Jonas Nitzler

technical university of munich

6H指数

23论文数

142被引数

收录论文 7

发表时间

QUEENS: an open-source Python framework for solver-independent analyses of large-scale computational models – from parameter studies and identification, sensitivity analysis, surrogates, optimization, (Bayesian) forward and backward uncertainty quantification to digital twinning QUEENS：一个用于求解器无关分析大规模计算模型的开放源码Python框架——涵盖参数研究与分析、参数识别、敏感性分析、代理模型、优化、（贝叶斯）前向与后向不确定性量化以及数字孪生

Engineering with Computers

IF4.9

2026-08-03

OAAI

Jonas Biehler; Jonas Nitzler; Sebastian Brandstaeter; Maximilian Dinkel; Volker Gravemeier; Lea J. Haeusel; Gil Robalo Rei; Harald Willmann; Barbara Wirthl; Wolfgang A. Wall

Scalable high-dimensional Bayesian field reconstruction with finite elements: Application to 3D porous media flow 基于有限元方法的可扩展高维贝叶斯场重构及其在三维多孔介质流中的应用

Computer Methods in Applied Mechanics and Engineering

IF7.3

2026-07-01

OAAI

Nitzler, Jonas; Bergbauer, Maximilian; Koutsourelakis, Phaedon-Stelios; Wall, Wolfgang A.

Multi-physics-enhanced Bayesian inverse analysis: Information gain from additional fields 多物理场增强的贝叶斯反演分析：来自附加场的信息增益

Computer Methods in Applied Mechanics and Engineering

IF7.3

2026-01-12

OAAI

Lea J. Haeusel; Jonas Nitzler; Lea J. Köglmeier; Wolfgang A. Wall

Efficient Bayesian multi-fidelity inverse analysis for expensive and non-differentiable physics-based simulations in high stochastic dimensions 高效的贝叶斯多 fidelity 逆分析，用于高随机维度下昂贵且不可微的物理基模拟

Computer Methods in Applied Mechanics and Engineering

IF7.3

2025-10-10

OAAI

Jonas Nitzler; Buğrahan Z. Temür; Phaedon-S. Koutsourelakis; Wolfgang A. Wall

Bayesian Windkessel calibration using optimized zero-dimensional surrogate models

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

IF3.7

2025-03-13

PREAI

Richter, Jakob; Nitzler, Jonas; Pegolotti, Luca; Menon, Karthik; Biehler, Jonas; Wall, Wolfgang A.; Schiavazzi, Daniele E.; Marsden, Alison L.; Pfaller, Martin R.

Tumour growth: An approach to calibrate parameters of a multiphase porous media model based on in vitro observations of Neuroblastoma spheroid growth in a hydrogel microenvironment

COMPUTERS IN BIOLOGY AND MEDICINE

IF6.3

2023-06-01

OAAI

Hervas-Raluy, Silvia; Wirthl, Barbara; Guerrero, Pedro E.; Rei, Gil Robalo; Nitzler, Jonas; Coronado, Esther; Sainz, Jaime Font de Mora; Schrefler, Bernhard A.; Gomez-Benito, Maria Jose; Garcia-Aznar, Jose Manuel; Wall, Wolfgang A.

A generalized probabilistic learning approach for multi-fidelity uncertainty quantification in complex physical simulations 复杂物理模拟中多保真度不确定性量化的广义概率学习方法

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2022-10-01

OAAI

Nitzler, Jonas; Biehler, Jonas; Fehn, Niklas; Koutsourelakis, Phaedon-Stelios; Wall, Wolfgang A.

研究方向