Stochastic Modeling of Hurricane DamageSource: Journal of Applied Meteorology:;2002:;volume( 041 ):;issue: 007::page 754Author:Katz, Richard W.
DOI: 10.1175/1520-0450(2002)041<0754:SMOHD>2.0.CO;2Publisher: American Meteorological Society
Abstract: A compound Poisson process is proposed as a stochastic model for the total economic damage associated with hurricanes. This model consists of two components, one governing the occurrence of events and another specifying the damages associated with individual events. In this way, damage totals are represented as a ?random sum,? with variations in total damage being decomposed into two sources, one attributable to variations in the frequency of events and another to variations in the damage from individual events. The model is applied to the economic damage, adjusted for societal vulnerability, caused by North Atlantic hurricanes making landfall in the continental United States. The total number of damaging storms per year is fitted reasonably well by a Poisson distribution, and the monetary damage for individual storms is fitted by the lognormal. The fraction of the variation in annual damage totals associated with fluctuations in the number of storms, although smaller than the corresponding fraction for individual storm damage, is nonnegligible. No evidence is present for a trend in the rate parameter of the Poisson process for the occurrence of storms, and only weak evidence for a trend in the mean of the log-transformed damage from individual storms is present. Stronger evidence exists for dependence of these parameters, both occurrence and storm damage, on the state of El Niño.
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| contributor author | Katz, Richard W. | |
| date accessioned | 2017-06-09T14:08:28Z | |
| date available | 2017-06-09T14:08:28Z | |
| date copyright | 2002/07/01 | |
| date issued | 2002 | |
| identifier issn | 0894-8763 | |
| identifier other | ams-13162.pdf | |
| identifier uri | http://onlinelibrary.yabesh.ir/handle/yetl/4148582 | |
| description abstract | A compound Poisson process is proposed as a stochastic model for the total economic damage associated with hurricanes. This model consists of two components, one governing the occurrence of events and another specifying the damages associated with individual events. In this way, damage totals are represented as a ?random sum,? with variations in total damage being decomposed into two sources, one attributable to variations in the frequency of events and another to variations in the damage from individual events. The model is applied to the economic damage, adjusted for societal vulnerability, caused by North Atlantic hurricanes making landfall in the continental United States. The total number of damaging storms per year is fitted reasonably well by a Poisson distribution, and the monetary damage for individual storms is fitted by the lognormal. The fraction of the variation in annual damage totals associated with fluctuations in the number of storms, although smaller than the corresponding fraction for individual storm damage, is nonnegligible. No evidence is present for a trend in the rate parameter of the Poisson process for the occurrence of storms, and only weak evidence for a trend in the mean of the log-transformed damage from individual storms is present. Stronger evidence exists for dependence of these parameters, both occurrence and storm damage, on the state of El Niño. | |
| publisher | American Meteorological Society | |
| title | Stochastic Modeling of Hurricane Damage | |
| type | Journal Paper | |
| journal volume | 41 | |
| journal issue | 7 | |
| journal title | Journal of Applied Meteorology | |
| identifier doi | 10.1175/1520-0450(2002)041<0754:SMOHD>2.0.CO;2 | |
| journal fristpage | 754 | |
| journal lastpage | 762 | |
| tree | Journal of Applied Meteorology:;2002:;volume( 041 ):;issue: 007 | |
| contenttype | Fulltext |