@dsj and other WF staff, hoping for some clarity here… Is any information available about the “continuous learning” beta algorithm used to correct errors in data from various sensors, namely the humidity and haptic rain data? I (and others) am curious how such a machine learning process works to pr…

Hi @pswired Good question! Our “continuous learning” system is actually more than just one algorithm. It’s an ongoing process that performs a set of QC analyses and applies calibration corrections when necessary. Some of the QC steps do not require a reference source. But you’re correct that many …

I suspect it might be using model data for your location

Do you expect to ever get to ‘done’ such that your firmware (or equivalent) is accurate and finalized out of the box so no tuning/adjusting is needed ? Is each unit individually tuned, or does each unit get a globally calculated ‘best algorithm results’ periodically ? If we’re going to get a…

Hi Vince. [image] vinceskahan: Do you expect to ever get to ‘done’ such that your firmware (or equivalent) is accurate and finalized out of the box so no tuning/adjusting is needed ? Yes, that’s the goal! [image] vinceskahan: Is each unit individually tuned, or does each unit get a glob…

Think your sky needs special attention from @WFmarketing UV of 12 is rather strange.

So far, these options haven’t come into fruition yet. Whenever they do, could you add a CL detailed report of what it did and didn’t do? For example, let’s say the CL added a +2% offset above 90% and KEET was the station reference along with time and date of occurrence. Could there be an option to c…

Yes, we would like to surface some of the CL analysis to users at some point and give users some control, but it’s not as simple as “XYZ station was used to calibrate your station”. It’s a pretty complex process that is evolving. You can already opt out of CL if you are happy with your current calib…

Weatherflow "Continuous Learning" Algorithm

Tempest Owners

Topic		Replies	Views
Continuous Learning - which variables? Tempest Owners	26	2339	December 19, 2018
Visibility into & Control of Continuous Learning Processes Feature Requests continuous-learning	42	2077	June 3, 2023
CL Calibrations and Historical Data Tempest Owners calibration , tempest	11	1185	May 24, 2020
Feedback mechanism to confirm/dispute readings Feature Requests	3	675	September 11, 2018
Auto calibration / CL question Tempest Owners	5	1160	May 16, 2020

Weatherflow "Continuous Learning" Algorithm

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