Inspiration - Urban waste management in large cities faces three recurring problems: inefficient routing, unbalanced truck loads, and lack of real-time verification. Garbage Vulnerable Points (GVPs) often remain uncleared due to poor visibility and accountability mechanisms.
We were inspired to build SwachhFlow as a data-driven sanitation intelligence platform that combines optimization algorithms, AI-based image verification, and real-time geospatial tracking to improve operational efficiency and transparency in municipal waste management systems.
What it does - SwachhFlow is an end-to-end intelligent waste collection management system that:
- Optimizes truck routes using constraint-based routing
- Balances waste load per vehicle
- Enables real-time driver navigation with traffic data
- Verifies garbage clearance using AI image recognition
- Updates city-wide dashboard in real time
- Scales dynamically using hybrid cloud infrastructure
The platform ensures operational efficiency, fuel savings, and transparency for municipal authorities.
How we built it - SwachhFlow is an end-to-end intelligent waste collection management system that:
- Optimizes truck routes using constraint-based routing
- Balances waste load per vehicle
- Enables real-time driver navigation with traffic data
- Verifies garbage clearance using AI image recognition
- Updates city-wide dashboard in real time
- Scales dynamically using hybrid cloud infrastructure
The platform ensures operational efficiency, fuel savings, and transparency for municipal authorities.
Challenges we ran into - * Designing balanced load distribution across trucks
- Managing real-time concurrent updates from multiple drivers
- Handling low-network environments in driver apps
- Integrating AI-based image verification with geo-tag validation
- Ensuring scalability without excessive cloud dependency
Each challenge was addressed using optimization modeling, caching mechanisms, queue systems, and hybrid cloud architecture.
Accomplishments that we're proud of - SwachhFlow contributes to:
- Reduced fuel consumption
- Lower carbon emissions
- Improved operational transparency
- Faster GVP clearance
- Sustainable urban sanitation management
It aligns strongly with smart city initiatives and sustainable development goals.
Built With
- api
- apis
- architecture
- azure
- cloud
- driver-navigation
- gemini-2.0-flash
- geo-tagging
- image
- leaflet.js
- maps
- minio
- navigation
- object-storage
- openstreetmap
- or-tools
- postgresql
- processing
- proof
- python
- queue-based
- rest
- routing
- scalable-fallback-infrastructure
- traffic
Log in or sign up for Devpost to join the conversation.