Rapid calculation for avalanche maps by GPGPU-based snow avalanche model

IF 3.8 2区 工程技术 Q1 ENGINEERING, CIVIL Cold Regions Science and Technology Pub Date : 2024-05-06 DOI:10.1016/j.coldregions.2024.104220
I-Chen Tsai, Takashi Nakamura
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引用次数: 0

Abstract

The required time for producing snow avalanche maps is influenced by computation speed of simulations. Commonly, integrating terrain assessment with dynamic flow simulation aids in mapping dangerous areas for human and structural threats. This approach enables the evaluation of avalanche paths, as well as the assessment of flow rate and thickness during avalanche movement. However, the substantial computational cost of the simulation results in long calculation times when using the Central Processing Unit (CPU). In this study, a new rapid snow avalanche simulator was developed by applying massively parallel computation with the General-Purpose computing on Graphics Processing Unit (GPGPU) technique. By avoiding slower data transfer and utilizing faster memory, computational speed could be accelerated up to 80 times faster than conventional simulation using a CPU. Additionally, the rapid calculation models were validated based on the Mt. Nasu event in 2017, and pilot studies of the avalanche map of Mt. Nasu in Japan demonstrated the usefulness of the developed model for vulnerability evaluation. A total of 123 simulations were conducted for each susceptible source area, and all simulations were completed within only 6.5 h. This high-performance calculation can significantly reduce the time cost of producing and expanding conventional avalanche maps.

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利用基于 GPGPU 的雪崩模型快速计算雪崩地图
制作雪崩地图所需的时间受模拟计算速度的影响。通常,将地形评估与动态流动模拟相结合有助于绘制对人类和结构构成威胁的危险区域图。这种方法可以评估雪崩路径,以及雪崩运动过程中的流速和厚度。然而,使用中央处理器(CPU)时,模拟计算的大量计算成本导致计算时间过长。在这项研究中,通过使用图形处理器通用计算(GPGPU)技术进行大规模并行计算,开发了一种新的雪崩快速模拟器。通过避免较慢的数据传输和利用更快的内存,计算速度可比使用 CPU 的传统模拟快 80 倍。此外,根据 2017 年那须山事件对快速计算模型进行了验证,并对日本那须山雪崩地图进行了试点研究,证明了所开发模型在脆弱性评估方面的实用性。对每个易受影响的雪崩源区域共进行了 123 次模拟,所有模拟仅在 6.5 小时内完成。这种高性能计算可大大减少制作和扩展传统雪崩地图的时间成本。
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来源期刊
Cold Regions Science and Technology
Cold Regions Science and Technology 工程技术-地球科学综合
CiteScore
7.40
自引率
12.20%
发文量
209
审稿时长
4.9 months
期刊介绍: Cold Regions Science and Technology is an international journal dealing with the science and technical problems of cold environments in both the polar regions and more temperate locations. It includes fundamental aspects of cryospheric sciences which have applications for cold regions problems as well as engineering topics which relate to the cryosphere. Emphasis is given to applied science with broad coverage of the physical and mechanical aspects of ice (including glaciers and sea ice), snow and snow avalanches, ice-water systems, ice-bonded soils and permafrost. Relevant aspects of Earth science, materials science, offshore and river ice engineering are also of primary interest. These include icing of ships and structures as well as trafficability in cold environments. Technological advances for cold regions in research, development, and engineering practice are relevant to the journal. Theoretical papers must include a detailed discussion of the potential application of the theory to address cold regions problems. The journal serves a wide range of specialists, providing a medium for interdisciplinary communication and a convenient source of reference.
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