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Questions tagged [python]

A general purpose high-level programming language that emphasizes ease of code syntax and readability.

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0answers
15 views

Possible application of Polya's urn on real data (for Portfolio optimization)

I wanted to find some more information of this topic, but I found very little. I might be interested in optimizing a stock investment portfolio. Maybe I could use beta or some other common risk ...
0
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1answer
50 views

Solve multi-dimensional optimization problem using basinhopping

I am searching for an optimization solution, which is a 8d vector representing 4 complex elements, where each element is within the complex circle with maximal radius 1.2. The objective function is: ...
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1answer
58 views

Python sequence cluster exercise

I am working through an exercise in my textbook and implementing the code in Python to practice dynamic programming. I feel like I am right on the edge of figuring it out, but after many hours, I come ...
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0answers
27 views

Charged Particles within magnetic fields [closed]

I am trying to code the motion of a charged particle within a magnetic field and produce a 3D trajectory plot. The problem I believe is that I need to fix the axes and limit the animation produced. I ...
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0answers
11 views

How to choose metrics for evaluating classification results?

Recently we have developed a python library named PyCM specialized for analyzing multi-class confusion matrices. A parameter recommender system has been added in version 1.9 of this module in order ...
2
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1answer
27 views

Incorporating a potential barrier in a wave-packet simulation (Fourier Transform method)

I'm trying to simulate the scattering of a wave-packet at a potential barrier in Python. I'm using a Fourier Transform method (not sure if its the same as the Split-Step method), where I apply Fourier ...
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3answers
115 views

Find a solution of large system of inequalities

I have a large system of homogenous inequalities involving 33 real unknowns of the form $$ \vec{F}(z_i)^T \cdot \vec{X}>0\, $$ where $\vec{X} = \left(x_1,...,x_{24}\right)^T$ are the unknowns and ...
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0answers
29 views

Numerically solving the poisson equation, discretisation of the differential operator, mistake?

I'm attempting to numerically solve the poisson equation using Numpy's LinearOperator class. $$-\nabla \cdot \left(\sigma(x, y)\nabla\right)u(x, y) = 1$$ for $(x, y)\in [0, 1]\times [0, 1]$ with ...
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0answers
96 views

Finite Difference Solver Heat Equation

I am trying to write a finite difference solver for the heat equation in Python using FTCS implicit scheme. My details are below; $\frac{\partial{T}}{\partial{t}} = \frac{\partial^2{T}}{\partial{z}^2}...
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0answers
43 views

How to solve coupled equations in python

I'm having serious troubles with translating 3 coupled differential equations into python. The 3 DE's stem from a 4th order DE used to calculate the bending moment of an underwater pipeline that has ...
0
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1answer
47 views

Combining multiple coupled 1st order equations in python

I'm having serious troubles with solving translating 3 coupled differential equations into python. The 3 DE's stem from a 4th order DE used to calculate the bending moment of an underwater pipeline ...
1
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1answer
33 views

Minimizing the used memory in diffusion simulation using Python

I am recently dealing with a diffusion simulation project and I have come up with the following code: ...
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1answer
60 views

Unexpected solutions solving an ODE using odeint

I am trying to solve a system of 8 coupled differential equations using scipy's odeint. I have already written my code and it runs fine, but the solutions I get are completely different from what I ...
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0answers
59 views

SDE solver in python: manual determination of integrator step size (dt)

Aim: I am trying to solve a system of SDEs, while using the SDEint package in python 3.x. It is a system of SDEs adapted from and inspired by the Zombie Apocalypse ...
2
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1answer
75 views

How to choose a python parallelization library?

I want to preprocess a relatively large dataset using python. I implemented some Dask parallelization and was stunned by the time reduction. I figure there are other libraries or frameworks I could ...
0
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1answer
117 views

Heat diffusion - Is this the correct approach to include Newmann boundary conditions?

Thank you for looking at this problem. Is this the correct approach to include neumann boundary conditions? With this solution temperature is not correct, and there´s no diffusion. The model seems ...
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0answers
63 views

Speeding up the solution of a large set of nonlinear algebraic equations in `sympy`

I have a quite large algebraic equation system to solve, the system is so large, I can't post the example here, so I am posting it to pastebin. The sympy.solve is ...
3
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1answer
128 views

Is this the correct way for solving coupled 1d PDEs using finite difference methods?

