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A multi-objective reinforcement learning optimization method for interior desired pressure in plateau oxygen-supply trains under extreme tunnel conditions 极端隧道条件下高原供氧列车内部期望压力的多目标强化学习优化方法
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-31 DOI: 10.1016/j.jweia.2025.106324
Lu Yang , Chunjun Chen , Xinhua Xiang , Boyuan Mu , Yutao Xia
When plateau oxygen-supply trains pass through extreme tunnels, the passive control method for interior pressure fluctuations of the train fails to effectively balance passenger pressure comfort and air quality inside the carriage. To address above issues, this paper formulates the multi-objective optimization problem for desired interior pressure as a constrained Markov decision process (CMDP). A multi-objective reinforcement learning (RL) optimization method is proposed to obtain desired interior pressures under different tunnel conditions. By introducing the Lagrange function, the constraints (including interior oxygen partial pressure, interior pressure comfort standards, and valve opening restrictions) are integrated into the actor network. Furthermore, prior control knowledge from the iterative learning control (ILC) method is integrated to assist the RL algorithm in accelerating convergence and ensuring safe policy exploration. Finally, simulation and experimental results show that the proposed method successfully generates an interior pressure trajectory that satisfies both the oxygen partial pressure and pressure comfort standards while maximizing valve openings and keeping them within acceptable limits. This provides the desired tracking objective for designing the control algorithm for interior pressure fluctuations under tunnel pressure wave excitations.
高原供氧列车通过极端隧道时,列车内部压力波动的被动控制方法无法有效平衡乘客压力舒适性和车厢内空气质量。为了解决上述问题,本文将期望内部压力的多目标优化问题表述为约束马尔可夫决策过程(CMDP)。提出了一种多目标强化学习(RL)优化方法,以获得不同隧道条件下的理想内压力。通过引入拉格朗日函数,将约束(包括内部氧分压、内部压力舒适标准和阀门开度限制)集成到actor网络中。此外,集成了迭代学习控制(ILC)方法的先验控制知识,以帮助RL算法加速收敛并确保安全策略探索。最后,仿真和实验结果表明,该方法成功地生成了满足氧分压和压力舒适性标准的内部压力轨迹,同时最大限度地使阀门开度保持在可接受的范围内。这为设计隧道压力波激励下的内部压力波动控制算法提供了理想的跟踪目标。
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引用次数: 0
Impact of inflow turbulence and flow Reynolds number on the flow around an isolated building under unstable conditions 不稳定条件下流入湍流度和流动雷诺数对孤立建筑物周围流动的影响
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-29 DOI: 10.1016/j.jweia.2025.106326
Yezhan Li , Sankang Yin , Naoki Ikegaya
Turbulent inflow is essential for obtaining accurate results in large-eddy simulations of the urban wind environment. However, under unstable conditions, the relative importance of inflow turbulence and Reynolds number remains unclear. This study investigates the effects of five inflow turbulence types and five Reynolds numbers (Re = 1500–150000), obtained by varying the kinematic viscosity, on the flow fields around an isolated building. Results show that at a high Reynolds number (Re = 15000), different inflow turbulence conditions produce similar wake pattern. Varying the Reynolds number has minimal influence on the velocity fields under turbulent inflow, whereas non-turbulent inflow exhibits strong Reynolds number sensitivity, especially in the wake. For the temperature field, lower Reynolds numbers lead to higher temperatures and stronger fluctuations due to the increased wall heat transfer. These findings suggest that while turbulent inflow is essential for accurately resolving flow features in front of the building, non-turbulent inflow may be sufficient for studies focusing on mean and standard deviation fields in the wake at high Reynolds numbers. For simulations involving both velocity and temperature, inflow with fluctuations in both is recommended, though using velocity fluctuations with a representative temperature profile can still provide reasonable accuracy.
