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Modeling the Cost Effectiveness of Fire Protection Resource Allocation in the United States: Models and a 1980-2014 Case Study

机译:对美国消防资源分配的成本效益建模:模型和1980-2014年的案例研究

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摘要

The estimated cost of fire in the United States is about $329 billion a year, yet there are gaps in the literature to measure the effectiveness of investment and to allocate resources optimally in fire protection. This article fills these gaps by creating data-driven empirical and theoretical models to study the effectiveness of nationwide fire protection investment in reducing economic and human losses. The regression between investment and loss vulnerability shows high R-2 values (approximate to 0.93). This article also contributes to the literature by modeling strategic (national-level or state-level) resource allocation (RA) for fire protection with equity-efficiency trade-off considerations, while existing literature focuses on operational-level RA. This model and its numerical analyses provide techniques and insights to aid the strategic decision-making process. The results from this model are used to calculate fire risk scores for various geographic regions, which can be used as an indicator of fire risk. A case study of federal fire grant allocation is used to validate and show the utility of the optimal RA model. The results also identify potential underinvestment and overinvestment in fire protection in certain regions. This article presents scenarios in which the model presented outperforms the existing RA scheme, when compared in terms of the correlation of resources allocated with actual number of fire incidents. This article provides some novel insights to policymakers and analysts in fire protection and safety that would help in mitigating economic costs and saving lives.
机译:据估计,美国每年的火灾成本约为3,290亿美元,但文献中仍存在不足以衡量投资的有效性和最佳地分配防火资源。本文通过创建数据驱动的经验模型和理论模型来填补这些空白,以研究全国范围内消防投资在减少经济和人员损失方面的有效性。投资和亏损脆弱性之间的回归显示出较高的R-2值(约0.93)。本文还通过对战略性(国家级或州级)资源分配(RA)进行建模来为文献做出了贡献,同时考虑了股权效率折衷的考虑,而现有文献则集中于运营级RA。该模型及其数值分析提供了有助于战略决策过程的技术和见解。该模型的结果用于计算各个地理区域的火灾风险评分,可用作火灾风险的指标。以联邦消防拨款分配为例,验证并显示了最佳RA模型的实用性。研究结果还确定了某些地区在防火方面的潜在投资不足和投资过度。从分配的资源与实际火灾次数之间的相关性进行比较时,本文介绍了所提出的模型优于现有的RA方案的情况。本文为决策者和分析人员在防火和安全方面提供了一些新颖的见解,将有助于减轻经济成本并挽救生命。

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