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Updated: Mar 15, 2026

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Surrogate Model Development for Digital Experiments in Welding
Published on: March 28, 2025
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全球核计算模拟框架
Antoine Belley1, Jose M Munoz1, Ronald F Garcia Ruiz1
1Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA.
Physical review letters
|March 13, 2026
概括
我们开发了一种新方法,将层次框架和贝叶斯神经网络结合起来,用于核物理计算. 这种方法可以准确地预测整个同位素链的核性质,并具有强大的不确定性量化.
科学领域:
- 核物理 核物理 核物理
- 计算物理 计算物理
- 量子多体理论 量子多体理论
背景情况:
- 最初的核计算是计算密集的.
- 在同位素链中预测核特性需要有效的方法.
- 贝叶斯神经网络为模拟和不确定性量化提供了强大的工具.
研究的目的:
- 开发一种新的仿真方案,用于初始的多体核计算.
- 为了能够在同位素链中准确和同时预测核性质.
- 为核预测提供强大的不确定性量化.
主要方法:
- 与贝叶斯神经网络集成一个层次框架.
- 对氧同位素链的应用,用于基准测试.
- 核性质的全球敏感性分析.
主要成果:
- 对氧同位素链的基态能量和核电荷半径的准确预测.
- 实现了可靠的不确定性量化.
- 成功地证明了在整个核图的广泛适用性.
结论:
- 新的仿真方案为核结构计算提供了一种高效和准确的方法.
- 该方法允许在同位素链中同时进行预测和不确定性量化.
- 这一框架有助于对核力量的全球敏感性分析.
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