Environmental Sustainability -> Real-Time ML-Driven Environmental Impact Solutions
NILA: Nature Inspired Living Approach - Where Sustainability Meets Everyday Life The project redefines sustainability for everyone, ensuring our user interfaces are friendly, easy to use and multilingual. We've made complex issues simple, aligning with UN Sustainable Development Goals. From carbon footprints to urban planning, NILA is your guide to a greener lifestyle, designed to be effortlessly impactful for all.
🌻Ideation State Presentation : https://drive.google.com/file/d/1LGQwT4VxPuSAMrMoBirjR7pRWQRMW_Ie/view?usp=sharing
You can find each module as folders in this repository. To know in detail about each of the modules, please refer to the ReadMe present inside each of the module folders. You can find screenshots and videos of the working prototypes as well in each of the module folder README(s).
Our Time Series Forecasting module, employing LSTM technology, forecasts heatwaves and AQI in specified locations. With meticulous data preprocessing, seasonal decomposition, and rigorous training for 500 epochs, we achieved an impressive 95% accuracy.
Our module simulates construction of the urban landscape and estimates real-time emissions to construct sustainable urban landscapes. Witness the environmental repercussions of each building added, with AQI metrics and safety values displayed. The simulator guides urban planning decisions with actionable insights, making it an indispensable tool for creating eco-friendly cities.
This AI-powered RAG - LLM Route Planner Kiosk ChatBot redefines route planning, offering intuitive guidance and suggestions using Pathway. Navigate with ease, knowing you have a virtual assistant dedicated to optimising your journey with a focus on sustainability.
This application calculates routes, identifies optimal refuelling points, and locates nearby stations based on query and rating. Transform the way drivers plan their journeys, optimising fuel consumption while minimising environmental impact. It's a paradigm shift in eco-conscious travel.
Our module meticulously calculates and vividly visualises the carbon footprint based on daily commute, electricity consumption, waste generation, and dietary habits. It provides profound insights into the annual carbon footprint and its consequential effects.
Enabling a shift towards a conscious society, this feature-rich module empowers users with real-time visualisations of air quality data, educates on acceptable pollutant levels, and nudges towards actions that enhance air quality. The platform is not just an interface; it's a community hub fostering environmental awareness, equipped with reporting features to address environmental concerns collaboratively, end to end.