I am trying to solve the following coupled PDEs: $$C_e\frac{\partial u(x,t)}{\partial t} = k_{ed}\frac{\partial^2u(x,t)}{\partial^2x} - G_{el}(u(x,t) - v(x,t)) + S(x,t)$$ $$C_l\frac{\partial v(x,t)...
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0answers
27 views

Determining the pseudo-time period of a system of $n$-pendulums via Kane's method in Python

We can use Kane's method to integrate the equations of motion for a system of $n$ pendulums with arbitrary masses and lengths (see derivation). In particular, if $(x_i,y_i)$ denotes the Cartesian ...
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1answer
132 views

Python Finite Difference Schemes for 1D Heat Equation: How to express for loop using numpy expression

Hello all, I've recently been introduced to Python and Numpy, and am still a beginner in applying it for numerical methods. I've been performing simple 1D diffusion computations. I suppose my ...
3
votes
1answer
101 views

Golub-Kahan-Lanczos Bidiagonalization Procedure implementation doesn't produce bidiagonal matrix

I'm trying to implement the aforementioned procedure using this website as a reference. At the end of the page the algorithm is described as follows: I think I've mapped the given algorithm to code ...
2
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1answer
47 views

Question about strange outputs from the CVXPY solver

I am familiarizing myself with CVXPY, and encountered a strange problem. I have the following simple toy optimization problem: ...
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1answer
67 views

How to cope with the following singularity

I have the following integral: $\int_{1}^{Xd} \dfrac{(X^{z_i}-1)}{[X^2 \sum_{l=1}^{N}c_l(X^{z_l}-1)]^{1/2}}dX = \int_{1}^{Xd} h(X) dX$ where: Xd is a real that can be either negative, positive or ...
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0answers
58 views

How to compute large condition number of a matrix in Python?

I have a matrix that is extremely singular, but I am still interested in computing the exact condition number, which is the ratio between the largest and smallest singular values. Is it possible to ...
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0answers
200 views

Solve system of polynomial equations with Python

I have 5 at most 4th order polynomials in 5 variables, $$p_i(x_1,x_2,x_3,x_4,x_5) \qquad i = 1, \ldots, 5$$ where all coefficients are either rational or floating point. I'd would like to get the ...
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0answers
46 views

Algebraic recursion of Hermite polynomials in SymPy [closed]

I want to obtain the algebraic values of, for example, Hermite polynomials using SciPy but in a recursive manner. Using Maple, for example, these can be defined as ...
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1answer
18 views

Numpy: How to permute array into indices of larger array? [closed]

I have an array of length L with N zeros, and L-N non-zero values. I have another array of length N. I would like to put the values of the shorter array into the positions of the longer array which ...
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1answer
160 views

Solving advection equation - periodic conditions - using roll python function [closed]

The original post was on stackoverflow : I transfert it here. I have to solve numerically the advection equation with periodic boundaries conditions : u(t,0) = u(t,L) with L the length of system to ...
2
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0answers
65 views

2d wave equation with finite differences blowing up

I am (naively) trying to solve the 2d wave equation with finite differences. But the system blows up instantly. For simplicity I set the constant $c=1$, then I am left with $$\Delta u =u_{tt}.$$ I ...
0
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1answer
220 views

Applying neumann boundary conditions to diffusion equation solution in python [duplicate]

For the diffusion equation $$ \frac{\partial u(x,t)}{\partial t} = D \frac{\partial ^2 u(x,t)}{\partial x^2} + Cu(x,t) $$ with the boundary conditions $u(-\frac{L}{2},t)=u(\frac{L}{2},t)=0$ I've ...
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0answers
101 views

Smallest circumscribed circle in spherical geometry

I work in Python 3 on astrophysics projects. I need to compute the smallest circumscribed circle of a set of points in the sky (so described by Right Ascension and Declination). I have found a code ...
1
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1answer
222 views

Double potential well with Python

I'm trying to understand the Schrödinger equation and solving it a bit better, and I'm running into some doubts while coding, even though I am adapting the code to this situation. Also I tried asking ...
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0answers
115 views

Computing Small Eigenvalues with Sparse Symmetric Indefinite Mass Matrix

I want the eigenvalues of the following generalized eigenvalue problem: $$ Av = \lambda M v $$ where $A\in\mathbb{R}^{n\times n}$ is sparse, symmetric, and positive semi-definite $M\in\mathbb{R}^{n\...
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0answers
158 views

Use of Morton Key to reduce number of grid points

I asked a question on Stack Overflow Performance Issue with VP Trees and Nearest Neighborsand I was not satisfied with the answer and so I thought I would reword my question for this site and post ...
1
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0answers
102 views

Showing date in Paraview's Annotate Time Filter

I have a time dependent data set where each frame corresponds to a certain date. I need to show the time annotation, much like what Annotate Time Filter does, but show the date instead of time as a ...
1
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1answer
106 views

Calculate partial trace of an outer product in Python?

