> Naturally, large range uncertainty increases the ambiguity of position, but the relative position of the satellites also matters. If they aren’t well spread, the exactness of calculated location also suffers. (see the excellent example in OP) Fun tidbit, the resulting error is known for the system in closed form as Geometric Dilution of Precision, and is a 3x3 (edit: or 4+x4+ if you are estimating bias or quantitie…
GPS
61–70 of 296 posts
Re: GPS
#62This person deserves to get filthy rich off of their patreon.
Not just filthy rich i guess. Bartosz is a one of a kind explainer of things - no matter what topic he touches, he always manages to outright nail the communication of the core concepts in a manner almost anyone can understand. Let alone the interactive visualizations. There should be some sort of Nobel Prize for people that contribute to humanity’s education - and methods therof. Kudos!
Re: GPS
#63Considering GPS was originally created for military purposes, I find it fascinating that the largest holes are over the north and south poles. The northern polar region is where the US-launched missiles and bombers would travel. Does the lesser orbital coverage in that area not negatively affect GPS precision?
Re: GPS
#64Re: GPS
#65[1] https://github.com/kristianpaul/SoftGNSS
[2] https://www.ocf.berkeley.edu/~marsy/resources/gnss/A%20Softw...
Re: GPS
#66Re: GPS
#67...Bartosz always manages to over-deliver despite very high expectations.
Amazing!
Maybe we should give him an impossible task, like explaining different types of neural networks ;-)
Re: GPS
#68> Naturally, large range uncertainty increases the ambiguity of position, but the relative position of the satellites also matters. If they aren’t well spread, the exactness of calculated location also suffers. (see the excellent example in OP) Fun tidbit, the resulting error is known for the system in closed form as Geometric Dilution of Precision, and is a 3x3 (edit: or 4+x4+ if you are estimating bias or quantitie…
Interferometry isn't convex, even the kernel trick won't save you. I don't think...
Look there in equation 6: That's the FIM being left multiplied when solving these types of problems. (under standard gauss-newton step, which is also common)
Another tidbit: If you apply matrix inversion lemma to eq 6, you can get the (Extended)Kalman Filter update steps. Somewhat related: https://robotics.stackexchange.com/questions/1180/informatio...
Re: GPS
#69GPS is fascinating, especially the development period. Due to the complexity of the signal processing (relativity means that the clocks onboard run faster than on earth) there was much scepticism. The story I heard was that they only let them launch 1 Block 1 satellite to prove that could work, and then the first block of 10 satellites was used to validate the system before spending enough to get the full 24 satellit…
Re: GPS
#70Considering GPS was originally created for military purposes, I find it fascinating that the largest holes are over the north and south poles. The northern polar region is where the US-launched missiles and bombers would travel. Does the lesser orbital coverage in that area not negatively affect GPS precision?
ICBMs don't use GPS. The almost universally use a inertial guidance system. For example: https://en.wikipedia.org/wiki/Advanced_Inertial_Reference_Sp... . Bombers use a similar inertial guidance system, but with updates from GPS and star trackers as applicable. The reduced precision from GPS doesn't matter too much, as the inertial guidance systems are pretty good now.