Python Programming And Numerical Methods: A Guide For Engineers And Scientists

Python Programming and Numerical Methods: A Guide for Engineers and Scientists introduces programming tools and numerical methods to engineering and science students, with the goal of helping the students to develop good computational problem-solving techniques through the use of numerical methods and the Python programming language.

Python Programming And Numerical Methods: A Guide For Engineers And Scientists

Qingkai Kong, Timmy Siauw

Elsevier

2021

Abstract

Python Programming and Numerical Methods: A Guide for Engineers and Scientists introduces programming tools and numerical methods to engineering and science students, with the goal of helping the students to develop good computational problem-solving techniques through the use of numerical methods and the Python programming language.

Part One introduces fundamental programming concepts, using simple examples to put new concepts quickly into practice.

Part Two covers the fundamentals of algorithms and numerical analysis at a level that allows students to quickly apply results in practical settings.

Contents:

• Part 1: Introduction to python programming:

Python basics

Variables and basic data structures

Functions, branching statements

Iteration

Recursion

Object-oriented programming

Complexity

Representation of numbers

Erros

Good programming practices and debugging

Reading and writing data

Visualization and plotting

Parallelize your python

• Part 2: Introduction to numerical methods

Linear algebra and systems of linear equations

genvalues and eigenvectors

Least squares regression

Interpolation

Taylor series

Root finding

Numerical differentiation

Numerical integration

Ordinary differential equation (ODEs) intial-value problems

Boundary-value problems for ordinary differential equations (ODEs)

Fourier transform.

Citation

Qingkai Kong, Timmy Siauw; Python Programming And Numerical Methods: A Guide For Engineers And Scientists; Elsevier, 2021

Collection

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