Notes for such efforts: From https://news.ycombinator.com/item?id=44043518#44053779 https://news.ycombinator.com/item?id=44043518#44053779 re: deep learning po

Notes for such efforts: From https://news.ycombinator.com/item?id=44043518#44053779 https://news.ycombinator.com/item?id=44043518#44053779 re: deep learning poised: > jax-cfd mentions phiflow > PhiFlow: https://github.com/tum-pbs/PhiFlow/ https://github.com/tum-pbs/PhiFlow/ >> A differentiable PDE solving framework for machine learning SymPy can solve ODEs and some PDEs. sympy.solvers.pde: https://docs.sympy.org/latest/modules/solvers/pde.html https://docs.sympy.org/latest/modules/solvers/pde.html SymPy's sympy.utilities.lambdify.lambdify() compiles things to faster solvers like CPython math module, mpmath, NumPy, SciPy, CuPy, JAX, TensorFlow, SymPy, numexpr, and PyTorch. https://docs.sympy.org/latest/modules/utilities/lambdify.html https://docs.sympy.org/latest/modules/utilities/lambdify.htm... dynamicslab/pysindy; https://github.com/dynamicslab/pysindy https://github.com/dynamicslab/pysindy : > A package for the sparse identification of nonlinear dynamical systems from data A question about fundamental Anosov flows and CFD in pysindy; due to "Flow Proof Helps Mathematicians Find Stability in Chaos" (2023) https://www.quantamagazine.org/flow-proof-helps-mathematicians-find-stability-in-chaos-20230615/ https://www.quantamagazine.org/flow-proof-helps-mathematicia... .. https://github.com/dynamicslab/pysindy/issues/383 https://github.com/dynamicslab/pysindy/issues/383 : /? site:github.com anosov https://www.google.com/search?q=site%3Agithub.com+anosov https://www.google.com/search?q=site%3Agithub.com+anosov > GitHub topic: quantum-fluids: https://github.com/topics/quantum-fluids https://github.com/topics/quantum-fluids GitHub topic: Gross-Pitaevskii: https://github.com/topics/gross-pitaevskii https://github.com/topics/gross-pitaevskii OSIRIS-code can simulate laser emissions in plasma, nonlinear optics in plasma,; and supports Checkpointing and thus probably parallelization; https://news.ycombinator.com/context?id=44371059 https://news.ycombinator.com/context?id=44371059 For simulations of gravity-assisted spacecraft trajectories, in n-body (vortical fluidic) gravity: > JPL SPICE toolkit: https://naif.jpl.nasa.gov/naif/toolkit.html https://naif.jpl.nasa.gov/naif/toolkit.html > SpiceyPy: https://github.com/AndrewAnnex/SpiceyPy https://github.com/AndrewAnnex/SpiceyPy "Gravity as a fluid dynamic phenomenon in a superfluid quantum space. Fluid quantum gravity and relativity." (2017) https://hal.science/hal-01248015/ https://hal.science/hal-01248015/ : > [ Bernoulli, Navier-Stokes, Gross-Pitaevskii vortices in a field with curl ] Shouldn't solving NS also solve for n-body gravity? Anosov diffeomorphism; hyperbolicity of complex nonlinear dynamic fluid systems, Lyapunov exponents : https://en.wikipedia.org/wiki/Anosov_diffeomorphism https://en.wikipedia.org/wiki/Anosov_diffeomorphism Curl: https://en.wikipedia.org/wiki/Curl_(mathematics) https://en.wikipedia.org/wiki/Curl_(mathematics) Vorticity: https://en.wikipedia.org/wiki/Vorticity https://en.wikipedia.org/wiki/Vorticity Bernoulli's principle: https://en.wikipedia.org/wiki/Bernoulli%27s_principle https://en.wikipedia.org/wiki/Bernoulli%27s_principle Gross-Pitaevskii equation: https://en.wikipedia.org/wiki/Gross%E2%80%93Pitaevskii_equation https://en.wikipedia.org/wiki/Gross%E2%80%93Pitaevskii_equat... Navier-Stokes equations: https://en.wikipedia.org/wiki/Navier%E2%80%93Stokes_equations https://en.wikipedia.org/wiki/Navier%E2%80%93Stokes_equation...