Artificial Intelligence Powered Digital Twins
We Develop Software that Enables our Partners to:
Make Data-Driven Decisions
Optimize Operations
Innovate Effectively
Applications
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Design Optimization
Interrogating a system with different input scenarios to optimize the design
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Health Monitoring & Forecasting
Accurate and realtime prediction of the state of a system in time and space
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Control & Autonomy
Actively actuating a system to achieve increased efficiency
Our Technology: DeepONet
An AI powered digital twin trained on multi-modal, multi-fidelity datasets & partially known physics
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DeepONet can learn mathematically operators directly from data which allows it to accurately predict out comes for a wide range of problems including ODEs, PDEs, integral equations, dynamic systems, biological systems and social systems.
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DeepONet uses a relatively small number of trainable parameters compared to other deep learning architectures, which makes it computationally efficient to train
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Unlike many other machine learning approaches, DeepONet provides interpretable results. This means that it is possible to understand why the model made a particular prediction or decision. This can be important in many application where it is necessary to have transparency and accountability.
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DeepONet has the ability to make accurate predictions even when the data sets are noisy or incomplete
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DeepONet is scalable to larger datasets and can be used to solve a wide range of problems making it a versatile tool for many applications
About Us
Avrio Industry is an AI consulting firm that sits at the intersection of artificial intelligence and engineering. We work with our clients to build advanced physics informed AI driven software solutions.
Our goal is to improve efficiency, reduce downtimes, increase safety and overall costs savings.