在城市风环境的大涡模拟中,湍流入流是获得准确结果的关键。然而,在不稳定条件下,流入湍流度和雷诺数的相对重要性尚不清楚。本文研究了通过改变运动粘度得到的五种流入湍流类型和五种雷诺数(Re = 1500-150000)对孤立建筑物周围流场的影响。结果表明,在高雷诺数(Re = 15000)下,不同的流入湍流条件产生的尾迹相似。在紊流条件下,雷诺数的变化对速度场的影响很小,而在非湍流条件下,雷诺数的变化对速度场具有很强的敏感性,特别是在尾流中。对于温度场而言,由于壁面换热增加,雷诺数越低,温度越高,波动也越大。这些发现表明,虽然湍流流入对于精确解析建筑物前的流动特征至关重要,但对于高雷诺数尾迹的平均和标准差场的研究来说,非湍流流入可能已经足够了。对于同时涉及速度和温度的模拟,建议使用两者都有波动的流入,尽管使用具有代表性温度剖面的速度波动仍然可以提供合理的精度。
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引用次数: 0
A user-friendly graphical user interface (GUI) of wall jet analytical and semi-empirical models of downbursts 一个用户友好的图形用户界面(GUI)的壁射流分析和半经验模型下爆
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-26 DOI: 10.1016/j.jweia.2025.106323
Katya Britton, Djordje Romanic
Downbursts are intense, often damaging, winds produced by downdrafts from storms that strike the ground and spread outward in all directions. Near the surface, the flow characteristics of downburst outflows closely resemble those of an impinging jet spreading over a flat surface, a well-known phenomenon in experimental fluid mechanics. Key features such as high wind speeds, nose-shaped vertical profiles of mean velocity, abrupt shifts in wind direction, and non-Gaussian velocity distributions make downbursts a significant hazard to certain structures. Owing to their resemblance to impinging jets, downbursts have been modeled using various analytical and semi-empirical formulations, which are now commonly used in wind engineering to evaluate structural loads and environmental impacts. This short communication introduces a simple and intuitive MATLAB® software tool that integrates nine well-documented models of downburst-like impinging jets. The tool allows users to visualize radial and vertical profiles of the mean wind components and to export both plots and data in multiple formats. Its interactive interface enables easy adjustment of key model parameters, enhancing usability for research and engineering applications.
下爆是由风暴撞击地面并向四面八方扩散的下沉气流产生的强烈的、通常具有破坏性的风。在接近表面的地方,下爆流出的流动特性与在平面上扩散的撞击射流非常相似,这是实验流体力学中众所周知的现象。高风速、平均速度的鼻形垂直剖面、风向的突变和非高斯速度分布等关键特征使降爆对某些结构构成重大危害。由于它们与撞击射流的相似性,下爆已经使用各种分析和半经验公式进行建模,这些公式现在通常用于风工程中评估结构载荷和环境影响。这篇简短的通信介绍了一个简单直观的MATLAB®软件工具,该工具集成了九个记录良好的下爆式撞击射流模型。该工具允许用户可视化平均风分量的径向和垂直剖面,并以多种格式导出图和数据。其交互界面可以轻松调整关键模型参数,增强研究和工程应用的可用性。
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引用次数: 0
AIJ guidelines on the applications of large-eddy simulation to pedestrian wind environment: Recommendations and validation benchmarks AIJ大涡模拟在行人风环境中的应用指南:建议和验证基准
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-24 DOI: 10.1016/j.jweia.2025.106321
Tsubasa Okaze , Hideki Kikumoto , Naoki Ikegaya , Keisuke Nakao , Hiroki Ono , Keigo Nakajima , Masashi Imano , Takamasa Hasama , Yuichi Tabata , Takeshi Kishida , Ryuichiro Yoshie , Yoshihide Tominaga
This study introduces recent efforts of the Architectural Institute of Japan (AIJ) to develop guidelines for large-eddy simulation (LES) of pedestrian wind environments (PWEs). Reynolds-averaged Navier–Stokes (RANS) models have been widely used for predicting urban wind environments following best practice guidelines (BPGs) by Franke et al. [Int J Environ Pollut 44, 1–4 (2011)] and Tominaga et al. [J Wind Eng Ind Aerodyn 96 (10–11), 1749–1761 (2008)]. Although RANS models can predict mean wind velocity and some turbulence statistics based on empirical assumptions, LES provides higher accuracy in resolving transient turbulence structures larger than the grid scale. With increasing urbanization, understanding instantaneous complex wind and wind-related phenomena around buildings is essential for ensuring pedestrian wind comfort and safety. However, LES applications face challenges owing to a lack of BPGs. This study outlines key recommendations for simulation setups and post-processing, including domain size, building modeling, grid generation, boundary conditions, turbulence modeling, discretization, convergence criteria, and reliability evaluation. Additionally, new benchmark cases are provided to support validation for PWEs. The AIJ working group systematically evaluated LES performance across urban scenarios to ensure practical applicability while balancing computational costs. These guidelines aim to enhance prediction reliability, thereby contributing to the standardization of LES applications for PWE and advancement of computational wind engineering.
