Abstract
Over 8000 weather-related aviation accidents in the USA from 2000 to 2020 are investigated, in order to find possible connections between atmospheric instability and severe aviation accidents – defined here as events that recorded serious or fatal injuries. We use the bootstrapped median values for multiple meteorological parameters extracted from North America Regional climate reanalysis for each accident cause. To check the possibility of predicting severe accidents, we applied a logistic regression model containing several meteorological variables as predictands. Results show that approximately 67% of the weather-related severe aviation accidents can be explained by meteorological parameters like relative humidity, temperature, visibility or total cloud fraction. The monthly frequency of weather-related accidents shows a 6-months peak, corresponding to the peak of the convective season in North America. Older pilots (> 60 years) are more likely to be involved in a severe accident during adverse weather, while flight experience seems less relevant. Our study aims to better understand which meteorological variables are more significant in the outcome of severe aviation accidents during adverse meteorological conditions, and to investigate the roles of age and experience in pilots' response during extreme weather.
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References
Ashley WS, Strader S, Dziubla DC, Haberlie A (2015) Driving blind: weather-related vision hazards and fatal motor vehicle crashes. Bull Am Meteor Soc 96(5):755–778. https://doi.org/10.1175/BAMS-D-14-00026.1
Batt R, O’Hare D (2005) Pilot behaviors in the face of adverse weather: a new look at an old problem. Aviat Space Environ Med 76(6):552–559
Bazargan M, Guzhva VS (2011) Impact of gender, age and experience of pilots on general aviation accidents. Accid Anal Prev 43(3):962–970. https://doi.org/10.1016/j.aap.2010.11.023
Black AW, Mote TL (2015) Characteristics of winter-precipitation-related transportation fatalities in the United States. Weather Clim Soc 7(2):133–145. https://doi.org/10.1175/WCAS-D-14-00011.1
Boyd DD (2017) A review of general aviation safety (1984–2017). Aerosp Med Hum Perform 88(7):657–664
Cao Y, Tan W, Wu Z (2018) Aircraft icing: an ongoing threat to aviation safety. Aerosp Sci Technol 75:353–385. https://doi.org/10.1016/j.ast.2017.12.028
Capobianco G, Lee MD (2001) The role of weather in general aviation accidents: an analysis of causes, contributing factors and issues. Proc Hum Factors Ergon Soc:190–194. https://doi.org/10.1177/154193120104500241
Chang CT (2017) Risk factors associated with flying in adverse weather: from the passengers’ point of view. J Air Transp Manag 58:68–75
Federal Aviation Agency (2010) Weather-related aviation accident study. 2003–2007. Retrieved from: https://www.asias.faa.gov/apex/f?p=100:8:::NO::P8_STDY_VAR:2. Accessed 24.12.2022
Federal Aviation Agency (2021) Airplane flying handbook (FAA-H-8083–3C). U.S. Department of Transportation
Friedman J, Hastie T, Tibshirani (2010) Regularization paths for generalized linear models via coordinate descent. J Stat Softw 33(1):1–22. https://doi.org/10.18637/jss.v033.i01
Friedman J, Hastie T, Tibshirani R (2009) glmnet: Lasso and elastic-net regularized generalized linear models. R package version 4.1–7. https://cran.r-project.org/package=glmnet. Accessed 23 Accessed 2023
Fultz AJ, Ashley WS (2016) Fatal weather-related general aviation accidents in the United States. Phys Geogr 37(5):291–312. https://doi.org/10.1080/02723646.2016.1211854
Galway JG (1956) The lifted index as a predictor of latent instability. Bull Am Meteor Soc 37(10):528–529. https://doi.org/10.1175/1520-0477-37.10.528
Goodman CJ, Small Griswold JD (2019) Meteorological impacts on commercial aviation delays and cancellations in the continental United States. 479–494. https://doi.org/10.1175/JAMC-D-17-0277.1
Harizi R, Belhaiza MA, Harizi B (2013) A cliometric analysis of the explanatory factors of the air crashes in the world (1950–2008). J Transp Saf Secur 5(2):165–185. https://doi.org/10.1080/19439962.2012.749968
Hyndman RJ, Athanasopoulos G (2018) Forecasting: principles and practice, 2nd edn. OTexts, Melbourne. OTexts.com/fpp2. Accessed: 22.12.2021
