tidal-idea

byKeith Barrientos

📄 The Applied Technology Research Template Fly Leaf / Title Page Title: A Solar-Powered Edge-AI Fleet Optimization Framework for Smart Municipal Waste Management Using Supabase and Spatial SQL Analytics Author: John Keith A. Barrientos Degree: Bachelor of Industrial Technology major in Computer Technology Institution: Cebu Technological University – San Francisco Campus Chapter 1: Introduction (You already have the draft for this!) 1.1 Background of the Study: Introduce smart cities, waste management, and the local context. 1.2 Statement of the Problem: The 3 core issues (fuel cost, stray animals/mess, lack of data). 1.3 Objectives of the Study: What the functional system intends to achieve. 1.4 Significance of the Study: How this saves money for the LGU and keeps neighborhoods clean. 1.5 Scope and Delimitation: Explicitly state what the project does (handles household data/routing) and what it doesn't do (e.g., it doesn't physically drive the truck). Chapter 2: Review of Related Literature (RRL) This section shows you didn't just guess the tech—you read up on it. You need brief subsections discussing existing tech: 2.1 IoT in Solid Waste Management: How sensors have been used to measure trash before. 2.2 Edge-AI and Low-Power Hardware: Why microcontrollers like the ESP32 are great for remote nodes. 2.3 Modern Serverless Data Architectures: Why cloud databases like Supabase and fast tools like DuckDB/SQL are replacing old, expensive servers. Chapter 3: Methodology This is the "recipe" section of your paper. It must be highly detailed so someone else can replicate it. 3.1 System Architecture: (This is where you paste the Power/Hardware/Data flow diagrams we mapped out). 3.2 Hardware Configuration: Detail the physical household bin setup (Ultrasonic sensor, ESP32 module, solar panel, voltage regulator). 3.3 Data Ingestion Layer Setup: Detail your Supabase schema (the smart_bins and household_bins SQL table scripts we created). 3.4 Spatial Routing Algorithm: Detail the SQL script that filters the coordinates and creates the functional Google Maps URL link. Chapter 4: Results and Discussion This is where you prove that your functional system works. 4.1 Evaluation of Edge Node Responsiveness: Show how long it takes for a simulated bin to send a "FULL" signal to Supabase. 4.2 SQL Pipeline and Routing Performance: Show a table or screenshot of your SQL query running in under 2 seconds and successfully outputting the clickable Google Maps routing link. 4.3 Economic Cost-Benefit Simulation: Show a quick mathematical projection of how much fuel a garbage truck saves by skipping empty streets and only driving to active bins. Chapter 5: Summary, Conclusions, and Recommendations 5.1 Summary of Findings: A quick recap of what was built and tested. 5.2 Conclusion: A final statement proving that a ₱0 cloud infrastructure combined with cheap hardware can successfully run city-scale logistics. 5.3 Recommendations: Future upgrades (e.g., adding automated weight sensors or integrating a mobile app for the truck drivers). References A clean list of the documentation, articles, or books you referenced (formatted in APA or IEEE style as required by your campus). make me a research paper template, with this structure, only make the structure and do not put dummy infoi