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L’interface de recherche est composée de trois sections : Rechercher, Explorer et Résultats. Celles-ci sont décrites en détail ci-dessous.

Vous pouvez lancer une recherche aussi bien à partir de la section Rechercher qu’à partir de la section Explorer.

Rechercher

Cette section affiche vos critères de recherche courants et vous permet de soumettre des mots-clés à chercher dans la bibliographie.

  • Chaque nouvelle soumission ajoute les mots-clés saisis à la liste des critères de recherche.
  • Pour lancer une nouvelle recherche plutôt qu’ajouter des mots-clés à la recherche courante, utilisez le bouton Réinitialiser la recherche, puis entrez vos mots-clés.
  • Pour remplacer un mot-clé déjà soumis, veuillez d’abord le retirer en décochant sa case à cocher, puis soumettre un nouveau mot-clé.
  • Vous pouvez contrôler la portée de votre recherche en choisissant où chercher. Les options sont :
    • Partout : repère vos mots-clés dans tous les champs des références bibliographiques ainsi que dans le contenu textuel des documents disponibles.
    • Dans les auteurs ou contributeurs : repère vos mots-clés dans les noms d’auteurs ou de contributeurs.
    • Dans les titres : repère vos mots-clés dans les titres.
    • Dans les années de publication : repère vos mots-clés dans le champ d’année de publication (vous pouvez utiliser l’opérateur OU avec vos mots-clés pour trouver des références ayant différentes années de publication. Par exemple, 2020 OU 2021).
    • Dans tous les champs : repère vos mots-clés dans tous les champs des notices bibliographiques.
    • Dans les documents : repère vos mots-clés dans le contenu textuel des documents disponibles.
  • Vous pouvez utiliser les opérateurs booléens avec vos mots-clés :
    • ET : repère les références qui contiennent tous les termes fournis. Ceci est la relation par défaut entre les termes séparés d’un espace. Par exemple, a b est équivalent à a ET b.
    • OU : repère les références qui contiennent n’importe lequel des termes fournis. Par exemple, a OU b.
    • SAUF : exclut les références qui contiennent le terme fourni. Par exemple, SAUF a.
    • Les opérateurs booléens doivent être saisis en MAJUSCULES.
  • Vous pouvez faire des groupements logiques (avec les parenthèses) pour éviter les ambiguïtés lors de la combinaison de plusieurs opérateurs booléens. Par exemple, (a OU b) ET c.
  • Vous pouvez demander une séquence exacte de mots (avec les guillemets droits), par exemple "a b c". Par défaut la différence entre les positions des mots est de 1, ce qui signifie qu’une référence sera repérée si elle contient les mots et qu’ils sont consécutifs. Une distance maximale différente peut être fournie (avec le tilde), par exemple "a b"~2 permet jusqu’à un terme entre a et b, ce qui signifie que la séquence a c b pourrait être repérée aussi bien que a b.
  • Vous pouvez préciser que certains termes sont plus importants que d’autres (avec l’accent circonflexe). Par exemple, a^2 b c^0.5 indique que a est deux fois plus important que b dans le calcul de pertinence des résultats, tandis que c est de moitié moins important. Ce type de facteur peut être appliqué à un groupement logique, par exemple (a b)^3 c.
  • La recherche par mots-clés est insensible à la casse et les accents et la ponctuation sont ignorés.
  • Les terminaisons des mots sont amputées pour la plupart des champs, tels le titre, le résumé et les notes. L’amputation des terminaisons vous évite d’avoir à prévoir toutes les formes possibles d’un mot dans vos recherches. Ainsi, les termes municipal, municipale et municipaux, par exemple, donneront tous le même résultat. L’amputation des terminaisons n’est pas appliquée au texte des champs de noms, tels auteurs/contributeurs, éditeur, publication.

Explorer

Cette section vous permet d’explorer les catégories associées aux références.

  • Les catégories peuvent servir à affiner votre recherche. Cochez une catégorie pour l’ajouter à vos critères de recherche. Les résultats seront alors restreints aux références qui sont associées à cette catégorie.
  • Dé-cochez une catégorie pour la retirer de vos critères de recherche et élargir votre recherche.
  • Les nombres affichés à côté des catégories indiquent combien de références sont associées à chaque catégorie considérant les résultats de recherche courants. Ces nombres varieront en fonction de vos critères de recherche, de manière à toujours décrire le jeu de résultats courant. De même, des catégories et des facettes entières pourront disparaître lorsque les résultats de recherche ne contiennent aucune référence leur étant associées.
  • Une icône de flèche () apparaissant à côté d’une catégorie indique que des sous-catégories sont disponibles. Vous pouvez appuyer sur l’icône pour faire afficher la liste de ces catégories plus spécifiques. Par la suite, vous pouvez appuyer à nouveau pour masquer la liste. L’action d’afficher ou de masquer les sous-catégories ne modifie pas vos critères de recherche; ceci vous permet de rapidement explorer l’arborescence des catégories, si désiré.

