Overview:
The Vehicle Emissions Monitoring Dashboard is a data-driven platform designed to track, analyze, and visualize vehicle emissions in urban areas. By collecting data from vehicle sensors, traffic cameras, and public transportation fleets, the system helps authorities monitor air pollution, enforce regulations, and plan environmental policies.

Key Features:

1. Real-Time Emissions Tracking – Collects data on CO₂, NOx, particulate matter, and other pollutants from vehicles.

2. Historical Data Analysis – Analyzes trends in emissions over time to identify high-pollution periods.

3. Vehicle Categorization – Differentiates emissions by vehicle type, fuel type, and age.

4. Geospatial Visualization – Maps pollution hotspots across city roads and highways using interactive maps.

5. Traffic Correlation Analysis – Examines the relationship between traffic density, congestion, and emissions.

6. Predictive Modeling – Forecasts emissions levels based on traffic patterns, weather, and seasonal trends.

7. Alert & Notification System – Notifies authorities about excessive emissions or regulatory violations.

8. Dashboard & Analytics – Provides visualizations, KPIs, and insights for policymakers and urban planners.

9. Environmental Reporting – Generates reports for government agencies, NGOs, and research institutions.

10. Integration with Smart City Platforms – Interfaces with IoT devices, smart traffic systems, and air quality monitors.

Technology Stack:

• Backend: Node.js, PHP, or Java for data aggregation and processing

• Frontend: HTML, CSS, Bootstrap, JavaScript (D3.js, Chart.js, or Leaflet.js for visualization)

• Database: MySQL, PostgreSQL, or MongoDB for storing emissions data and vehicle records

• Machine Learning: Python (scikit-learn, TensorFlow) for emissions forecasting and anomaly detection

• APIs: GPS sensors, IoT emissions sensors, and environmental monitoring APIs

Use Cases:

• City Authorities & Environmental Agencies: Monitor and reduce vehicular pollution.

• Urban Planners: Design traffic and transportation strategies to improve air quality.

• Fleet Operators: Track emissions compliance and optimize vehicle usage.

• Research & Policy Makers: Assess environmental impacts and implement regulations.