DuctusData / Ductus

Synthetic sensor data generator for IIoT simulations.
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Analyze Mandrova(https://github.com/makinarocks/Mandrova), compare to our current goal #2

Open EEtele opened 1 year ago

EmmChriss commented 1 year ago

Seems like Mandrova is capable of sensor value covariance, and also time-based generation.

See A-2 at https://github.com/makinarocks/Mandrova/blob/master/tutorials/chapter1_data_generation.ipynb

And also other forms of interesting data generation strategies, including generation of complex data.

See Drift and Walk examples at https://github.com/makinarocks/Mandrova/blob/master/tutorials/chapter4_non_stationary_examples.ipynb

However, it doesn't have type stubs, support for multithreaded generation, and nonlinear, nonstochastic coinfluence.