Processing Architecture

TalamoneGroup AI Platform – Full System Overview

🏗️ System Architecture – Hierarchical Structure
CLIENT LEVEL Drone Images / Web UI JPEG, PNG, TIFF, WebP ▼ REST API v2 ▼ API GATEWAY LAYER Auth (JWT/OAuth) | Rate Limiting | Request Validation Load Balancing | Multi-Region Support ▼ PROCESSING PIPELINE ▼ 1. PRE-PROCESSING Normalization Metaadatok Ext. 2. DETECTION YOLOv8 + ResNet 40+ Object Types 3. ANALYSIS Fault Detection Prioritization 4. KIMENET JSON/CSV/GeoJSON Report Gen. ▼ DATA LAYER ▼ PostgreSQL Metadata + Results S3 Storage Images + Reports MongoDB Customizations ▼ SUPPORT SERVICES ▼ 🔐 Security AES-256 JWT/OAuth 📊 Monitoring CloudWatch Alerting ⚡ Caching Redis CDN 🔄 Queue RabbitMQ Async Proc. 🔔 Webhooks Event Notifs AWS CLOUD INFRASTRUCTURE Multi-AZ | Auto-Scaling | 99.99% SLA | EU-Central-1 Region Kubernetes Orchestration | Container-Based Deployment

📊 Processing Workflow (Detailed Flow)

1
Image Upload
Drone image upload:
  • JPEG/PNG/TIFF/WebP
  • Max 200 MP
  • GPS metaadatok
  • Batch: Max 1 TB
2
Pre-processing
Image quality validation:
  • Normalization
  • Whitening
  • Metaadatok ext.
  • Enhancement (auto)
3
Equipment Detection
YOLOv8 + ResNet50:
  • Oszlopok
  • Insulators
  • Cables
  • Szerkezeti elem
4
Fault Detection AI
Testreszabott modellek:
  • Corrosion
  • Cracks
  • End Phase
  • Vegetation
5
Geolocalization
GPS coordination:
  • EXIF GPS
  • Interpolation
  • Map level
  • GeoJSON out
6
Report Generation
Final result formats:
  • JSON/CSV
  • Annotated images
  • Dashboard
  • API kimenet

🔧 Support & Infrastructure Komponensek

🔐
Security Layer
Full data protection and compliance
  • ✓ AES-256 Encryption
  • ✓ OAuth 2.0 + JWT
  • ✓ GDPR Kompatibilis
  • ✓ ISO 27001
  • ✓ Audit Trail
📊
Monitoring & Logging
Real-time monitoring and logging
  • ✓ CloudWatch
  • ✓ Real-time Alerts
  • ✓ Performance Metrics
  • ✓ Error Tracking
  • ✓ SLA Reporting
⚡
Caching & CDN
Optimized performance
  • ✓ Redis Cache
  • ✓ CloudFront CDN
  • ✓ <200ms Latency
  • ✓ Auto-Scaling
  • ✓ Load Balancing
🔄
Queue & Async
Asynchronous processing
  • ✓ RabbitMQ Queue
  • ✓ Background Jobs
  • ✓ Batch Processing
  • ✓ Retry Logic
  • ✓ Dead Letter Queue
🔔
Event & Webhooks
Real-time notifications
  • ✓ Webhook Events
  • ✓ Real-time Updates
  • ✓ Integration Ready
  • ✓ Signature Auth
  • ✓ Retry Policy
🌍
Infrastructure
AWS Cloud Platform
  • ✓ Multi-AZ
  • ✓ Auto-Scaling
  • ✓ 99.99% SLA
  • ✓ EU-Central-1
  • ✓ Kubernetes

🏗️ System Layers

1️⃣ PRESENTATION LAYER (User Interface)
Web UI, API Documentation, Dashboard
React/Vue Frontend
REST API v2
WebSocket Realtime
Swagger/OpenAPI
2️⃣ API GATEWAY LAYER (API Management)
Authentication, Rate Limiting, Request Routing
Kong / AWS API Gateway
JWT Authentication
Rate Limiter
Request Validator
Load Balancer
3️⃣ PROCESSING CORE LAYER
AI Models, Image Processing, Analysis Engine
YOLOv8 Detection
ResNet50 Features
Image Preprocessing
Geolocation Engine
Custom Models
4️⃣ DATA ACCESS LAYER (Data Access)
Database Abstraction, Caching, Storage
PostgreSQL ORM
MongoDB Driver
S3 SDK
Redis Client
Cache Layer
5️⃣ INFRASTRUCTURE LAYER (Core Infrastructure)
Cloud Services, Container Orchestration, Security
AWS EC2/ECS
Kubernetes
Docker Containers
VPC/Security Groups
IAM Policies