Pi 5 Smart Irrigation Predictor: Train LSTM Models to Cut Water Waste by 30%

Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.

Water scarcity hits farms and urban gardens hard across India, especially with monsoon uncertainty. This kit turns a Raspberry Pi 5 into an edge AI engine that trains a Long Short-Term Memory (LSTM) network on historical soil moisture, temperature, humidity, and pressure data - then predicts exact irrigation demand for the next 48 hours. You skip guesswork, stop over-watering, and build a portfolio project that directly addresses a real climate resilience challenge.

What You'll Build

You assemble a multi-sensor field station that captures real-time environmental readings every 15 minutes and stores them on a high-speed NVMe SSD. The Pi 5 runs a TensorFlow Lite LSTM model to forecast soil drying trends, generating a daily irrigation schedule you can view on any browser. By the end, you have a fully functional precision irrigation controller that can save up to 30% water compared to timer-based systems.

What You'll Learn

• Train and quantize an LSTM on- device using historical weather and soil data
• Interface three soil moisture sensors, two DHT22s, and a BMP280 over I2C simultaneously
• Engineer time-series features from temperature, humidity, and pressure to improve prediction accuracy
• Build a lightweight web dashboard using Flask to display water demand forecasts

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

This intermediate kit is designed for B.Tech ECE and CSE students tackling AI for agriculture projects, Smart India Hackathon teams working on water conservation, CBSE Class 12 AI learners exploring edge computing, and ATL Tinkering Lab mentors guiding innovation in sustainable farming. If you have basic Python and Raspberry Pi experience and want to move from tutorials to a real prediction pipeline, this kit gets you there faster than assembling parts from five different vendors.

Built and Backed by Compoden

Every Compoden kit ships with an AI build companion trained on this exact project - accessible via a QR code on the box, with WhatsApp and email backup. We've spent 10 years building projects for makers, schools, and institutions across India. If a part fails because of a manufacturing defect, replace it free within 7 days.