本研究介绍了日本建筑研究所(AIJ)最近为行人风环境(pwe)的大涡模拟(LES)制定指南所做的努力。张建军,张建军,张建军,等。基于RANS模型的城市风环境预测研究[J].环境科学学报,2011,31(2):559 - 561(2008)。虽然RANS模型可以预测平均风速和一些基于经验假设的湍流统计数据,但LES在解决大于网格尺度的瞬态湍流结构方面提供了更高的精度。随着城市化进程的加快,了解建筑物周围的瞬时复杂风和风相关现象对于确保行人的风舒适和安全至关重要。然而,由于缺乏bpg, LES应用面临挑战。本研究概述了模拟设置和后处理的关键建议,包括域大小、建筑建模、网格生成、边界条件、湍流建模、离散化、收敛准则和可靠性评估。此外,还提供了新的基准用例来支持pwe的验证。AIJ工作组系统地评估了LES在城市场景中的性能,以确保在平衡计算成本的同时具有实际适用性。这些指南旨在提高预测的可靠性,从而有助于LES应用于PWE的标准化和计算风工程的进步。
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引用次数: 0
Human mobility-induced particulate dispersion mechanisms in urban transit hubs 城市交通枢纽中人类流动性诱导的颗粒物扩散机制
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-19 DOI: 10.1016/j.jweia.2025.106318
Yongzhi Zhang , Zhibin Tian , Yi Yuan , Wenqian Lu , Xiaoli Pan , Yan Huang
Commuter exposure to particulate matter (PM) in confined subway stations poses significant risks to public health. The spatial distribution of the PM is strongly influenced by passenger-induced wake flows, yet its role in PM transport dynamics remains poorly characterized. This study investigates the impact of passenger wake flows on PM transport within commuting subway cabins via computational fluid dynamics (CFD), employing the dynamic mesh method and the Eulerian‒Lagrangian method to track PM trajectories. The results indicated that the wake flow fields can significantly enhance particulate matter migration, leading to a 132 % increase in PM 2.5 influx into the cabin compared with unoccupied scenarios. Entrained particles primarily accumulate near doorway regions—critical transition zones between moving and stationary passenger groups—where door-closing-induced airflow disturbances further promote their dispersion toward exhaust outlets. These results elucidate the mechanisms by which passenger behavior modulates subway cabin air quality, providing actionable insights for optimizing ventilation system design and mitigating passenger PM exposure risk.
通勤者在密闭的地铁站接触颗粒物(PM)对公众健康构成重大风险。PM的空间分布受到乘客诱导的尾流的强烈影响,但其在PM运输动力学中的作用仍不清楚。本研究利用计算流体动力学(CFD)方法,采用动态网格法和欧拉-拉格朗日方法跟踪地铁客舱内乘客尾流对PM运输的影响。结果表明,尾流场可以显著增强颗粒物的迁移,导致pm2.5流入舱内的量比无人情况下增加了132%。夹带颗粒主要聚集在门口附近,这是移动和静止乘客群体之间的关键过渡区,在那里,关门引起的气流干扰进一步促进了它们向排气口扩散。这些结果阐明了乘客行为调节地铁客舱空气质量的机制,为优化通风系统设计和降低乘客PM暴露风险提供了可行的见解。
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引用次数: 0
Simulating high-translation-speed tornado-like vortex effects on building aerodynamics through a rapid traversing system 通过快速穿越系统模拟高平动速度的类龙卷风涡旋对建筑物空气动力学的影响
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-18 DOI: 10.1016/j.jweia.2025.106313
Stefano Brusco , Adrian Costache , Timothy John Acosta , Gregory A. Kopp
This paper presents the development of a rapid traversing system for WindEEE Dome, designed to investigate variations in flow characteristics and the transient aerodynamics of buildings subjected to translation speeds representative of full-scale tornadoes. A moving section of the floor was constructed with a 12.8 m track that spanned the test chamber. The track allows the movement of a cart and an elliptical aluminum baseplate on rails through the action of a servo-motor and a system of chains. The results of the first experimental campaign with the new system are examined in detail. The baseplate was equipped with pressure taps for flow characterization and fitted with a pressure model of a low-rise building to examine its transient aerodynamic response. Cobra Probes were installed to simultaneously measure the tornadic wind field samples. Several nominally identical repeats were carried out with the system translating through a spatially-stationary tornado-vortex with a swirl ratio of 0.76 for two different translation speed ( 1.5 m/s and 4.2 m/s). The traversing system was also used to simulate a quasi-static translation of the tornado-like flows; hence, effects of different levels of translation speed on flow characterization, and pressure distributions and forces of the building model are discerned.
