Related Experiment Video
Updated: Jan 30, 2026

High-density Electroencephalographic Acquisition in a Rodent Model Using Low-cost and Open-source Resources
Published on: November 26, 2016
Modeling the Cost Effectiveness of Fire Protection Resource Allocation in the United States: Models and a 1980-2014
Adam Behrendt1, Vineet M Payyappalli1, Jun Zhuang1
1Department of Industrial and Systems Engineering, The State University of New York at Buffalo, Buffalo, NY, USA.
Abstract:
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 R2 values (≈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.
More Related Videos
10:41Leveraging CyVerse Resources for De Novo Comparative Transcriptomics of Underserved Non-model Organisms
Published on: May 9, 2017
08:20Investigating the Protective Effects of Platycodin D on Non-Alcoholic Fatty Liver Disease in a Palmitic Acid-Induced In Vitro Model
Published on: December 2, 2022
Related Concept Videos
Per-Unit Sequence Models
Zero-sequence currents, which are identical in magnitude and phase, generate a neutral current, resulting in voltage drops across the neutral impedance and the low-voltage winding. If the...
Typical Model Studies
Short-distance Transport of Resources
Mouse Models of Cancer Study
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
Molecular Models
Measurement: Standard Units