International Civil Aviation Organization (2019) Aviation benefits report. https://www.icao.int/sustainability/Documents/AVIATION-BENEFITS-2019-web.pdf. Accessed 23 Mar 2023
Li G, Baker SP, Grabowski JG, Rebok GW (2001) Factors associated with pilot error in aviation crashes. Aviat Space Environ Med 72(1):52–58
Li G, Baker SP, Grabowski JG, Qiang Y, McCarthy ML, Rebok GW (2003) Age, flight experience, and risk of crash involvement in a cohort of professional pilots. Am J Epidemiol 157(10):874–880. https://doi.org/10.1093/aje/kwg071
Li J, Pollinger F, Paeth H (2020) Comparing the lasso predictor-selection and regression method with classical approaches of precipitation bias adjustment in decadal climate predictions. Mon Weather Rev 148(10):4339–4351. https://doi.org/10.1175/MWR-D-19-0302.1
Li Y (2019) Analysis and forecast of global civil aviation accidents for the period 1942–2016. Mathematical problems in engineering, 2019. https://doi.org/10.1155/2019/5710984
Long T (2022) Analysis of weather-related accident and incident data associated with Section 14 CFR Part 91 operations. Coll Aviat Rev Int 40(1): 25–39. http://ojs.library.okstate.edu/osu/index.php/CARI/article/view/8442/7728. Accessed 24.01.2023
Low JMW, Yang KK (2019) An exploratory study on the effects of human, technical and operating factors on aviation safety. J Transp Saf Secur 11(6):595–628. https://doi.org/10.1080/19439962.2018.1458051
Mazon J, Rojas JI, Lozano M, Pino D, Prats X, Miglietta MM (2018) Influence of meteorological phenomena on worldwide aircraft accidents, 1967–2010. Meteorol Appl 25(2):236–245. https://doi.org/10.1002/met.1686
Mesinger F, DiMego G, Kalnay E, Mitchell K, Shafran PC, Ebisuzaki W, Jović D, Woollen J, Rogers E, Berbery EH, Ek MB, Fan Y, Grumbine R, Higgins W, Li H, Lin Y, Manikin G, Parrish D, Shi W (2006) North American regional reanalysis. Bull Am Meteor Soc 87(3):343–360. https://doi.org/10.1175/BAMS-87-3-343
Moncrieff MW, Miller MJ (1976) The dynamics and simulation of tropical cumulonimbus and squall lines. Q J R Meteorol Soc 102(432):373–394. https://doi.org/10.1002/qj.49710243208
National Transportation Safety Board (1989) Safety report: general avitation accidents involving visual flight rules into instrumental meteorological conditions. Washington DC
Nita IA, Sfîcă L, Voiculescu M, Birsan MV, Micheu MM (2020) Changes in the global mean air temperature over land since 1980. Atmos Res 279:106392. https://doi.org/10.1016/j.atmosres.2022.106392
Pressley LG, Qiang YJ, Grabowski J, Baker S, Rebok G (2009) Geographic region, weather, pilot age and air carrier crashes: a case-control study. Aviat Space Environ Med Space Environ Med 80(4):386–390
Rebok GW, Qiang Y, Baker SP, Li G (2011) Pilot age and geographic region of commuter and air taxi crashes: a case-control study. Aviat Space Environ Med 82(2):111–115. https://doi.org/10.3357/ASEM.2800.2011
Stull RB (1988) An introduction to boundary layer meteorology. An introduction to boundary layer meteorology. https://doi.org/10.1007/978-94-009-3027-8
Tibshirani R (1996) Regression shrinkage and selection via the Lasso. J Roy Stat Soc: Ser B (Methodological) 58(1):267–288. https://doi.org/10.1111/j.2517-6161.1996.tb02080.x
Transportation Safety Board of Canada (1990) Report of a safety study on VFR flight into adverse weather. Gatineau
Acknowledgements
We are grateful to NTSB for kindly providing the aviation accidents data related to weather conditions at no charge, and we acknowledge NCEP for creating and updating the NARR reanalysis. We thank the anonymous referee for the comments and suggestions that improved the clarity of the original manuscript.
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IAN: conceptualization, data curation, formal analysis, investigation, methodology, software, writing the original draft. CR: data curation, writing (review and editing). SC, MVB: supervision, validation, writing (review and editing).
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Nita, IA., Radu, C., Cheval, S. et al. Aviation accidents related to atmospheric instability in the United States (2000–2020). Theor Appl Climatol (2024). https://doi.org/10.1007/s00704-024-04968-w
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DOI: https://doi.org/10.1007/s00704-024-04968-w