SmartHelio - Physics-informed AI Algorithms Technology for Solar Industry
SmartHelio offers groundbreaking technology combining physics-informed AI algorithms with human intelligence to advance the solar industry. Their pattern recognition technology, developed over 15 years of Swiss research and development, provides deep-data analytics and decision-making tools aimed at optimizing solar asset management, financial operations, and business insights. These algorithms have undergone successful testing and validation on real solar photovoltaic datasets, ensuring reliable performance. The technology employs physics-based fault detection algorithms to identify specific fault patterns in voltage, current, and temperature, and uses AI/ML to enhance fault diagnosis precision and speed. By integrating machine learning with physical principles, SmartHelio's solutions achieve accurate analysis requiring 90% less data than traditional AI models, offering highly scalable results fast due to the underlying understanding of physics. This approach is poised to revolutionize the solar industry by optimizing energy generation and enhancing predictive capabilities.
Deep-data analytics and decision-making tools for smart solar assets management, financials & business insights for maximized outputs.
Algorithms successfully tested and validated on real solar PV data sets. Research-backed deep-data analytics and decision-making tools for smart solar asset management.
- Physics-based fault detection algorithms
- Decades of R&D and field experience in solar energy systems
- Identifies patterns of each fault on V, I & T
- Uses AI/ML for more precise and faster fault diagnosis
What does physics-informed AI models mean and how to leverage it for solar industry?
Autopilot software solution harnesses the synergy of physics-informed AI models, addressing the limitations of AI (dependency on labeled data) and physics-based approaches in terms of predictive capabilities.
By integrating physical principles with machine learning, our technology achieves accurate analysis with minimal data requirements (90% less data than usual AI), providing highly scalable results within day 1 due to understanding of the physics behind the system. Experience the power of our tech-driven approach in optimising energy generation and revolutionising the solar industry’s data-driven landscape.