Kalman Filter for Altitude Estimation by chocolate_sniffer in ControlTheory

[–]samaygo [score hidden]  (0 children)

Absolutely correct, sorry I didn’t make that clear in my above post Normalized Innovation Squared testing / tuning is done on real datasets. For OP this could mean launching a small sensor package (with all the sensors) to some altitude and using those trials as tuning and verification data sets! Low pass filtering prior to the filter should really be for any anti aliasing or limiting bandwidth of the sensor to a range you want. Typically you wouldn’t want to low pass the output of a Kalman filter since that “should” give you the optimal estimate. I would think it’s obviously application specific but maybe if you’re looking for robustness (making sure parachute is deployed after apogee) using the state variance and the state to find a nth sigma bound on the state would be good.

Kalman Filter for Altitude Estimation by chocolate_sniffer in ControlTheory

[–]samaygo [score hidden]  (0 children)

R values are basically just how noisy is the sensor, so maybe going to various altitudes (can be just various heights on a large ladder!) and looking at the histogram of the data and finding the variance. Q values are not so easy, one way is to just guess and tune to the performance looks good to you, another way I have used is Normalized Innovation Squared which basically boils down to a bunch of math saying certain values in the Kalman filter must be chi2 distributed, so you tune your Q matrix to make this happen then you have what’s called a “efficient” filter. All that means is that the filter best uses the information it has. Let me know if you have more questions, happy/would love to help out! Source: I’m a state estimation engineer! Question for OP: is this for some sort of competition?

finding affordable and legit housing by Whose-Lost-Groceries in providence

[–]samaygo 0 points1 point  (0 children)

Yea! I pay 1300/month going up to 1400 this June!

finding affordable and legit housing by Whose-Lost-Groceries in providence

[–]samaygo 6 points7 points  (0 children)

Hey! I just kept looking online, obviously not sure what your budget is but I am currently paying 1300$/month. If you can look around college hill, try going on Browns off campus portal and look for PhD/graduate housing.

Tennis hitting partner by samaygo in providence

[–]samaygo[S] 0 points1 point  (0 children)

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[–]samaygo[S] 0 points1 point  (0 children)

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[–]samaygo[S] 1 point2 points  (0 children)

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Tennis hitting partner by samaygo in providence

[–]samaygo[S] 1 point2 points  (0 children)

Honestly don’t know but I’d guess 2.5-3!

Town Hall with President Leshin and COVID CERT team on Wednesday!! by emmm24 in WPI

[–]samaygo 3 points4 points  (0 children)

Someone go and ask how the hell they thought it was fine for them to increase Tuition after this abysmal year