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The evaluation of uncertainties in quantum measurements is problematic since the correct value of an observable between state preparation and measurement is experimentally inaccessible. In Ozawa's formulation of uncertainty relations for…

量子物理 · 物理学 2012-05-02 Holger F. Hofmann

This study proposes a linear approach for propagating uncertainties in the multiline thru-reflect-line (TRL) calibration method for vector network analyzers. The multiline TRL formulation we are proposing applies the law of uncertainty…

信号处理 · 电气工程与系统科学 2023-07-19 Ziad Hatab , Michael Ernst Gadringer , Wolfgang Bösch

Some aspects of application of the Uncertainty Principle in the range of interaction radiation with matter surveyed. The procedure of adjustment is proposed at calculation of values of an electromagnetic energy in a quantum theory of a…

量子物理 · 物理学 2007-05-23 N. V. Brazovskaja , V. Ye Brazovsky

Established x-ray diffraction methods allow for high-resolution structure determination of crystals, crystallized protein structures or even single molecules. While these techniques rely on coherent scattering, incoherent processes like…

ML models have errors when used for predictions. The errors are unknown but can be quantified by model uncertainty. When multiple ML models are trained using the same training points, their model uncertainties may be statistically…

机器学习 · 统计学 2025-09-23 Xiaoping Du

Functional data analysis is proved to be useful in many scientific applications. The physical process is observed as curves and often there are several curves observed due to multiple subjects, providing the replicates in statistical sense.…

统计方法学 · 统计学 2018-01-30 Tapabrata Maiti , Abolfazl Safikhani , Ping-Shou Zhong

Statistical estimation of the prediction uncertainty of physical models is typically hindered by the inadequacy of these models due to various approximations they are built upon. The prediction errors due to model inadequacy can be handled…

数据分析、统计与概率 · 物理学 2017-09-11 Pascal Pernot

An analytical approach describing properties of focused partially coherent X-ray beams is presented. The method is based on the results of statistical optics and gives both the beam size and transverse coherence length at any distance…

光学 · 物理学 2014-11-06 A. Singer , I. A. Vartanyants

Measurement uncertainty plays a critical role in the process of experimental physics. It is useful to be able to assess student proficiency around the topic to iteratively improve instruction and student learning. For the topic of…

物理教育 · 物理学 2023-08-23 Gayle Geschwind , Michael Vignal , H. J. Lewandowski

The uncertainty associated with probing the quantum state is expressed as the effective abundance (measure) of possibilities for its collapse. New kinds of uncertainty limits entailed by quantum description of the physical system arise in…

量子物理 · 物理学 2019-07-12 Ivan Horváth , Robert Mendris

All energy measurements of a quantum system are prone to inaccuracies. In particular, if such measurements are carried over a finite period of time the accuracy of the result is affected by the length of that period. Here I show an upper…

量子物理 · 物理学 2007-05-23 Zbyszek P. Karkuszewski

A re-anaylsis of the x-ray scattering data in Sperling et al. indicates that the measurement of elevated temperatures may be unreliable. The original analysis did not include uncertainties in the instrument function used to extract the…

等离子体物理 · 物理学 2018-09-24 Eliseo Gamboa

Possible sources of uncertainties in the calculations of the internal conversion coefficients are studied. The uncertainties induced by them are estimated.

核实验 · 物理学 2008-11-26 M. Rysavy , O. Dragoun

Model inadequacy and measurement uncertainty are two of the most confounding aspects of inference and prediction in quantitative sciences. The process of scientific inference (the inverse problem) and prediction (the forward problem)…

数据分析、统计与概率 · 物理学 2017-11-30 Amir Shahmoradi

A method for estimating the relative content of crystalline phases of a multiphase sample, based on probabilistic analysis of the intensities of the diffraction pattern reflexes, has been developed. The method is based on the introduction…

材料科学 · 物理学 2023-11-21 S. V. Gabielkov , I. V. Zhyganiuk , A. D. Skorbun

Reliable uncertainty quantification is crucial for trustworthy decision-making and the deployment of AI models in medical imaging. While prior work has explored the ability of neural networks to quantify predictive, epistemic, and aleatoric…

机器学习 · 统计学 2025-08-07 Simon Baur , Wojciech Samek , Jackie Ma

Uncertainty quantification by ensemble learning is explored in terms of an application from computational optical form measurements. The application requires to solve a large-scale, nonlinear inverse problem. Ensemble learning is used to…

机器学习 · 计算机科学 2021-03-03 Lara Hoffmann , Ines Fortmeier , Clemens Elster

This paper aims to quantify uncertainty for SVBRDF acquisition in multi-view captures. Under uncontrolled illumination and unstructured viewpoints, there is no guarantee that the observations contain enough information to reconstruct the…

计算机视觉与模式识别 · 计算机科学 2025-05-08 Ruben Wiersma , Julien Philip , Miloš Hašan , Krishna Mullia , Fujun Luan , Elmar Eisemann , Valentin Deschaintre

The macroscopic behavior of many materials is complex and the end result of mechanisms that operate across a broad range of disparate scales. An imperfect knowledge of material behavior across scales is a source of epistemic uncertainty of…

计算物理 · 物理学 2021-06-30 Burigede Liu , Xingsheng Sun , Kaushik Bhattacharya , Michael Ortiz

Quantification of the impact of uncertainty in material properties as well as the input ground motion on structural responses is an important step in implementing a performance-based earthquake engineering (PBEE) framework. Among various…

计算工程、金融与科学 · 计算机科学 2020-08-12 Mohammad Amin Hariri-Ardebili , Farhad Pourkamali-Anaraki , Siamak Sattar