our approach.
Traditionally, hardware is developed first. Data from sensor modalities is then generated, and this data, combined with machine learning, is used to make the hardware smarter. In our opinion, this sequential way of working is both time-consuming and prone to errors.
At DEMCON Data Driven Solutions, we take a different approach. We develop hardware and AI solutions in parallel rather than sequentially. To achieve this, access to the right quantity of high-quality annotated data is essential.
Imagine being able to define data requirements alongside hardware requirements, create annotated datasets for a future hardware solution, and train machine learning models before the system is even built. Just think how powerful that would be. This is exactly what we do at DEMCON Data Driven Solutions.
By leveraging high-fidelity digital twins, simulation environments, and synthetic data, we develop and validate vision and sensor fusion AI solutions before the physical hardware becomes available. By the time the hardware prototyping phase begins, we are ready to perform the first AI-enabled hardware validation tests.
This approach reduces development risks, shortens integration timelines, lowers costs, and accelerates time-to-market.
By engineering synthetic data (NO generative AI) through physics-based models and simulations, we can train, test, validate, and optimize systems long before sufficient real-world data is available.
This provides a safe, scalable, and controllable foundation for development, resulting in shorter development times, reduced technical risk, lower development costs, faster time to market, and ultimately higher system performance.
See the explainer video on the right about sythetic data engineering, the ground principles.
architecture of our simulations.
In the animation below, you find a clear visualization of the architecture of our simulations.
contact.
Want to learn more about our technology and our approach, please reach out to us. We can schedule an online session and explain more in detail.
"Let's discuss how we can accelerate your project! No data - No problem"
The broad technical knowledge which comes with 30+ year of mechatronic system engineering wihtin the Demcon Group is an important knowledge base for Demcon Data Driven development.
This is the added value we bring to your AI powered hardware development(s)!