mytec/rfcp

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mytec e392b449cc @mytec : 3.8.0a done

2026-02-04 00:50:52 +02:00

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RFCP Project Roadmap — Updated February 4, 2026

Project: RFCP (RF Coverage Planning) for UMTC
Developer: Олег + Claude
Started: January 30, 2025
Current Version: 3.8.0 (GPU Acceleration Complete)

✅ Completed Milestones

Phase 1: Frontend (January 2025)

✅ React + TypeScript + Vite + Leaflet
✅ Multi-site RF coverage planning
✅ Multi-sector sites (Alpha/Beta/Gamma)
✅ Geographic-scale canvas heatmap
✅ Keyboard shortcuts + delete confirmation
✅ NumberInput components with sliders
✅ TypeScript strict mode, ESLint clean
✅ Production build: 536KB / 163KB gzipped

Phase 2: Backend Architecture (February 1, 2025)

✅ Python FastAPI + NumPy + ProcessPoolExecutor
✅ 8 propagation models (FreeSpace, Okumura-Hata, COST-231, ITU-R P.1546, etc.)
✅ Modular geometry engine (haversine, intersection, reflection, diffraction, LOS)
✅ SharedMemoryManager for terrain data (zero-copy, 25 MB)
✅ Building filtering (351k → 27k bbox → 15k cap)
✅ Overpass API with retry + mirror failover
✅ WebSocket progress streaming

Phase 3: Performance (February 2-3, 2025)

✅ LOD (Level of Detail) optimization
✅ Spatial indexing for buildings (R-tree)
✅ Dominant path simplification for distant points
✅ OOM fix + memory management
✅ CloudRF-style color gradient
✅ Results popup + session history
✅ Terrain profile viewer

Phase 4: GPU Acceleration (February 3-4, 2025) ⭐

✅ CuPy + CUDA backend (RTX 4060)
✅ CUDA Toolkit 13.1 + cupy-cuda13x setup
✅ Phase 2.5: Vectorized distances + path_loss (0.006s)
✅ Phase 2.6: Vectorized terrain LOS + diffraction (0.04s)
✅ Phase 2.7: Vectorized antenna pattern loss
✅ Vegetation bbox pre-filter (100x+ speedup)
✅ Worker process isolation (no CUDA in workers)
✅ PyInstaller ONEDIR GPU build (1.2 GB installer)
✅ Full preset: 195s → 11.2s (17.4x speedup)

Supporting Work

✅ RF Radio Theory wiki article (comprehensive)
✅ Propagation model research (CloudRF, SPLAT!, Signal Server)
✅ RFCP Method collaboration framework documented

📊 Current Performance

Preset	Points	Resolution	Time (cached)	Time (cold)
Standard	1,975	200m	2.3s	~12s
Full	6,640	50m	11.2s	~20s
50km radius	4,966	adaptive	~410s	~420s

Hardware: Windows 11, RTX 4060 Laptop GPU, 6-core CPU

🔜 Next: Phase 5 — Data & Accuracy

5.1 SRTM Terrain Integration

Priority: HIGH
Status: Not started

Current terrain: Single HGT tile download per calculation
Target: Pre-cached SRTM/ASTER DEM tiles with proper interpolation

SRTM tile manager (auto-download, cache)
Bilinear interpolation for elevation sampling
Multi-tile coverage for large radius
Terrain profile accuracy validation
Compare with current terrain data quality

5.2 Project Persistence

Priority: MEDIUM

Save/load projects (JSON or SQLite)
Site configurations persistence
Coverage results caching
Session history persistence across restarts
Export coverage report (PDF/PNG)

5.3 Accuracy Validation

Priority: MEDIUM

Compare with known coverage maps
Field measurements with real equipment
Calibrate propagation models per environment
Antenna pattern library (real equipment specs)

🔮 Future Phases

Phase 6: Multi-Station & Dashboard

Multi-station view (aggregate coverage)
Station discovery via WireGuard mesh
Coverage gap analysis
Interference modeling between stations
Handover zone visualization

Phase 7: Hardware Integration

LimeSDR Mini 2.0 testing
Real RF attach validation
sysmoISIM-SJA2 SIM integration
ZTE B8200 base station testing
INFOZAHYST Plastun SDR (if accessible)

Phase 8: Advanced Features

3D visualization mode
Link budget analysis view
Frequency planning tool
Indoor coverage modeling
Time-series analysis (seasonal vegetation)
Offline mode (embedded terrain DB)

Phase 9: Distribution

Auto-updater (electron-updater)
Live USB distribution for field deployment
Standalone offline package
User documentation / help system

🏛️ Architecture Overview

RFCP Application (Electron)
├── Frontend (React + TypeScript + Vite)
│   ├── Leaflet map with custom canvas heatmap
│   ├── Zustand state management
│   └── WebSocket for progress streaming
│
├── Backend (Python FastAPI)
│   ├── Coverage Engine
│   │   ├── Grid generator (adaptive zones)
│   │   ├── GPU pipeline (CuPy/CUDA) — main process
│   │   │   ├── Phase 2.5: distances + path_loss
│   │   │   ├── Phase 2.6: terrain LOS + diffraction
│   │   │   └── Phase 2.7: antenna pattern
│   │   └── CPU workers (ProcessPool) — 3-6 workers
│   │       ├── Building obstruction (spatial index)
│   │       ├── Reflections (ray-building intersection)
│   │       └── Vegetation loss (bbox pre-filter)
│   │
│   ├── Propagation Models (8 models)
│   │   ├── Free-Space Path Loss
│   │   ├── Okumura-Hata (150-1500 MHz)
│   │   ├── COST-231-Hata (1500-2000 MHz)
│   │   ├── ITU-R P.1546
│   │   └── ... 4 more
│   │
│   ├── OSM Services
│   │   ├── Buildings (Overpass API + cache)
│   │   ├── Vegetation (bbox pre-filter)
│   │   ├── Water bodies
│   │   └── Streets
│   │
│   └── Terrain Service
│       ├── HGT tile download + cache
│       ├── Elevation sampling
│       └── Line-of-sight checking
│
└── Desktop (Electron)
    ├── Backend process management
    └── NSIS installer (1.2 GB with CUDA)

📈 Development Timeline

Jan 30, 2025   Phase 1: Frontend complete (10 iterations)
Feb 01, 2025   Phase 2: Backend architecture (48 files, 82 tests)  
Feb 02, 2025   Phase 3: LOD + performance optimization
Feb 03, 2025   Phase 3.5-3.6: GPU setup + CUDA build
Feb 04, 2025   Phase 3.7-3.8: GPU vectorization complete ⭐
               ─────────────────────────────────────────
               Full preset: 195s → 11.2s (17.4x speedup)
               Standard: 38s → 2.3s (16.5x speedup)

Total development time: ~5 days intensive
Total iterations: 3.8.0 (20+ sub-iterations)
Architecture: Battle-tested, production-ready

🧰 Tech Stack

Component	Technology	Version
Frontend	React + TypeScript	18
Build	Vite	5.x
Map	Leaflet	1.9
State	Zustand	4.x
Backend	Python FastAPI	3.12
GPU	CuPy + CUDA	13.x
Parallel	ProcessPoolExecutor	stdlib
Terrain	NumPy (HGT tiles)	1.26
Desktop	Electron	28.x
Installer	NSIS (via electron-builder)	-
Build (BE)	PyInstaller	6.x

"11.2 seconds. Full preset. 6,640 points. GPU acceleration complete." — February 4, 2026

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