ESP32-CAM-Based Wildlife Intrusion Detection and Smart Deterrent System Using TinyML

The ESP32-CAM-Based Wildlife Intrusion Detection and Smart Deterrent System Using TinyML is an intelligent monitoring system designed to detect animals entering agricultural fields, farms, or restricted areas. The system uses an ESP32-CAM module equipped with a TinyML model trained using Edge Impulse to recognize different types of animals in real time.

When an animal is detected, the ESP32-CAM processes the image locally and activates deterrent devices such as lights, buzzers, or sirens through relay modules to scare the animal away. LED indicators provide visual status updates, while the battery-powered design ensures operation in remote locations without continuous grid power.

The proposed system offers a low-cost, energy-efficient, and AI-enabled solution for protecting crops and property from wildlife intrusion, reducing losses and improving farm security.