-δ
callsign: Charlie / Delta
class: UAV.Rotary.CBRN.GasSterilize
payload: EO_H2O2_Dispersal_5L
mission_type: AREA_STERILIZATION
ontology: MIL-STD-2525D / CBRN-SOP
SENSOR FEEDS → Lattice
GPS/INS
IMU
EO Sensor
Gas Level
Spray Rate
Contam Map
C2 COMMANDS (Lattice →)
LAUNCH
STERILIZE
SPRAY
RTB
ABORT
📊 Entity Relationship Schema
AVIX_SENSOR_ARRAY ──tracks──→ BIRD_ENTITY[ ] (YOLOv8 + EfficientNet)
BIRD_ENTITY ──triggers──→ THREAT_ASSESSMENT (LSTM + Risk Score)
THREAT_ASSESSMENT ──assigns──→ UAV_AIRBLAST[α,β] | UAV_CBRN[γ,δ]
UAV_AIRBLAST ──executes──→ MISSION_DISPERSAL (Air-Blast 120PSI)
UAV_CBRN ──executes──→ MISSION_STERILIZE (EO/H₂O₂ Spray)
MISSION_* ──reports──→ LATTICE_MESH_CORE (BDA Feedback Loop)
gRPC/Protobuf
MAVLink v2
MIL-STD-6016
Link 16 Compatible
Zero-Trust Auth
AES-256 Encrypted
AI Technology Stack
🧠 AI/ML Engine
- YOLOv8n — Real-time Bird Detection
- EfficientNet-B3 — Species Classification (47종)
- LSTM — Flock Trajectory Prediction
- Risk Scoring — Multi-factor Threat Assessment
- A* Path Planning — Collision-free Routing
📡 Sensor Fusion
- Bird Radar — 3D Avian Detection (15km+)
- CCTV Array — Multi-angle Visual Feed
- GPS/GNSS — Precision Drone Positioning
- Weather Station — Wind/Visibility Data
- ADS-B — Flight Schedule Integration
📱 Frontend (GCS App)
- SwiftUI + WKWebView (iOS 17+)
- Real-time WebSocket Telemetry
- MapKit — 3D Drone Tracking
- Multi-touch Approval Interface
- Dark Mode Military-grade UI
🚁 Hardware Interface
- MAVLink Protocol — Drone C2 Link
- Air-Blast Controller — 120PSI Valve
- EO/H₂O₂ Dispenser — Sterilization
- Onboard Edge AI (TensorRT / ONNX)
- Redundant Failsafe System
System Specifications
🛰️
Detection Range
15+ km
🧠
AI Accuracy
98.5%
⚡
AI Inference
12ms
🚁
Fleet Size
4 UAVs
💨
Air-Blast
120 PSI
🧪
Gas Capacity
5L EO