تقرير
j-Wave: An open-source differentiable wave simulator
| العنوان: | j-Wave: An open-source differentiable wave simulator |
|---|---|
| المؤلفون: | Stanziola, Antonio, Arridge, Simon R., Cox, Ben T., Treeby, Bradley E. |
| سنة النشر: | 2022 |
| المجموعة: | Computer Science Physics (Other) |
| مصطلحات موضوعية: | Physics - Computational Physics, Computer Science - Machine Learning, Computer Science - Mathematical Software, Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing, Physics - Medical Physics |
| الوصف: | We present an open-source differentiable acoustic simulator, j-Wave, which can solve time-varying and time-harmonic acoustic problems. It supports automatic differentiation, which is a program transformation technique that has many applications, especially in machine learning and scientific computing. j-Wave is composed of modular components that can be easily customized and reused. At the same time, it is compatible with some of the most popular machine learning libraries, such as JAX and TensorFlow. The accuracy of the simulation results for known configurations is evaluated against the widely used k-Wave toolbox and a cohort of acoustic simulation software. j-Wave is available from https://github.com/ucl-bug/jwave. |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2207.01499 |
| رقم الأكسشن: | edsarx.2207.01499 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |