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2020 | OriginalPaper | Buchkapitel

Meteorological Parameters Prediction Along Roads Between Two Cities for the Safest Itinerary Selection

verfasst von : Samir Allach, Badr Benamrou, Mohamed Ben Ahmed, Anouar Abdelhakim Boudhir, Mustapha Ouardouz

Erschienen in: Innovations in Smart Cities Applications Edition 3

Verlag: Springer International Publishing

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Abstract

Adverse weather conditions are undesirable for drivers and can sometimes cause fatal accidents. In this article, we propose a driver assistance system, offering more secured routes as their weather conditions are more favorable compared to others.
Specifically, we propose a system able to forecast meteorological parameters based on the ARIMA models. These parameters play an important role on the classification of the degree of road safety of the three selected routes which connect Tangier and Tetouan cities. The meteorological data for the three routes are extracted from the MERRA-2 Web Service (Modern retrospective analysis for research and applications, version 2).
According to the prediction and classification results, the obtained ARIMA models are capable to assimilate the dynamics of meteorological data and produce important forecasts.

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Literatur
2.
Zurück zum Zitat Baranowski, P., Krzyszczak, J., Sławiński, C., Hoffmann, H., Kozyra, J., Nieróbca, A., Siwek, K., Gluza, A.: Multifractal analysis of meteorological time series to assess climate impacts. Clim. Res. 65, 39–52 (2015)CrossRef Baranowski, P., Krzyszczak, J., Sławiński, C., Hoffmann, H., Kozyra, J., Nieróbca, A., Siwek, K., Gluza, A.: Multifractal analysis of meteorological time series to assess climate impacts. Clim. Res. 65, 39–52 (2015)CrossRef
3.
Zurück zum Zitat Murat, M., Malinowska, I., Hoffmann, H., Baranowski, P.: Statistical modeling of agrometeorological time series by exponential smoothing. Int. Agrophys. 30(1), 57–66 (2016)CrossRef Murat, M., Malinowska, I., Hoffmann, H., Baranowski, P.: Statistical modeling of agrometeorological time series by exponential smoothing. Int. Agrophys. 30(1), 57–66 (2016)CrossRef
5.
Zurück zum Zitat Fronzek, S., Pirttioja, N., Carter, T.R., Bindi, M., Hoffmann, H., Palosuo, T., Ruiz-Ramos, M., Tao, F., Trnka, M., Acutis, et al.: Classifying multi-model wheat yield impact response surfaces showing sensitivity to temperature and precipitation change. Agric. Syst. 159, 209–224 (2018). 10.1016/j.agsy.2017.08.004 Fronzek, S., Pirttioja, N., Carter, T.R., Bindi, M., Hoffmann, H., Palosuo, T., Ruiz-Ramos, M., Tao, F., Trnka, M., Acutis, et al.: Classifying multi-model wheat yield impact response surfaces showing sensitivity to temperature and precipitation change. Agric. Syst. 159, 209–224 (2018). 10.1016/j.agsy.2017.08.004
7.
Zurück zum Zitat Porter, J.R., Semenov, M.A.: Crop responses to climatic variation. Philos. Trans. R. Soc. B: Biol. Sci. 360(1463), 2021–2035 (2005)CrossRef Porter, J.R., Semenov, M.A.: Crop responses to climatic variation. Philos. Trans. R. Soc. B: Biol. Sci. 360(1463), 2021–2035 (2005)CrossRef
9.
Zurück zum Zitat Krzyszczak, J., Baranowski, P., Zubik, M., Hoffmann, H.: Temporal scale influence on multifractal properties of agro-meteorological time series. Agric. For. Meteorol. 239, 223–235 (2017)CrossRef Krzyszczak, J., Baranowski, P., Zubik, M., Hoffmann, H.: Temporal scale influence on multifractal properties of agro-meteorological time series. Agric. For. Meteorol. 239, 223–235 (2017)CrossRef
10.
Zurück zum Zitat Walczak, R.T., Witkowska-Walczak, B., Baranowski, P.: Soil structure parameters in models of crop growth and yield prediction. Phys. Submodels. Int. Agrophys. 11, 111–127 (1997) Walczak, R.T., Witkowska-Walczak, B., Baranowski, P.: Soil structure parameters in models of crop growth and yield prediction. Phys. Submodels. Int. Agrophys. 11, 111–127 (1997)
11.
Zurück zum Zitat Lobell, B.D., Sibley, A., Ortiz-Monasterio, J.I.: Extreme heat effects on wheat senescence in India. Nat. Clim. Change 2, 186–189 (2012)CrossRef Lobell, B.D., Sibley, A., Ortiz-Monasterio, J.I.: Extreme heat effects on wheat senescence in India. Nat. Clim. Change 2, 186–189 (2012)CrossRef
12.
