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MIND FOUNDRY AI HAS BEEN USED TO

Compress your data without compromise

Unrivalled real-time intelligent compression of high-frequency sensor data with limited compute.

Advanced Industries - Aerospace

 

Data is easy to capture, but in resource-constrained environments it can be challenging to process and store. Intelligent compression solves these problems.

 

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Problem 

Our client had a complex industrial process they wanted to reproduce and analyse in a “digital twin”. The data collection was locked behind a bandwidth bottleneck caused by hardware limitations, and the process was generating more data than required to summarise the state of operation. The client needed a real-time and intelligent compression technique to ensure sufficient data was logged for analysis.

 

Solution


Mind Foundry developed a bespoke intelligent sampling routine that was able to reduce streams of continuous data, sampled at arbitrary frequencies, by an order of magnitude appropriate to the complexity of the underlying signal in the data.

The technology was to be deployed on an “edge” device: the algorithm was required to process a data stream generating several GBs per hour using a single core of a single processor running at less than 200MHz. Nevertheless the algorithm was able to run in real time under these extreme constraints on computational resources.

The technology enabled the client to develop advanced health monitoring checks for their complex machinery using the newly available data.

Results

200

 

 

was available to run algorithms

 

10x

 

Digital Twin

 

Factor of 10

 

 

Decrease in the size of the data being recorded

Digital Twin

made possible by intelligent compression


 

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