times operator (.*) will be faster in next #Nelson 0.7.9 #OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #bigdata #SystemSimulation #SystemModeling #programming #scientific #OSS #Numerical #Computation #Simulation #AltairEDU #scilab #GNUoctave #Matlab
#nelson #opensource #software #engineering #hpc #datascience #dataanalysis #bigdata #systemsimulation #systemmodeling #programming #scientific #oss #numerical #computation #simulation #altairedu #scilab #gnuoctave #matlab
Physics informed neural networks for elliptic equations with oscillatory differential operators
#elliptic #numerical #gradient
The extraction seems to be working really well, but can't tell how well yet
Has two repeating sections. One is very clearly good data that looks as expected
The other looks like noise, but is very repeatable and (partially) points in a way that true noise wouldn't point. Also partially larger than the real effect could be
What I really need is more example data. Fortunately bosses/partners are listening enough to make that happen (maybe)
#numerical #math #space #python #numpy #matplotlib
Actually...those effects must not be an issue or I'd already be seeing them at apogee in a high-e #orbit.
My interpolation is only non-flat at perigee, which is exactly where pos, vel and acc are changing fastest and #numerical methods are going to be noisiest.
So I think I just need to reduce noise well below .1mm/s^2 and I should be good...?
The smooth elset is for a high-e orbit For Reasons which also means the hard part is perigee.
My first naive method was to subtract adjacent velocities. That's awful.
Learning some #numerical methods, I then tried (v(t+1) - v(t-1))/2t. That gives me a 25 mm/s^2 residual acc. Meh.
Lagrange #interpolation gives me 5 mm/s^2. Getting somewhere.
Going back to central diffs but using t-2, t-1, t+1, t+2 I do even better at 1.5 mm/s^2 residual.
I am still in this rabbit hole, learning a bunch of new #numerical methods.
What I want at the end is *thrust* acceleration values recovered from satellite position and velocity data given at 1m intervals.
Any method will obviously also have the acc due to gravity and other effects. Methods will differ in how much numerical "noise" they add to the process.
Subtracting the Earth is easy with F=ma=GMm/r^2.
To compare the noise, I'm using a smooth #keplerian element set that has no thrusts.
So....#Lagrange #polynomials. They are pretty dang clever and pretty dang amazing. You can get an analytic (if that's the word I want) polynomial fit! That you can take a continuous derivative!
For arbitrary data, I can see why it might not work.
But for a physical object that actually is moving according to a 2nd-order kinematics (piecewise--really 3rd-order overall) but all you have data for the the first two orders, it might be a good way to recover the higher order(s).
#Lagrange #polynomials #math #numerical
Fun #Numerical #Programming tiny challenge: in a language that supports floating point but doesn't have a defined constant for pi, devise an efficient way of approximating pi without resorting to 4*atan(1)
(#PostScript's maths library only works in degrees, so
4 1 dup atan mul
returns 180.0)
#numerical #programming #postscript
#numerical : belonging to number
- French: numérique
- German: zahlenmäßig
- Italian: numerico
- Portuguese: numérico
- Spanish: numérico
------------
See previous words @ https://wordofthehour.org/r/past
Nelson v0.7.4 is available
https://github.com/Nelson-numerical-software/nelson/releases/tag/v0.7.4
#OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #SystemModeling #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #matlab
#opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #systemmodeling #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab
fastest bitand function in #Nelson (in progress)
#OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #bigdata #SystemSimulation #SystemModeling #programming #scientific #OSS #Numerical #Computation #Simulation #AltairEDU #scilab #GNUoctave
#nelson #opensource #software #engineering #hpc #datascience #dataanalysis #bigdata #systemsimulation #systemmodeling #programming #scientific #oss #numerical #computation #simulation #altairedu #scilab #gnuoctave
more 300 functions available in xeus-nelson 0.3 (wasm)
https://jupyterlite-nelson.readthedocs.io/en/latest/
#jupyterlite #jupyter #OpenSource #Software #DataScience #DataAnalysis #programming #scientific #coding #Numerical #Computation #Simulation #matlab #scilab #octave #quantstack
#jupyterlite #jupyter #opensource #software #datascience #dataanalysis #programming #scientific #coding #numerical #computation #simulation #matlab #scilab #octave #quantstack
waterfall function in progress with #Nelson #3D #OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #MATLAB #STEM
#nelson #3d #opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab #stem
Stanford bunny tribute with #Nelson
#StanfordBunny #OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #MATLAB
https://github.com/Nelson-numerical-software/nelson/discussions/885
#nelson #stanfordbunny #opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab
Nelson connected to #ChatGPT
#OpenAI #OpenAIChatGPT #OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #matlab
https://github.com/Nelson-numerical-software/nelson/discussions/878
#chatgpt #openai #openaichatgpt #opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab
Nelson v0.7.3 is available
https://github.com/Nelson-numerical-software/nelson/releases/tag/v0.7.3
#OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #SystemModeling #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #matlab
#opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #systemmodeling #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab
patch function available in #Nelson v0.7.3
2D-3D polygons ;)
#OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #SystemModeling #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #matlab
#nelson #opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #systemmodeling #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab
bode function in progress ...
Bode plot of frequency response, or magnitude and phase data with #Nelson
#OpenSource #Software #Engineering #HPC #DataScience #DataAnalysis #SystemSimulation #SystemModeling #programming #scientific #coding #OSS #Numerical #Computation #Simulation #AltairEDU #GNUoctave #scilab #matlab #cacsd #data
#nelson #opensource #software #engineering #hpc #datascience #dataanalysis #systemsimulation #systemmodeling #programming #scientific #coding #oss #numerical #computation #simulation #altairedu #gnuoctave #scilab #matlab #cacsd #data
ChatGPT Gets Its “Wolfram Superpowers”!: “Back in January, I made the point that as an LLM neural net, ChatGPT—for all its remarkable prowess in textually generating material “like” what it’s read from the web, etc can’t itself be expected to do actual nontrivial computations or to systematically produce correct (rather than just “looks roughly right”) #data, etc.”
#ai / #ChatGPT / #wolfram / #alpha / #numerical <https://writings.stephenwolfram.com/2023/03/chatgpt-gets-its-wolfram-superpowers/>
#data #ai #chatgpt #Wolfram #alpha #numerical
ChatGPT Gets Its “Wolfram Superpowers”!: Back in January, I made the point that, as an LLM neural net, ChatGPT—for all its remarkable prowess in textually generating material “like” what it’s read from the web, etc.—can’t itself be expected to do actual nontrivial computations, or to systematically produce correct (rather than just “looks roughly right”) #data, etc.
#ai / #ChatGPT / #wolfram / #alpha / #numerical <https://writings.stephenwolfram.com/2023/03/chatgpt-gets-its-wolfram-superpowers/>
#data #ai #chatgpt #Wolfram #alpha #numerical