本文介绍了WindEEE Dome快速穿越系统的开发,该系统旨在研究建筑物在平移速度代表全尺寸龙卷风时的流动特性和瞬态空气动力学变化。地板的移动部分由一条12.8米的轨道组成,该轨道横跨测试室。通过伺服电机和链条系统的作用,轨道允许手推车和椭圆铝基板在轨道上运动。对新系统的首次实验结果进行了详细的检验。在底板上安装了用于流动表征的压力水龙头,并安装了一个低层建筑的压力模型来研究其瞬态气动响应。安装眼镜蛇探测器,同时测量龙卷风风场样本。在两种不同的平移速度(~ 1.5 m/s和~ 4.2 m/s)下,系统通过空间静止的涡流比为0.76的龙卷风-涡旋进行了几次名义上相同的重复。横贯系统还用于模拟龙卷风流的准静态平移;因此,不同水平的平移速度对流动特性的影响,以及建筑模型的压力分布和力。
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引用次数: 0
Numerical investigation of the adhesion of particles to rectangular prisms with different side ratios 不同边比矩形棱镜上颗粒黏附的数值研究
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-17 DOI: 10.1016/j.jweia.2025.106319
Kyohei Noguchi, Yuta Tsubokura , Yuki Tsuda, Tomomi Yagi
The scattering of particles and adhesion to a structure are important in engineering applications. In this study, flow and particle scattering analyses around rectangular prisms with different side ratios were performed using CFD to discuss the effects of flow pattern on scattering and adhesion distribution on the surfaces. Particularly for particles with a small Stokes number, for rectangular prisms with smaller side ratios, where the duration of reattachment of the separated flow was relatively short, the particles were transported to the surfaces in the order of front, back, and side, with some particles adhering to each face. For prisms with larger side ratios, the particles were transported in the order of the front, side, and back, which was characterized by a local adhesion peak around the middle of the side surface. The increasing Stokes number resulted in a less followability to a flow and contributed to a unique adhesion distribution. Finally, the relationship between the adhesion distribution and the surface pressure on the prisms was investigated to further discuss the scattering mechanisms and propose an estimation model for adhesion. The gradient in the along-surface direction of the time-averaged pressure provided a good reproduction of the adhesion distribution.
