💡 Problem Formulation: Mathematicians and programmers dealing with orthogonal polynomials, such as Hermite polynomials, often require operations that involve scaling these series by an independent variable, for example “x”. Suppose we have a Hermite E series expansion represented programmatically and we want to multiply it by this independent variable. Our goal is to efficiently carry … Read more

Differentiating and Scaling Legendre Series in Python 💡 Problem Formulation: Given a Legendre polynomial series, we want to differentiate it term by term and multiply each differentiated term by a scalar. For instance, if our Legendre series is expressed as P(x) and the scalar is ‘a’, our goal is to compute a*P'(x), where P'(x) is … Read more

💡 Problem Formulation: Integrating a Legendre series involves computing the definite integral of a series of Legendre polynomials over a specific interval, typically [-1, 1]. The input can be a sequence or array of Legendre polynomial coefficients, and the desired output is the numeric value of the integral. Method 1: Using NumPy’s Polynomial Integration NumPy’s … Read more

💡 Problem Formulation: When dealing with polynomial approximations in numerical methods, Legendre series are frequently encountered. We often need to integrate these series within a certain interval. This article takes you through Python techniques for integrating Legendre series and customizing the order of the integrated polynomials. Suppose you have a Legendre series as input and … Read more

💡 Problem Formulation: Multiplying Hermite E polynomials is a common task in fields such as quantum mechanics, probabilistic analysis, and computational mathematics. Given two Hermite E series, h_e1(x) and h_e2(x), we aim to find an efficient way to compute their product, yielding a new Hermite E series h_e3(x) that encompasses the multiplication result. For example, … Read more

💡 Problem Formulation: Given two Hermite E polynomial series, the task is to divide one series by the other and obtain a quotient series. Hermite E polynomials, commonly used in probability theory and physics, can be represented in Python using arrays or specific libraries. For instance, if you have two series e1 and e2, the … Read more

💡 Problem Formulation: We seek efficient methods to evaluate the 2D Hermite E polynomial series at specified points (x, y), using only a 1D array of coefficients. As input, we accept values of x, y, and a 1D array of coefficients representing the Hermite E series. The desired output is the evaluated result at the … Read more

💡 Problem Formulation: When working with Hermite E series in three dimensions, particularly for applications in computational physics or computer graphics, it is often necessary to evaluate the series at specific points (x, y, z) using a given set of coefficients. This problem typically involves traversing the coefficients in a 2D array to calculate the … Read more

💡 Problem Formulation: This article focuses on constructing a pseudo Vandermonde matrix utilizing Legendre polynomials evaluated at a grid of floating-point numbers representing 3D coordinates (x, y, z). The generating process involves mathematical operations that efficiently compute this matrix. As an example, given a set of points such as [(1.0, 2.0, 3.0), (4.0, 5.0, 6.0)], … Read more

💡 Problem Formulation: We aim to generate a pseudo-Vandermonde matrix using Legendre polynomials given a complex array of points with coordinates (x, y, z). The Vandermonde matrix is a key component in various numerical and approximate calculations, and its construction for complex points via Legendre polynomials extends its applications. The typical input is a list … Read more

💡 Problem Formulation: Evaluating a 2D Hermite E series involves computing the values of two-dimensional Hermite functions over a grid formed by the Cartesian product of x and y coordinate arrays. This operation has applications in many fields such as quantum mechanics, image processing, and statistical analysis. For example, if given arrays x = [x_1, … Read more

💡 Problem Formulation: Calculating the values of a 2D Hermite E series involves evaluating polynomials over a grid formed by the Cartesian product of x and y values. For given one-dimensional arrays x and y, and a three-dimensional array coefficients representing the series’ coefficients, we aim to efficiently compute the series’ values at each point … Read more