I have a python implementation of calculating the partial trace over select dimensions. ...
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1answer
48 views

Is it possible to partition 2D data into bins such that each bin contains the same number of samples?

I am trying to sort data following a bivariate distribution into a numpy histogramdd, where each bin should contain the same number of data points (to the nearest whole sample). I expect that some ...
3
votes
1answer
230 views

How to transform this SOCP to the format required by cvxopt

I'm new to SOCP and want to try to get familiar with the format and how to solve it with cvxopt in python. However, for a simple toy example I'm struggling to get ...
4
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0answers
103 views

Solving a PDE implicitly by iteration in python

Connected to this question here on Computational Science, I've posted a follow-up question on how to solve a PDE using an implicit scheme like Crank-Nicholson in general in this question on SO. But I ...
0
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1answer
525 views

How to efficiently solve a QCQP with “dynamic” constraints in Python?

I want to solve a QCQP in Python. It is a problem from finance: maximise return (linear function) given some linear constraints and one quadratic constraint that turns it into a QCQP. Formally, $$\...
1
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1answer
101 views

Piecewise-Linear Quadratic Optimization for an “Almost Convex” Problem

I have a 7-14 dimensional piecewise linear cost function I'd like to minimize with two quadratic terms of the form: $$ f(X) = X^tCX + d \sum_i |x_i-x^*_i|^2 + \sum_i P_i(x_i-x^0_i) $$ $$ \sum_i x_i ...
4
votes
1answer
207 views

Solving for a set of coupled ODEs to get correct variable values

My question is about how I can solve a coupled system of ODE's, and print out the variables in a plot. I am solving for an q value and an e value, seen in this set of coupled ODE's below: $$ \begin{...
2
votes
1answer
157 views

Solve 3-D Heat equation with Neumann boundaries

I want to solve the Poisson PDE for heat flow in a 3-D solid cube with given dimensions $x$, $y$, and $z$: $$\rho C\frac{\partial T}{\partial t} = k \Delta T$$ The cube is irradiated with a constant ...
0
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1answer
191 views

Python - Fitting a function to data without using Scipy

I'm trying to write a program in python which doesn't need to use extra packages like numpy and scipy. In one part of the project, if I can interpolate a function to a set of data, I can save ...
3
votes
2answers
230 views

Integration of the Fermi distribution using Python

I want to calculate the carrier concentration of my semiconductor using this equation: $$ n(x) = \frac{m^*}{\pi\hbar^2}\int_{E_k}^{\infty}\frac{1}{1+\exp\left(\frac{E-E_f}{k_BT}\right)} \mathrm{d}E $$...
3
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0answers
76 views

Inconsistency in optimize.minimize

I am trying to fit a time-dependent curve at each time step. I do so in minimizing along $x_c$ the quadratic error between the curve and a reference solution $ 1/(1 + \exp\left(\sqrt{S}(x-x_c)\right) $...
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1answer
85 views

Poincare map for Arnold-Beltrami-Childress Magnetic Field in Python

I want to plot the Poincare map for Arnold-Beltrami-Childress magnetic field for parameters $A=1, B=0.816, C=0.5773$ in Python for the Poincare section $z=0$. Also, I am not able to understand what ...
3
votes
1answer
56 views

why am I not getting a staircase for the rotation number?

I'm trying to understand the staircase map. Look at this map from the circle to itself: $$ x \stackrel{F}{\mapsto} \big[\omega + x + \tfrac{\epsilon}{2\pi} \sin (2\pi x) \big] \pmod 1 $$ Such a map ...
2
votes
1answer
90 views

Artificial neural networks for Temperature prediction

Imagine I want to consider the temperature for a process given several input varibales. The temperature can be anywhere between 400 and 500 K. Consider I have experimental data to train the network ...
2
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1answer
45 views

FFT of “implicitly” uniform data

I am trying to take a Fourier transform of a density field estimated from mock galaxy survey catalogs. Basically, you start with a list of galaxy positions, then you bin these positions over some ...