Résultats

Cette section présente les résultats de recherche. Si aucun critère de recherche n’a été fourni, elle montre toute la bibliographie (jusqu’à 20 références par page).

  • Chaque référence de la liste des résultats est un hyperlien vers sa notice bibliographique complète. À partir de la notice, vous pouvez continuer à explorer les résultats de recherche en naviguant vers les notices précédentes ou suivantes de vos résultats de recherche, ou encore retourner à la liste des résultats.
  • Des hyperliens supplémentaires, tels que Consulter le document ou Consulter sur [nom d’un site web], peuvent apparaître sous un résultat de recherche. Ces liens vous fournissent un accès rapide à la ressource, des liens que vous trouverez également dans la notice bibliographique.
  • Le bouton Résumés vous permet d’activer ou de désactiver l’affichage des résumés dans la liste des résultats de recherche. Toutefois, activer l’affichage des résumés n’aura aucun effet sur les résultats pour lesquels aucun résumé n’est disponible.
  • Diverses options sont fournies pour permettre de contrôler l’ordonnancement les résultats de recherche. L’une d’elles est l’option de tri par Pertinence, qui classe les résultats du plus pertinent au moins pertinent. Le score utilisé à cette fin prend en compte la fréquence des mots ainsi que les champs dans lesquels ils apparaissent. Par exemple, si un terme recherché apparaît fréquemment dans une référence ou est l’un d’un très petit nombre de termes utilisé dans cette référence, cette référence aura probablement un score plus élevé qu’une autre où le terme apparaît moins fréquemment ou qui contient un très grand nombre de mots. De même, le score sera plus élevé si un terme est rare dans l’ensemble de la bibliographie que s’il est très commun. De plus, si un terme de recherche apparaît par exemple dans le titre d’une référence, le score de cette référence sera plus élevé que s’il apparaissait dans un champ moins important tel le résumé.
  • Le tri par Pertinence n’est disponible qu’après avoir soumis des mots-clés par le biais de la section Rechercher.
  • Les catégories sélectionnées dans la section Explorer n’ont aucun effet sur le tri par pertinence. Elles ne font que filtrer la liste des résultats.
Année de publication
  • Entre 2000 et 2025

Résultats 1 383 ressources

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Résumés
  • Wang, X., Huang, G., Liu, J., Li, Z., & Zhao, S. (2015). Ensemble Projections of Regional Climatic Changes over Ontario, Canada. Journal of Climate, 28(18). https://doi.org/10.1175/jcli-d-15-0185.1

    AbstractIn this study, high-resolution climate projections over Ontario, Canada, are developed through an ensemble modeling approach to provide reliable and ready-to-use climate scenarios for assessing plausible effects of future climatic changes at local scales. The Providing Regional Climates for Impacts Studies (PRECIS) regional modeling system is adopted to conduct ensemble simulations in a continuous run from 1950 to 2099, driven by the boundary conditions from a HadCM3-based perturbed physics ensemble. Simulations of temperature and precipitation for the baseline period are first compared to the observed values to validate the performance of the ensemble in capturing the current climatology over Ontario. Future projections for the 2030s, 2050s, and 2080s are then analyzed to help understand plausible changes in its local climate in response to global warming. The analysis indicates that there is likely to be an obvious warming trend with time over the entire province. The increase in average tempera...

  • Vincent, L. A., Zhang, X., Brown, R., Feng, Y., Mekis, E., Milewska, E. J., Wan, H., & Wang, X. L. (2015). Observed Trends in Canada’s Climate and Influence of Low-Frequency Variability Modes. Journal of Climate, 28(11). https://doi.org/10.1175/jcli-d-14-00697.1

    AbstractTrends in Canada’s climate are analyzed using recently updated data to provide a comprehensive view of climate variability and long-term changes over the period of instrumental record. Trends in surface air temperature, precipitation, snow cover, and streamflow indices are examined along with the potential impact of low-frequency variability related to large-scale atmospheric and oceanic oscillations on these trends. The results show that temperature has increased significantly in most regions of Canada over the period 1948–2012, with the largest warming occurring in winter and spring. Precipitation has also increased, especially in the north. Changes in other climate and hydroclimatic variables, including a decrease in the amount of precipitation falling as snow in the south, fewer days with snow cover, an earlier start of the spring high-flow season, and an increase in April streamflow, are consistent with the observed warming and precipitation trends. For the period 1900–2012, there are suffici...

