ID: F202512091050 Tags: Projectplan, Avans 1-4 File Link: Projectplan 1.4.pdf Status: File-Descriptor

File - Projectplan Zwerfafval avans 1-4

Overview

This is a comprehensive project plan for developing an automated litter detection system for the municipality of Breda using AI and camera footage.

Key Problems Addressed

1. Lack of waste bins in busy areas leading to littering
2. Low awareness among citizens about littering impact
3. Group behavior (broken windows effect) normalizing litter
4. Event-related waste during festivals and celebrations
5. Inefficient manual processes for litter collection and data labeling

Project Goals

1. Reduce manual effort in waste labeling
2. Enable faster and cheaper cleanup through better prediction of waste patterns
3. Provide user-friendly data insights via a web application

Scope

• Develop AI models for waste detection from camera images
• Analyze waste patterns (location, type, seasonal trends)
• Integrate weather and location data via APIs
• Create predictive insights for cleaning route optimization

Out of scope: Physical waste collection, camera training, raw sensor data collection

Ethical Considerations

• Privacy: Anonymized data, hashed storage
• Bias: Regular model validation and testing
• Responsible use: Dashboard shows recommendations only; transparency emphasized

Solution Approach (MCA Analysis)

Selected Option 3 (highest score: 93.8/100):

• Build AI model trained on historical data from sensoring team
• Combine internal data with external APIs (weather, location)
• Provides scalability and location-specific insights

Project Timeline (9 weeks)

1. Weeks 1-2: Research & stakeholder mapping
2. Weeks 3-4: Design & preparation (project plan delivery)
3. Weeks 5-8: Development & testing
4. Week 9: Delivery (demo, documentation)

Methodology

• Scrum framework with weekly sprints
• Tools: GitHub, Jira, Discord/Teams, OneDrive
• Team roles: Scrum master, note-taker, developers/data analysts

Sustainability Impact

• SDG 11: Sustainable cities with reduced litter
• SDG 13: Climate action through better waste management

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References

avans documenten

ID: M202512181408 Status: MOC Tags: Avans, projects

avans documenten

Voor avans moet ik veel inleveren, als groeps verband, maar ook prive. Maar ook moeten we veel bestanden maken voor ons zelf, om te zorgen dat het project voorspoedig verloopt. Aan de tags van het bestand kun je zien voor wel project en welk jaar het was.

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