May 1, 2024
Updated June 30, 2025
13 minute read
An Introduction to Procedural Generation
Procedural generation is a method of creating data with algorithms instead of by hand. Think of it as providing a computer with a set of rules and a dash of randomness, then letting it create something new. This approach is powerful, allowing for the creation of vast, varied, and often surprising content. It's the engine behind the seemingly infinite worlds in some video games, the complex patterns in digital art, and even the synthetic data used to train artificial intelligence.
The core appeal of procedural generation lies in its ability to produce massive amounts of content from a relatively small set of instructions, saving creators countless hours of manual work. For those who use it, there is an excitement in defining the rules of a universe and then exploring the unexpected results that emerge. From generating sprawling landscapes and unique game levels to composing novel musical scores, procedural generation empowers creators to build worlds and experiences that are dynamic, endlessly replayable, and full of discovery.
What is Procedural Generation? An ELI5 Guide
Imagine you have a recipe to build a toy block castle. The recipe doesn't tell you exactly where each block goes. Instead, it gives you a set of rules:
gx81rb|
Find a path to becoming a Procedural Generation. Learn more at:
OpenCourser.com/topic/gx81rb/procedural
Reading list
We've selected 29 books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
Procedural Generation.
Serves as a foundational text specifically for procedural content generation in games, covering a wide range of algorithms and domains like terrain, levels, and narratives. It is suitable for both students and researchers, offering a broad overview of the field. It can be used as a textbook in academic settings.
Similar to the Unity-specific book, this resource focuses on procedural generation within the Godot engine. It's ideal for developers working with Godot and provides practical guidance for implementing PCG in that environment.
Explores the intersection of artificial intelligence and games, with significant overlap with procedural content generation, particularly in areas like experience-driven PCG and AI-assisted design. It's relevant for those interested in advanced topics and the future of PCG.
Focuses on implementing procedural generation techniques specifically within the Unity game engine. It's a practical guide for developers using Unity, offering code examples and workflows relevant to the engine.
Provides a practical approach to procedural content generation using C++, a common language in game development. It covers core concepts and their implementation, suitable for those with a programming background.
Often referred to as the 'bible' of computer graphics, this book provides a comprehensive overview of the field, including many fundamental algorithms and concepts relevant to procedural generation, such as rendering pipelines, texturing, and modeling. It's a foundational text for anyone serious about computer graphics and is widely used in academic programs.
While not solely focused on procedural generation, this book provides an excellent introduction to the programming concepts and mathematical principles often used in the field, such as randomness, noise, and fractals. It's a great resource for building a foundational understanding of the underlying mechanics. is often used in introductory programming and creative coding courses.
Explores generative models in the context of deep learning, a contemporary approach to content generation that is increasingly relevant to procedural generation. It's suitable for those with a background in machine learning interested in its application to content creation.
Delves into the creation of algorithmic art using Processing, a programming language often used for visual applications. It's highly relevant for understanding how procedural techniques can be applied to generate visual content, offering practical examples and tutorials.
Showcases a wide range of generative design projects using Processing. While more focused on visual design than game content, it provides a wealth of examples and techniques for creating complex patterns and forms programmatically, highly relevant to the visual aspects of procedural generation. It's inspiring for beginners and experienced practitioners alike.
Part of a series on game engine development, this volume focuses specifically on rendering. A strong understanding of rendering is crucial for implementing and optimizing procedural generation of visual content in games. It's a detailed and technical resource suitable for advanced undergraduate students, graduate students, and professionals.
Similar to 'Artificial Intelligence and Games', this book provides a broad overview of AI techniques used in games, many of which can be applied to procedural generation, such as pathfinding, decision making, and simulated environments.
An updated edition of a classic, this book remains a vital reference for understanding the foundational procedural techniques used in computer graphics for creating textures and models. It's valuable for both historical context and still-relevant algorithms.
Specifically addresses the application of AI in game development, which includes techniques relevant to procedural content generation such as finite state machines and fuzzy logic. It's a good resource for game developers looking to incorporate intelligent generation into their projects. It offers practical examples and is suitable for those with some programming background.
Procedural generation often involves generating and manipulating geometric data. provides a strong theoretical foundation in computational geometry algorithms, which are highly relevant for tasks like mesh generation, spatial partitioning, and pathfinding in procedurally generated environments.
This classic book explores the use of L-systems and other algorithmic techniques to model the growth and form of plants. This foundational text in using algorithms for generating complex natural structures, directly applicable to procedural generation of organic forms. It's valuable for those interested in the mathematical and biological underpinnings of PCG.
While not solely about procedural generation, this book provides essential background knowledge on how game engines are structured and how various systems, including content pipelines, work. Understanding game engine architecture is crucial for implementing procedural generation effectively within a game development context. It widely used textbook and reference in game development programs.
Explores generative art from an algorithmic perspective, providing principles and programming lessons. It connects creative coding with art and design, offering a different angle on procedural generation with a focus on artistic output. It's suitable for those interested in the intersection of art and algorithms.
Delves into the algorithms and concepts behind natural phenomena, including fractals and complex systems. These topics are highly relevant to procedural generation of natural-looking environments and textures. It provides a deeper theoretical understanding of the underlying principles used in many PCG techniques.
Procedural generation in graphics and games often relies on mathematical concepts. covers the essential math, including linear algebra, calculus, and probability, needed for 3D graphics and game development. It provides the mathematical foundation necessary to understand and implement many PCG techniques.
Procedural generation often utilizes AI techniques, particularly in generating complex systems, behaviors, or narratives. This comprehensive AI textbook provides the necessary background in algorithms, search, and machine learning. It's a foundational text for understanding the AI principles applicable to PCG and is widely used in university programs.
Another foundational text in computer science, this book covers a broad range of algorithms in depth. A solid grasp of these algorithms is beneficial for designing efficient and sophisticated procedural generation systems. It's a rigorous textbook suitable for undergraduate and graduate students.
Similar to Lengyel's book, this text focuses on the mathematics relevant to game development and interactive applications. It covers topics like vectors, matrices, and transformations, which are crucial for generating and manipulating content procedurally in 3D space.
While not strictly a PCG book, this comprehensive guide to real-time computer graphics is essential for anyone implementing procedural generation in visually rich applications like games. It covers rendering pipelines, shading, and other techniques necessary to display procedurally generated content effectively.
For more information about how these books relate to this course, visit:
OpenCourser.com/topic/gx81rb/procedural
Save
