Deep Learning for Fluid Simulation and Animation

Deep Learning for Fluid Simulation and Animation
Author: Gilson Antonio Giraldi
Publisher: Springer Nature
Total Pages: 173
Release: 2023
Genre: Artificial intelligence
ISBN: 303142333X

This book is an introduction to the use of machine learning and data-driven approaches in fluid simulation and animation, as an alternative to traditional modeling techniques based on partial differential equations and numerical methods – and at a lower computational cost. This work starts with a brief review of computability theory, aimed to convince the reader – more specifically, researchers of more traditional areas of mathematical modeling – about the power of neural computing in fluid animations. In these initial chapters, fluid modeling through Navier-Stokes equations and numerical methods are also discussed. The following chapters explore the advantages of the neural networks approach and show the building blocks of neural networks for fluid simulation. They cover aspects related to training data, data augmentation, and testing. The volume completes with two case studies, one involving Lagrangian simulation of fluids using convolutional neural networks and the other using Generative Adversarial Networks (GANs) approaches.

Foundations of Physically Based Modeling and Animation

Foundations of Physically Based Modeling and Animation
Author: Donald H. House
Publisher: CRC Press
Total Pages: 343
Release: 2016-11-30
Genre: Computers
ISBN: 1315355817

Physics forms the basis for many of the motions and behaviors seen in both the real world and in the virtual worlds of animated films, visual effects, and computer games. By describing the underlying physical principles and then creating simulations based on these principles, these computer-generated worlds are brought to life. Physically Based Modeling and Animation goes behind the scenes of computer animation and details the mathematical and algorithmic foundations that are used to determine the behavior underlying the movement of virtual objects and materials. Dr. Donald House and Dr. John Keyser offer an approachable, hands-on view of the equations and programming that form the foundations of this field. They guide readers from the beginnings of modeling and simulation to more advanced techniques, enabling them to master what they need to know in order to understand and create their own animations

GPU Solutions to Multi-scale Problems in Science and Engineering

GPU Solutions to Multi-scale Problems in Science and Engineering
Author: David A. Yuen
Publisher: Springer Science & Business Media
Total Pages: 677
Release: 2013-01-09
Genre: Computers
ISBN: 3642164056

This book covers the new topic of GPU computing with many applications involved, taken from diverse fields such as networking, seismology, fluid mechanics, nano-materials, data-mining , earthquakes ,mantle convection, visualization. It will show the public why GPU computing is important and easy to use. It will offer a reason why GPU computing is useful and how to implement codes in an everyday situation.

Autodesk Maya 2018: A Comprehensive Guide, 10th Edition

Autodesk Maya 2018: A Comprehensive Guide, 10th Edition
Author: Prof. Sham Tickoo
Publisher: CADCIM Technologies
Total Pages: 689
Release: 2017-08-29
Genre: Computers
ISBN: 1942689977

Welcome to the world of Autodesk Maya 2018. Autodesk Maya 2018 is a powerful, integrated 3D modeling, animation, visual effects, and rendering software developed by Autodesk Inc. This integrated node based 3D software finds its application in the development of films, games, and design projects. A wide range of 3D visual effects, computer graphics, and character animation tools make it an ideal platform for 3D artists. The intuitive user interface and workflow tools of Maya 2018 have made the job of design visualization specialists a lot easier. Autodesk Maya 2018: A Comprehensive Guide book covers all features of Autodesk Maya 2018 in a simple, lucid, and comprehensive manner. It aims at harnessing the power of Autodesk Maya 2018 for 3D and visual effects artists, and designers. This book will help you transform your imagination into reality with ease. Also, it will unleash your creativity, thus helping you create realistic 3D models, animation, and visual effects. It caters to the needs of both the novice and advanced users of Maya 2018 and is ideally suited for learning at your convenience and at your pace. Salient Features Consists of 17 chapters that are organized in a pedagogical sequence covering a wide range of topics such as Maya interface, Polygon modeling, NURBS modeling, texturing, lighting, cameras, animation, Paint Effects, Rendering, nHair, Fur, Fluids, Particles, nParticles and Bullet Physics in Autodesk Maya 2018. The first page of every chapter summarizes the topics that are covered in it. Consists of hundreds of illustrations and a comprehensive coverage of Autodesk Maya 2018 concepts and commands. Real-world 3D models and examples focusing on industry experience. Step-by-step instructions that guide the user through the learning process. Additional information is provided throughout the book in the form of tips and notes. Self-Evaluation test, Review Questions, and Exercises are given at the end of each chapter so that the users can assess their knowledge. Additional learning resources at 'mayaexperts.blogspot.com'. Table of Contents Chapter 1: Exploring Maya Interface Chapter 2: Polygon Modeling Chapter 3: NURBS Curves and Surfaces Chapter 4: NURBS Modeling Chapter 5: UV Mapping Chapter 6: Shading and Texturing Chapter 7: Lighting Chapter 8: Animation Chapter 9: Rigging, Constraints, and Deformers Chapter 10: Paint Effects Chapter 11: Rendering Chapter 12: Particle System Chapter 13: Introduction to nParticles Chapter 14: Fluids Chapter 15: nHair Chapter 16: Maya Fur Chapter 17: Bullet Physics Index

