Introduction to Computational Modeling Using C and Open-Source Tools

ISBN-13: 9780367379230 / Angielski / Miękka / 2019 / 461 str.

Jose M. Garrido

Opis

This book presents the fundamental principles of computational models from a computer science perspective and explains how to implement the models using the C programming language. Emphasizing analytical skill development and problem solving, the book helps readers understand how to reason about and conceptualize the problems, generate mathematical formulations, and computationally visualize and solve the problems. It provides the foundation to understand more advanced scientific computing, including parallel computing using MPI, grid computing, and other techniques in high-performance computing.

Spis treści

Problem Solving and Computing. Programs. Modular Decomposition: Functions. More Concepts of Computational Models. Algorithms and Programs. Selection. Repetition. Arrays. Pointers. Linked Lists. Text Data. Computational Models with Arithmetic Growth. Computational Models with Quadratic Growth. Models with Geometric Growth. Computational Models with Polynomials. Models with Interpolation and Curve Fitting. Using Vectors with the GSL. Matrices and Sets of Linear Equations. Introduction to Dynamical Systems. Linear Optimization Modeling. Solving Linear Optimization Problems. Sensitivity Analysis and Duality. Transportation Models. Network Models. Integer Linear Optimization Models. Appendices.

O autorze

José M. Garrido is professor in the Department of Computer Science at Kennesaw State University. Dr. Garrido’s research focuses on object-oriented modeling and simulation, multidisciplinary computational modeling, formal specification of real-time systems, language design and processors, and modeling systems performance. He developed the Psim3, PsimJ, and PsimJ2 simulation packages for C++ and Java as well as the Object-Oriented Simulation Language (OOSimL). He received a Ph.D. from George Mason University.