hitansh1299/iitb_lcs

Creating a network of Low Cost AQI sensors constantly calibrated using ML.

Low-Cost Air Quality Sensor Network

In Collaboration With

Indian Institute of Technology, Bombay

Introduction

The project focuses on developing a low-cost sensor (LCS) network for air quality (AQ) monitoring. Aimed at providing high spatio-temporal coverage at a fraction of traditional monitoring costs, this project addresses the critical need for accurate and reliable AQ data across heterogeneous environments.

Features

• Self-Calibrating: Periodically recalibrates against reference-grade analyzers to maintain accuracy.
• Self-Diagnosable: Alerts users for maintenance, ensuring continuous, high-quality data.
• Optimized for Low Cost: Enables widespread AQ monitoring with minimal financial investment.
• High Spatial and Temporal Resolution: Captures the highly variable nature of AQ in urban and non-urban settings.

Installation

1. Clone the repository:

git clone https://github.com/hitansh1299/IITB_LCS.git

2. Install required dependencies:

pip install -r requirements.txt

Usage

• To start collecting data from the LCS network, run:

python app.py

• For configuration details, refer to config.py.
• Data analysis and calibration scripts can be found under models and is under development.

Contributing

We welcome contributions from the community, including bug reports, feature requests, and code contributions. Please open a PR to help with the code.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Contact

For any queries or further information, please contact [email protected]

iitb_lcs's Issues

Add API key to live data POST

Add sorting and pagination to the view data tab

Add sorting and pagination to the view data tab. if possible overhaul the UI as well.

Live Sensor Integration - Alphasense

Create an API endpoint to POST OPC-N3 data

• Open another port for UAT testing.

Convert API Methods to Multithreaded Methods

Convert API Methods to Multithreaded Methods.
Fire new thread for each incoming request, except deletion requests

Separate Dashboard and Analysis Pages

Assign Same colors to each individual sensors instead of each series.

GRIMM Same color

Add SQL Injection Protections

Add SQL Injection Protections to DB functions

Change from Polling to SSE to reduce load on Server

Add RH and Temperature to DB

Add RH and Temperature columns to DB Schema and ensure working with API.

Change server config from Flask to Apache

Add gauge as PM indicators

Failing Download on DCP

The Option to upload and view those files is working. But the Download Files Options are failing for all of the current database. Please Check. I have attached a Screenshot for your reference.

Add incoming request logging

Add OAuth

• Add Google OAuth Mechanism