粒子的散射和对结构的粘附在工程应用中是很重要的。本文利用CFD对不同边长比矩形棱镜周围的流动和颗粒散射进行了分析,探讨了流动方式对表面散射和粘附分布的影响。特别是对于Stokes数较小的颗粒,对于侧比较小的矩形棱镜,分离流重新附着的持续时间相对较短,颗粒按照前、后、侧的顺序被输送到表面,每个面都有一些颗粒粘附。对于侧比较大的棱镜,颗粒的输运顺序为前、侧、后,其特征是在侧表面中部附近有一个局部粘附峰。增加的斯托克斯数导致了对流动的跟随性降低,并有助于形成独特的粘附分布。最后,研究了粘附分布与棱镜表面压力之间的关系,进一步讨论了散射机理,并提出了粘附估计模型。时间平均压力沿表面方向的梯度很好地再现了粘附分布。
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引用次数: 0
An aerodynamic database of wind loads on gable and hip roof buildings 山墙和斜屋顶建筑风荷载的气动数据库
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-17 DOI: 10.1016/j.jweia.2025.106314
Timothy John Acosta , Stefano Brusco , Yitian Guo , Jin Wang , Gregory A. Kopp
Experimental wind tunnel databases are essential for determining design wind loads on buildings for a range of applications, including building code development and database-assisted design. Such databases have played a key role in developing data-driven methods and validating numerical simulations in recent years. Despite their importance, there are limited publicly available databases. This paper presents wind tunnel data obtained at Western University, which aims to address the gap for data on low-to mid-rise gable and hip-roof buildings. The database encompasses 154 different cases, examining the impacts of non-dimensional building geometry parameters and roof shape on the resulting aerodynamic loads. Notably, it includes 74 gable and 80 hip roof-shaped building cases, all with a roof slope 6/12 across open and suburban terrain categories. The paper examines the geometric aspect ratio limits as to when the gable or hip roof can be considered aerodynamically flat with respect to the total base shear. For gable-roofed buildings, the contribution of the mean and the variance of the base shear loads of the walls and roof collapse relatively well with respect to the mean roof height-to-length (h/L) ratio, where the length, L, is the plan dimension parallel to the wind direction. The contribution of the roof reduces to less than 3 % when h/L>2. For uplift, the contribution of the windward roof and leeward roof to the total uplift was examined. For h/L<2, the leeward roof contributes more to the total uplift. As for the hip roof, the contributions of the walls and roof collapse are observed to be a function of the height-to-breadth (h/B) ratio, where the breadth, B, is the plan dimension perpendicular to the wind direction. The contribution of the hip roof to the total base shear is less than 1 % when h/B>1.25 for the L/B ratios considered in the database. The controlling geometric aspect ratios are different for a gable and hip roof due to how these parameters alter the projected roof area that contributes to the total base shear. Generally, when the hip or gable roof contributes to the total base shear, the peak design base shear is smaller than a case with a flat roof.
实验风洞数据库对于确定建筑设计风荷载具有重要意义,包括建筑规范开发和数据库辅助设计。近年来,此类数据库在开发数据驱动方法和验证数值模拟方面发挥了关键作用。尽管它们很重要,但可供公开使用的数据库有限。本文介绍了在西部大学获得的风洞数据,旨在解决低至中层山墙和髋顶建筑数据的空白。该数据库包含154个不同的案例,研究了无量纲建筑几何参数和屋顶形状对产生的空气动力载荷的影响。值得注意的是,它包括74个山墙和80个臀形屋顶建筑案例,所有的屋顶坡度都是6/12,跨越开放和郊区地形类别。本文考察了几何纵横比的限制,当山墙或臀形屋顶可以被认为是相对于总基底剪力的空气动力学平坦。对于山墙屋面建筑,墙体和屋面基底剪力荷载的均值和方差的贡献相对于屋面平均高长比(h/L)较好,其中长度L为平行于风向的平面尺寸。当h/L>;2时,顶板的贡献减小到3%以下。对于隆升,考察了迎风顶板和背风顶板对总隆升的贡献。当h/L<;2时,背风顶板对总隆升的贡献较大。对于后屋面,墙体和顶板坍塌的贡献是高宽比(h/B)的函数,其中宽度B是垂直于风向的平面尺寸。当数据库中考虑的L/B比为h/B>;1.25时,臀顶对总基底剪力的贡献小于1%。山墙屋顶和臀形屋顶的控制几何宽高比是不同的,因为这些参数改变了屋顶的投影面积,从而影响了总基底剪力。一般情况下,当坡顶或山墙顶对总基底剪力有贡献时,峰值设计基底剪力小于平顶情况。
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引用次数: 0
Experimental study of an improved heave plate device to control bridge flutter 改进升沉板控制桥梁颤振装置的试验研究
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-16 DOI: 10.1016/j.jweia.2025.106320
Jie Wang , Wanbo An , Fuyou Xu , Mingjie Zhang , Zhanbiao Zhang
This study presents an improved heave plate device (IHPD) to control the flutter of long-span bridges. The heave plate is suspended beneath the deck, and through the transmission apparatus, it undergoes vibration in water with amplitudes and speeds several times those of the deck. It is important to note that IHPDs are deployed only when extreme wind conditions are forecasted and do not interfere with regular navigation. Combined wind tunnel and water tank experiments were conducted to evaluate the effectiveness of the device in controlling flutter in segmental models of two bridge decks. The effects of plate mass, plate size, and the transmission shaft diameter ratio were systematically investigated. The results indicated that this device can effectively increase the onset wind speed of both soft and hard flutter, and significantly reduce the amplitude of soft flutter at the same wind speed. The size and mass of the heave plate, along with the diameter ratio of the transmission shafts, have considerable impacts on the control efficiency of the device. Based on the similarity principle, the parameters and results of the models are converted to real bridges to provide a reference for the parameter design of IHPD in real bridge applications.
