流体成型器:用于基于粒子的流体模拟的连续卷积变压器
Nianyi Wang1, Shuai Zheng1, Yu Chen1
1organization=School of Software Engineering, Xi'an Jiaotong University, addressline=No.28, Xianning West Road, city=Xi'an, postcode=710049, state=Shaanxi Province, country=China.
概括
通过结合本地和全球建模,FluidFormer增强了流体模拟,改善了复杂场景的稳定性和概括性. 这种新的神经网络架构为传统解决方案提供了强大的替代方案.
科学领域:
- 计算机图形 计算机图形
- 计算物理 计算物理
- 人工智能的人工智能
背景情况:
- 传统的流体模拟方法,如纳维埃-斯托克斯溶解器,在计算上是昂贵的.
- 现有的基于学习的流体模拟方法,通常是基于光滑粒子水力学 (SPH),由于依赖于局部粒子相互作用和错误积累而遭受不稳定.
研究的目的:
- 介绍FluidFormer,一个新的神经网络架构,用于高效和稳定的流体模拟.
- 通过结合层次化的局部-全球建模范式来解决当前基于学习的流体模拟器中的不稳定性问题.
主要方法:
- 开发了FluidFormer,这是一个新的架构,具有流体注意力块 (FAB).
- FAB结合了局部相互作用的连续卷积和全球水力动力学现象的自我注意.
- 采用双管道网络,将物理偏见与全球推理相结合.
主要成果:
- 在流体模拟任务中,FluidFormer 实现了最先进的性能.
- 在复杂的流体场景中显著提高了稳定性和概括能力.
- 验证了分层局部-全球建模范式的有效性.
结论:
- 流体模拟器为复杂的流体模拟提供了强大而高效的解决方案.
- 拟议的架构克服了现有的神经方法的局限性,通过全球推理来解决错误积累.
- 作为模拟复杂物理系统的强大工具,FluidFormer显示出有前途.
相关概念视频
Continuous -time Fourier Transform
856
The Fourier series is instrumental in representing periodic functions, offering a powerful method to decompose such functions into a sum of sinusoids. This technique, however, necessitates modification when applied to nonperiodic functions. Consider a pulse-train waveform consisting of a series of rectangular pulses. When these pulses have a finite period, they can be accurately represented by a Fourier series. Yet, as the period approaches infinity, resulting in a single, isolated pulse, the...
856
Convolution Properties II
583
The important convolution properties include width, area, differentiation, and integration properties.
The width property indicates that if the durations of input signals are T1 and T2, then the width of the output response equals the sum of both durations, irrespective of the shapes of the two functions. For instance, convolving two rectangular pulses with durations of 2 seconds and 1 second results in a function with a width of 3 seconds.
The area property asserts that the area under the...
The width property indicates that if the durations of input signals are T1 and T2, then the width of the output response equals the sum of both durations, irrespective of the shapes of the two functions. For instance, convolving two rectangular pulses with durations of 2 seconds and 1 second results in a function with a width of 3 seconds.
The area property asserts that the area under the...
583
Convolution Properties I
571
Convolution computations can be simplified by utilizing their inherent properties.
The commutative property reveals that the input and the impulse response of an LTI (Linear Time-Invariant) system can be interchanged without affecting the output:
The commutative property reveals that the input and the impulse response of an LTI (Linear Time-Invariant) system can be interchanged without affecting the output:
571
Bacterial Transformation
59.5K
In 1928, bacteriologist Frederick Griffith worked on a vaccine for pneumonia, which is caused by Streptococcus pneumoniae bacteria. Griffith studied two pneumonia strains in mice: one pathogenic and one non-pathogenic. Only the pathogenic strain killed host mice.
Griffith made an unexpected discovery when he killed the pathogenic strain and mixed its remains with the live, non-pathogenic strain. Not only did the mixture kill host mice, but it also contained living pathogenic bacteria that...
Griffith made an unexpected discovery when he killed the pathogenic strain and mixed its remains with the live, non-pathogenic strain. Not only did the mixture kill host mice, but it also contained living pathogenic bacteria that...
59.5K
Subatomic Particles
112.6K
Dalton was only partially correct about the particles that make up matter. All matter is composed of atoms, and atoms are composed of three smaller subatomic particles: protons, neutrons, and electrons. These three particles account for the mass and the charge of an atom.
112.6K
Convolution: Math, Graphics, and Discrete Signals
899
In any LTI (Linear Time-Invariant) system, the convolution of two signals is denoted using a convolution operator, assuming all initial conditions are zero. The convolution integral can be divided into two parts: the zero-input or natural response and the zero-state or forced response, with t0 indicating the initial time.
To simplify the convolution integral, it is assumed that both the input signal and impulse response are zero for negative time values. The graphical convolution process...
To simplify the convolution integral, it is assumed that both the input signal and impulse response are zero for negative time values. The graphical convolution process...
899


