Dimitra Technical Series: Artificial Intelligence Modeling
Dimitra's AI Director David Rivas takes you through our AI Modeling.
In scientific terms, modeling is the art of representing the complexities of the real world with mathematical precision and computational power. For us, it means creating digital twins of Earth's forests, leveraging satellite imagery and advanced computational techniques. This foundation allows us to accurately monitor, analyze, and assess deforestation activities.
At Dimitra, we're pioneering AI-driven solutions to accurately map and monitor deforestation, turning satellite imagery into actionable intelligence.
Our approach begins with collecting vast amounts of satellite data. We collect a comprehensive view of the world’s forests, captured over time. We process this data using sophisticated algorithms, discerning subtle changes that signal deforestation.
AI stands at the heart of our operations. It's a tool that learns from examples, analyzing patterns in how forests change. By feeding it examples of deforestation, our AI models grow increasingly adept at detecting these transformations across the globe.
Diversity in data sources enriches our insights. From optical technologies capturing detailed imagery to radar systems piercing through cloud cover, we utilize various satellite technologies. This multifaceted approach enables our models to predict deforestation under varied conditions.
For example, when tasked with mapping a new country like El Salvador, our team analyzes many satellite images. These images are visually assessed and processed through our AI models, predicting deforestation with precision. Ground truthing then verifies these predictions, ensuring our models' accuracy.
There are many challenges in accurately mapping deforestation, yet our solutions set us apart. One such breakthrough is our ability to distinguish between primary forests and plantation forests. This differentiation is vital, as it allows for the identification of deforestation even in situations involving replacing natural forest with planted trees, which according to EUDR is technically viewed as deforestation.
Our mission extends beyond mapping; it's about providing actionable intelligence to combat deforestation effectively. As we refine our models and embrace new technologies, our goal remains clear: to map the world's forests with unprecedented accuracy, aiding in preserving our planet's green cover.
Visit our website to learn more:
https://dimitra.io/