提出了一种改进的大跨度桥梁颤振控制装置。升沉板悬挂在甲板下方,通过传动装置,在水中承受数倍于甲板的振幅和速度的振动。需要注意的是,只有当预测到极端风况时,才会部署ihpd,并且不会干扰正常的航行。通过风洞和水箱联合试验,验证了该装置对两桥面分段模型颤振控制的有效性。系统地研究了板质量、板尺寸和传动轴直径比对传动轴的影响。结果表明,该装置能有效提高软颤振和硬颤振的起始风速,并在相同风速下显著降低软颤振的幅值。升沉板的尺寸和质量以及传动轴的直径比对装置的控制效率有相当大的影响。基于相似原理,将模型的参数和结果转化为实际桥梁,为实际桥梁应用中IHPD的参数设计提供参考。
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引用次数: 0
Learning interpretable environment-dependent stochastic discrepancy equations for bias correction and epistemic uncertainty quantification of tropical cyclone models 学习可解释的环境相关随机差异方程,用于热带气旋模型的偏差校正和认知不确定性量化
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2025-12-15 DOI: 10.1016/j.jweia.2025.106311
Xi Zhong , Wenjun Jiang , Jize Zhang , Ahsan Kareem
This paper presents a generalizable stochastic discrepancy discovery framework to integrate observation into calibrating environment-dependent tropical cyclone (TC) models. Existing environment-dependent TC models often suffer from biases due to oversimplified physics, while their deterministic nature prohibits proper quantification of epistemic uncertainties arising from modeling inadequacies. To simultaneously address the task of bias correction and uncertainty quantification, this paper treats the existing model as prior knowledge and discovers parameter-efficient interpretable stochastic governing equations for their modeling discrepancies against historical TC observations, leveraging symbolic regression and stochastic processes.
As a proof-of-concept, we demonstrate our approach in improving the TC track and intensity simulations in the Western Northern Pacific basin, through individual historical TC hindcasts and statistical validation. Influence from the track and intensity model uncertainties is measured. We also focus on the practical task of typhoon wind hazard assessment. Our estimated wind speed generally agrees with the code recommendations, and the confidence intervals are well calibrated to include results from alternative models. Overall, the proposed framework provides a principled approach to enhance the environment-dependent TC models, paving the way for more informed TC simulation under changing climates.
本文提出了一个可推广的随机差异发现框架,将观测整合到环境相关热带气旋(TC)模型的校准中。现有的依赖于环境的TC模型往往由于物理过于简化而存在偏差,而它们的确定性性质禁止对建模不足引起的认知不确定性进行适当的量化。为了同时解决偏差校正和不确定性量化的任务,本文将现有模型视为先验知识,并利用符号回归和随机过程,发现参数有效的可解释随机控制方程,以解决其与历史TC观测值的建模差异。作为概念验证,我们通过单个历史TC预测和统计验证,展示了我们改善北太平洋西部盆地TC轨迹和强度模拟的方法。测量了轨迹和强度模型不确定性的影响。重点讨论了台风风害评价的实际任务。我们估计的风速大体上与规范建议一致,而且置信区间也经过了很好的校准,以包括其他模型的结果。总的来说,所提出的框架提供了一个原则性的方法来增强环境依赖的TC模型,为在气候变化下更明智的TC模拟铺平了道路。
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引用次数: 0
期刊
Journal of Wind Engineering and Industrial Aerodynamics
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