Fluid Frames

Fluid Frames
Author: Corrie Parks
Publisher: CRC Press
Total Pages: 528
Release: 2020-03-27
Genre: Computers
ISBN: 1317665430

Once the realm of a few stalwart artists, animating with sand, clay, and wet paint is now accessible for all filmmakers with an experimental frame of mind. Created directly under the camera with frame-by-frame stopmotion, this "fluid frame animation" provides a completely unique visual world for animators. While pioneering animators such as Caroline Leaf, Alexander Petrov, and Ishu Patel paved the way, the availability of frame capture programs, compositing software and digital workflow is opening up new avenues of exploration for artists of all experience levels. This book will walk you through setting up your studio, choosing and working with your materials, and combining the physical under-the-camera production with digital compositing and effects to enhance your animation. · Firsthand advice from experimental animation veterans and rising stars in the field · Covers the digital aspects of experimental animation, including the latest techniques in After Effects CC · Tutorials and source files for under-the-camera approaches and After Effects enhancements on the book’s companion website In addition to the practical advice, you’ll find historical and contemporary examples of successful films, step-by-step tutorials for working under the camera and working with the footage digitally, and interviews and tips from artists who are currently pushing the boundaries in these experimental mediums. Stacked with information and images from over 30 artists, this book is an indispensable resource for both the student and professional wishing to get their hands dirty in an increasingly digital world.

Computer Animation and Simulation 2001

Computer Animation and Simulation 2001
Author: Nadia Magnenat-Thalmann
Publisher: Springer Science & Business Media
Total Pages: 224
Release: 2001-08-28
Genre: Computers
ISBN: 9783211837115

This volume contains the research papers presented at the 12th Eurographics Workshop on Computer Animation and Simulation, Manchester, UK, September 2-3, 2001. The workshop is an international forum for research in computer-animation and simulation. This year, we choose to give a special focus on the modelling and animation of complex phenomena. This includes the modelling of virtual creature- from their body-parts to the control of their behavior, and the animation of natural phenomena such as water, smoke, fire and vegetation. The call for papers required submission of the full papers for review, and each paper was reviewed by at least 2 members of the international program committee and additional reviewers. Based on the reviews, 16 papers were accepted. We added to the final program an invited talk by Jos Stam. We wish to thank all reviewers for their time and effort in working within the rigid constraints of the tight schedule, thereby making it possible to publish this volume in time for the workshop. We also thank the authors for their contributions to the workshop, without whom this unique forum for animation and simulation work would not exist.

Numerical Simulation in Fluid Dynamics

Numerical Simulation in Fluid Dynamics
Author: Michael Griebel
Publisher: SIAM
Total Pages: 222
Release: 1998-01-01
Genre: Mathematics
ISBN: 0898713986

In this translation of the German edition, the authors provide insight into the numerical simulation of fluid flow. Using a simple numerical method as an expository example, the individual steps of scientific computing are presented: the derivation of the mathematical model; the discretization of the model equations; the development of algorithms; parallelization; and visualization of the computed data. In addition to the treatment of the basic equations for modeling laminar, transient flow of viscous, incompressible fluids - the Navier-Stokes equations - the authors look at the simulation of free surface flows; energy and chemical transport; and turbulence. Readers are enabled to write their own flow simulation program from scratch. The variety of applications is shown in several simulation results, including 92 black-and-white and 18 color illustrations. After reading this book, readers should be able to understand more enhanced algorithms of computational fluid dynamics and apply their new knowledge to other scientific fields.