ws.json

{
  "id": "project-river",
  "displayName": "R.I.V.E.R.",
  "expandsTo": "Real-time IoT-based Visualization and Early-warning for Resilience",
  "description": "Archived IoT-based flood monitoring and early-warning system combining hardware, machine learning, databases, and web/mobile applications.",
  "longDescription": "R.I.V.E.R. was built as a Science and Technology Fair project. It monitors environmental conditions at upstream and downstream points along a waterway and tries to give communities advance warning before flooding happens. The system ties together physical sensor devices, a backend server, a PostgreSQL database, a machine-learning weather-prediction component, and separate web and Android interfaces.",
  "status": "archived",
  "statusNote": "No longer maintained. Some functionality may no longer work.",
  "year": "2025–2026",
  "primaryLanguage": "JavaScript",
  "technologies": [
    "Node.js", "Express.js", "Axios", "PostgreSQL", "Firebase",
    "Python", "Pandas", "NumPy", "Scikit-learn", "TensorFlow", "PM2",
    "Arduino", "GSM/SIM modules", "Sensors", "Relay module", "Siren",
    "Render"
  ],
  "categories": ["software", "iot", "hardware"],
  "featured": true,
  "architecture": [
    { "part": "android", "note": "Android application for civilian use." },
    { "part": "back", "note": "Backend services, including the machine-learning components." },
    { "part": "device / upstream, downstream", "note": "Physical IoT monitoring devices and the alarm-activation device." },
    { "part": "front", "note": "Website frontend for data visualization." },
    { "part": "middle", "note": "Middleware connecting and securing communication between components." }
  ],
  "limitations": [
    "Not intended to be considered production-ready software.",
    "Security practices used during development were not production-grade.",
    "Some components were tightly coupled; documentation was written for maintenance, not public distribution."
  ],
  "license": "Proprietary — viewing / educational reference only"
}