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SMART-BIYAHE Smart Public Transport Monitoring System, Structural Crack…
SMART-BIYAHE
Smart Public Transport Monitoring System
PROJECT GOALS
Reduce waiting time
Passenger capacity Monitoring
Real-time vehicle tracking
Improve commuter convenience
DEVELOPMENT
React Native
FireBase
FastAPI / Backend
WebSocket
METHODOLOGY
: RAD
User Design
Rapid Construction
Requirements Planning
Testing and Deployment
SYSTEM COMPONENTS
Driver Dashboard
Route Map
Passenger App
Passenger Count
HARDWARE / IoT
ESP32 Microcontroller
PowerBank
SIMCOM A7670E LTE Cat1 Module
USB Webcam
5kg Hx711 Load Cell
Structural Crack Segmentation Analysis
Evaluation
Intersection over Union (IoU)
Confusion Matrix
Accuracy
Precision
Recall
F1
Mean Average Precision (mAP)
Computer Vision
Segmentation / Classification
Data Augmentation
Deep Learning
Fine-Tuning / Transfer Learning
Optimizers
Overfitting / Regularization
Loss Functions
Backpropagation
Neurons & Activations
Software
React Native (Front-end)
Fast API (Back-end)
Supabase (Database)
YOLO (Model)
Methodology
Agile
Cloggage Drainage detection system
Content Strategy
Automated Detection with alert system
Live Dashboard
IoT sensors
HR SR04
ESP32 Microcontroller
yf s201
Methodology
: Agile
For Continuous Feedback
Development
Python
React.js
React Native
Smart Queuing and Delivery System for Gas Stations
Development
React Native
Firebase
GPS
System Features
Digital queue management
Real-time queue updates
Delivery scheduling system
Methodology: Agile
Iterative system improvement
Content Strategy
Live Dashboard
Sales and Delivery Reports
Queue analytics
GG
Disaster Evacuation Point (Like Live360)
Methodology
RAD
Development
React Native (Front-end)
Firebase (Back-end)
Services
Maps API (Google)
Firestore