Zurück zum Zitat Semenov, M.A., Shewry, P.R.: Modelling predicts that heat stress, not drought, will increase vulnerability of wheat in Europe. Sci. Rep. 1, 66 (2011)CrossRef Semenov, M.A., Shewry, P.R.: Modelling predicts that heat stress, not drought, will increase vulnerability of wheat in Europe. Sci. Rep. 1, 66 (2011)CrossRef
13.
Zurück zum Zitat Sillmann, J., Roeckner, E.: Indices for extreme events in projections of anthropogenic climate change. Clim. Change 86, 83–104 (2008)CrossRef Sillmann, J., Roeckner, E.: Indices for extreme events in projections of anthropogenic climate change. Clim. Change 86, 83–104 (2008)CrossRef
14.
Zurück zum Zitat Lobell, D.B., Hammer, G.L., Mclean, G., Messina, C., Roberts, M.J., Schlenker, W.: The critical role of extreme heat for maize production in the United States. Nat. Clim. Change 3, 497–501 (2013)CrossRef Lobell, D.B., Hammer, G.L., Mclean, G., Messina, C., Roberts, M.J., Schlenker, W.: The critical role of extreme heat for maize production in the United States. Nat. Clim. Change 3, 497–501 (2013)CrossRef
15.
Zurück zum Zitat El-Mallah, E.S., Elsharkawy, S.G.: Time-series modeling and short term prediction of annual temperature trend on Coast Libya using the box-Jenkins ARIMA Model. Adv. Res. 6(5), 1–11 (2016)CrossRef El-Mallah, E.S., Elsharkawy, S.G.: Time-series modeling and short term prediction of annual temperature trend on Coast Libya using the box-Jenkins ARIMA Model. Adv. Res. 6(5), 1–11 (2016)CrossRef
16.
Zurück zum Zitat Balyani, Y., Niya, G.F., Bayaat, A.: A study and prediction of annual temperature in Shiraz using ARIMA model. J. Geogr. Sp. 12(38), 127–144 (2014) Balyani, Y., Niya, G.F., Bayaat, A.: A study and prediction of annual temperature in Shiraz using ARIMA model. J. Geogr. Sp. 12(38), 127–144 (2014)
17.
Zurück zum Zitat Anitha, K., Boiroju, N.K., Reddy, P.R.: Forecasting of monthly mean of maximum surface air temperature in India. Int. J. Statistika Mathematika 9(1), 14–19 (2014) Anitha, K., Boiroju, N.K., Reddy, P.R.: Forecasting of monthly mean of maximum surface air temperature in India. Int. J. Statistika Mathematika 9(1), 14–19 (2014)
18.
Zurück zum Zitat Muhammet, B.: The analyse of precipitation and temperature in Afyonkarahisar (Turkey) in respect of box-Jenkins technique. J. Acad. Soc. Sci. Stud. 5(8), 196–212 (2012) Muhammet, B.: The analyse of precipitation and temperature in Afyonkarahisar (Turkey) in respect of box-Jenkins technique. J. Acad. Soc. Sci. Stud. 5(8), 196–212 (2012)
20.
Zurück zum Zitat Delignières, D.: Séries temporelles – Modèles ARIMA. Séminaire EA “Sport – Performance – Santé” Mars 2000 Delignières, D.: Séries temporelles – Modèles ARIMA. Séminaire EA “Sport – Performance – Santé” Mars 2000
21.
Zurück zum Zitat Box, G.E.P., Jenkins, G., Reinsel, G.: Time Series Analysis. Wiley Press, Hoboken (2008)CrossRef Box, G.E.P., Jenkins, G., Reinsel, G.: Time Series Analysis. Wiley Press, Hoboken (2008)CrossRef
22.
Zurück zum Zitat Goude, Y.: Les processus AR et MA MAP-STA2 : Séries chronologiques 2018–2019 Goude, Y.: Les processus AR et MA MAP-STA2 : Séries chronologiques 2018–2019
23.
Zurück zum Zitat Devuyst, P.: Météorologie - Comprendre, interprêter, appliquer, Edité par A. DE VISSCHER EDITEUR/EDITIONS EYROLLES (1972) Devuyst, P.: Météorologie - Comprendre, interprêter, appliquer, Edité par A. DE VISSCHER EDITEUR/EDITIONS EYROLLES (1972)
24.
Zurück zum Zitat Adhikari, R., Agrawal, R.K.: An introductory study on time series modeling and forecasting. arXiv preprint arXiv:1302.6613 (2013) Adhikari, R., Agrawal, R.K.: An introductory study on time series modeling and forecasting. arXiv preprint arXiv:​1302.​6613 (2013)
25.
Zurück zum Zitat Allach, S., Ahmed, M.B., Boudhir, A.A.: Detection of driver’s alertness level based on the Viola and Jones method and logistic regression analysis. Int. J. Intell. Enterp. 6(2–4), 356–368 (2019)CrossRef Allach, S., Ahmed, M.B., Boudhir, A.A.: Detection of driver’s alertness level based on the Viola and Jones method and logistic regression analysis. Int. J. Intell. Enterp. 6(2–4), 356–368 (2019)CrossRef
Metadaten
Titel
Meteorological Parameters Prediction Along Roads Between Two Cities for the Safest Itinerary Selection
verfasst von
Samir Allach
Badr Benamrou
Mohamed Ben Ahmed
Anouar Abdelhakim Boudhir
Mustapha Ouardouz
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-37629-1_63

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