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We present a phase field-based framework for modelling fatigue damage in Shape Memory Alloys (SMAs). The model combines, for the first time: (i) a generalised phase field description of fracture, incorporating multiple phase field…

计算工程、金融与科学 · 计算机科学 2021-12-16 M. Simoes , C. Braithwaite , A. Makaya , E. Martínez-Pañeda

The lifetime behaviour of loans is notoriously difficult to model, which can compromise a bank's financial reserves against future losses, if modelled poorly. Therefore, we present a data-driven comparative study amongst three techniques in…

风险管理 · 定量金融 2026-04-22 Arno Botha , Tanja Verster , Roland Breedt

This paper aims at introducing a methodology to compute stable coupled state-space models for dynamic substructuring applications by introducing two novel approaches targeted to accomplish this task: a) a procedure to impose Newtons's…

系统与控制 · 电气工程与系统科学 2024-03-06 R. S. O. Dias , M. Martarelli , P. Chiariotti

This paper studies the distributed average tracking problem for multiple time-varying signals generated by linear dynamics, whose reference inputs are nonzero and not available to any agent in the network. In the edge-based framework, a…

系统与控制 · 计算机科学 2016-07-01 Yu Zhao , Yongfang Liu , Zhongkui Li , Zhisheng Duan

Models of faults incorporating slip rate- and state-dependent friction have reproduced phenomena from spontaneous slow, aseismic slip to earthquake-generating dynamic rupture. Numerical explorations of model parameter space regularly show…

地球物理 · 物理学 2026-03-26 Robert C. Viesca , Dmitry I. Garagash

Increasingly, medical research is dependent on data collected for non-research purposes, such as electronic health records data (EHR). EHR data and other large databases can be prone to measurement error in key exposures, and unadjusted…

统计方法学 · 统计学 2020-05-13 Kyunghee Han , Thomas Lumley , Bryan E. Shepherd , Pamela A. Shaw

While scaling laws provide a reliable methodology for predicting train loss across compute scales for a single data distribution, less is known about how these predictions should change as we change the distribution. In this paper, we…

机器学习 · 计算机科学 2024-11-21 David Brandfonbrener , Nikhil Anand , Nikhil Vyas , Eran Malach , Sham Kakade

A speed threshold is a crucial parameter in breakdown and capacity distribution analysis as it defines the boundary between free-flow and congested regimes. However, literature on approaches to establishing the breakpoint value for…

应用统计 · 统计学 2020-09-02 Emmanuel Kidando , Angela E. Kitali , Boniphace Kutela , Thobias Sando

The main objective of accelerated life tests (ALTs) is to predict fraction failings of products in the field. However, there are often discrepancies between the predicted fraction failing from the lab testing data and that from the field…

应用统计 · 统计学 2014-01-13 Zhi-Sheng Ye , Yili Hong , Yimeng Xie

Machines provide a longstanding model for how organisms accumulate damage, age, and die. However, the large-scale observation and analysis of complex machine populations under real-world conditions is routinely missing from this framework.…

物理与社会 · 物理学 2025-05-20 Saul Justin Newman

Wood products that are subjected to sustained stress over a period of long duration may weaken, and this effect must be considered in models for the long-term reliability of lumber. The damage accumulation approach has been widely used for…

应用统计 · 统计学 2017-06-16 Chun-Hao Yang , James V. Zidek , Samuel W. K. Wong

We consider a class of biologically-motivated stochastic processes in which a unicellular organism divides its resources (volume or damaged proteins, in particular) symmetrically or asymmetrically between its progeny. Assuming the final…

定量方法 · 定量生物学 2016-07-20 Andrew Marantan , Ariel Amir

Fractal dimensions are tools for probing the structure of quantum states and identifying whether they are localized or delocalized in a given basis. These quantities are commonly extracted through finite-size scaling, which limits the…

无序系统与神经网络 · 物理学 2025-06-02 David A. Zarate-Herrada , Isaías Vallejo-Fabila , Lea F. Santos , E. Jonathan Torres-Herrera

Although Fault Tree and Event Tree analysis are still today the standard approach to system safety analysis for many engineering sectors, these techniques lack the capabilities of fully capturing the realistic, dynamic behaviour of complex…

计算工程、金融与科学 · 计算机科学 2025-10-21 Silvia Tolo , John Andrews

Engineers and scientists have been collecting and analyzing fatigue data since the 1800s to ensure the reliability of life-critical structures. Applications include (but are not limited to) bridges, building structures, aircraft and…

In this article, a failure mode dependent and thermodynamically consistent continuum damage model with polynomial-based damage hardening functions is proposed for continuum damage modeling of laminated composite panels. The damage model…

计算物理 · 物理学 2025-09-24 Shubham Rai , Badri Prasad Patel

We develop a discrete-event modeling framework that captures the progression of geophysical systems toward catastrophic failure through sequences of distinct damage events. By representing system evolution as a succession of temporally…

地球物理 · 物理学 2025-07-31 Qinghua Lei , Didier Sornette

A new phenomenological technique for using constant amplitude loading data to predict fatigue life from a variable amplitude strain history is presented. A critical feature of this reversal-by-reversal model is that the damage accumulation…

材料科学 · 物理学 2012-10-04 S. P. Beckman , P. J. Huffman

This paper describes a flexible and tractable bottom-up dynamic correlation modelling framework with a consistent stochastic recovery specification. The stochastic recovery specification only models the first two moments of the spot…

证券定价 · 定量金融 2010-04-22 Yadong Li

The success of deep neural networks largely depends on the statistical structure of the training data. While learning dynamics and generalization on isotropic data are well-established, the impact of pronounced anisotropy on these crucial…

机器学习 · 统计学 2026-01-13 Taishi Watanabe , Ryo Karakida , Jun-nosuke Teramae