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Floating Point Numerics for Games and Simulations

Nima Badizadegan (Autor)

Buch | Hardcover

224 Seiten

2025
CRC Press (Verlag)
978-1-032-93356-6 (ISBN)

Noch nicht erschienen (ca. Mai 2025)
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Floating point is ubiquitous in computers, where it is the default way to represent non-integer numbers. However, few people understand it. We all see weird behavior sometimes, and many programmers treat it as a mystical and imprecise system of math that just works until it sometimes doesn’t. We hear that we shouldn’t trust floating point with money, we know that 0.1 + 0.2 does not equal 0.3, and “NaN” shows up in our logs when things break. We rarely hear why any of this is the case, and less about what to do about it.

This book pulls back the veil on floating point and shows how this number system we program with every day works. It discusses how to leverage the number system for common calculations, particularly in graphics and simulations, and avoid pitfalls. Further, we will review methods that can give you either better performance or better accuracy on tasks like numerical integration and function approximation, so you can learn to make the right tradeoffs in your programs.

This book builds upon a basic knowledge of calculus and linear algebra, working with illustrative examples that demonstrate concepts rather than relying on theoretical proofs. Along the way, we will learn why Minecraft has struggled with boat physics and what the heck John Carmack was thinking with Quake III’s infamous fast reciprocal square root algorithm. By the end of the book, you will be able to understand how to work with floating point in a practical sense, from tracking down and preventing error in small calculations to choosing numerical building blocks for complex 3D simulations.

Gives insight into how and why floating-point math works
Describes how floating-point error arises and how to avoid it
Surveys numerical methods important to graphics and numerical simulations
Includes modern techniques to apply to your numerical problems
Shows how to hack the floating-point numbers to compute faster and more accurately

Nima Badizadegan is an engineer who works at the intersection of computer systems and mathematics. His past experience includes work at Google and on Wall Street, as well as being a consultant and startup founder. Badizadegan has several publications in the fields of simulation and computer arithmetic and is the inventor of over 10 patents. He is a member of the IEEE and ACM and contributes to the IEEE 754 floating point standard. He is the author of the popular technical blog Speculative Branches (https://specbranch.com), where he writes about computer systems, software engineering, and math.

1 Computing with Numbers, 2 Numbers in Floating Point, 3 Sources of Error, 4 The Basic Arithmetic Operations, 5 Comparing Floating-Point Numbers, 6 Conversion to and from Floating Point, 7 Numerical Operations, 8 Bitwise Manipulations, 9 Working with Error in Floating Point, 10 Function Approximation, 11 Geometry in Floating Point, 12 Numerical Integration

Erscheint lt. Verlag	13.5.2025
Zusatzinfo	39 Tables, black and white; 61 Line drawings, black and white; 61 Illustrations, black and white
Verlagsort	London
Sprache	englisch
Maße	156 x 234 mm
Gewicht	453 g
Themenwelt	Informatik ► Grafik / Design ► Film- / Video-Bearbeitung
	Informatik ► Software Entwicklung ► Spieleprogrammierung
	Mathematik / Informatik ► Mathematik ► Analysis
ISBN-10	1-032-93356-9 / 1032933569
ISBN-13	978-1-032-93356-6 / 9781032933566
Zustand	Neuware