dynamicslab / pysensors

PySensors is a Python package for sparse sensor placement
http://python-sensors.readthedocs.io/
MIT License
77 stars 21 forks source link

Oversampling #12

Open marcohmer opened 2 years ago

marcohmer commented 2 years ago

Dear developer team First of all, many thanks for the Py Sensors packages and the detailed and very clear examples! I am using SSPOR to optimize a hydrographs observation network. My data set consists of 480 sensors with 1304 features each. Now I would like to make reconstruction with more than 480 SVD basis modes (p>r). In the paper of Manohar e al (2018) I have found out that the oversampled case can be handled with ψrψrT. This should allow a maximum of 1304 basis modes?! Is there a possibility to integrate this into the SSPOR functionality? Thanks for your help! Marc

briandesilva commented 2 years ago

Thanks for your request, Marc.

@kmanohar, do you have an idea of how much effort would be required to implement oversampling?