论文标题
使用软件摘要加速创新，用于可扩展计算地球物理学
Accelerating innovation with software abstractions for scalable computational geophysics
论文作者
论文摘要
我们介绍了Slim（https://github.com/slimgroup）计算地球物理学的开源软件框架，更普遍地基于波浪方程（例如，医疗超声）。我们开发了一个软件环境，旨在通过设计多层抽象来扩展研究和开发。这种环境使研究人员可以轻松地以抽象的方式提出问题，同时仍然能够利用高性能计算中的最新发展。我们说明并证明了软件设计对许多地球物理应用的好处，包括地震倒置和物理信息的机器学习（例如，循环展开的成像，不确定性量化），同时促进外部软件的集成。
We present the SLIM (https://github.com/slimgroup) open-source software framework for computational geophysics, and more generally, inverse problems based on the wave-equation (e.g., medical ultrasound). We developed a software environment aimed at scalable research and development by designing multiple layers of abstractions. This environment allows the researchers to easily formulate their problem in an abstract fashion, while still being able to exploit the latest developments in high-performance computing. We illustrate and demonstrate the benefits of our software design on many geophysical applications, including seismic inversion and physics-informed machine learning for geophysics (e.g., loop unrolled imaging, uncertainty quantification), all while facilitating the integration of external software.