  • Vézina-Im, L.-A., Beaulieu, D., Turcotte, S., Turcotte, A.-F., Lessard, L., Delisle-Martel, J., Boucher, D., Labbé, V., & Gingras, M. (2024). Individual and environmental correlates of tap water consumption among adolescents in Canada. Appetite, 202. https://doi.org/10.1016/j.appet.2024.107645
    Consulter sur linkinghub.elsevier.com
  • Vincent, L. A., Zhang, X., Mekis, É., Wan, H., & Bush, E. J. (2018). Changes in Canada’s Climate: Trends in Indices Based on Daily Temperature and Precipitation Data. Atmosphere-Ocean, 56(5). https://doi.org/10.1080/07055900.2018.1514579

    ABSTRACTTrends in indices based on daily temperature and precipitation are examined for two periods: 1948–2016 for all stations in Canada and 1900–2016 for stations in the south of Canada. These in...

  • Valois, P., Tessier, M., Bouchard, D., Talbot, D., Morin, A. J. S., Anctil, F., & Cloutier, G. (2020). Monitoring the evolution of individuals’ flood-related adaptive behaviors over time: two cross-sectional surveys conducted in the Province of Quebec, Canada. BMC Public Health, 20(1), 1643. https://doi.org/10.1186/s12889-020-09763-6

    Abstract Climate change is predicted to increase the frequency and intensity of floods in the province of Quebec, Canada. Therefore, in 2015, to better monitor the level of adaptation to flooding of Quebec residents living in or near a flood-prone area, the Quebec Observatory of Adaptation to Climate Change developed five indices of adaptation to flooding, according to the chronology of events. The present study was conducted 4 years later and is a follow-up to the 2015 one. Two independent samples of 1951 (2015) and 974 (2019) individuals completed a questionnaire on their adoption (or non-adoption) of flood adaptation behaviors, their perception of the mental and physical impacts of flooding, and their knowledge of the fact that they lived in a flood-prone area. The results of the study demonstrated the measurement invariance of the five indices across two different samples of people over time, ensuring that the differences (or absence of differences) observed in flood-related adaptive behaviors between 2015 and 2019 were real and not due to measurement errors. They also showed that, overall, Quebeckers’ flood-related adaptive behaviors have not changed considerably since 2015, with adaptation scores being similar in 2019 for four of the five flood indices. Moreover, the results indicated an increase in self-reported physical and mental health issues related to past flooding events, as well as a larger proportion of people having consulted a health professional because of these problems. Thus, this study provides a better understanding of flood adaptation in Quebec over the past 4 years and confirms that the five adaptive behavior indices developed in 2015 are appropriate tools for monitoring changes in flood adaptation in the province. Finally, our results showed that little has changed in Quebeckers’ adoption of adaptive behaviors, highlighting the need for awareness raising in order to limit the impacts that climate change will have on the population.

    Consulter sur bmcpublichealth.biomedcentral.com
  • Valencia Giraldo, M. D. C., Ricard, S., & Anctil, F. (2023). Assessment of the Potential Hydrological Impacts of Climate Change in Quebec—Canada, a Refined Neutral Approach. Water, 15(3), 584. https://doi.org/10.3390/w15030584

    There is currently much discussion as to whether probabilistic (top–down) or possibilistic (bottom–up) approaches are the most appropriate to estimate potential future climate impacts. In a context of deep uncertainty, such as future climate, bottom-up approaches aimed at assessing the sensitivity and vulnerability of systems to changes in climate variables have been gaining ground. A refined framework is proposed here (in terms of coherence, structure, uncertainty, and results analysis) that adopts the scenario–neutral method of the bottom–up approach, but also draws on some elements of the top–down approach. What better guides the task of assessing the potential hydroclimatological impacts of changing climatic conditions in terms of the sensitivity of the systems, differential analysis of climatic stressors, paths of change, and categorized response of the scenarios: past, changing, compensatory, and critical condition. The results revealed a regional behavior (of hydroclimatology, annual water balances, and snow) and a differential behavior (of low flows). We find, among others, the plausible scenario in which increases in temperature and precipitation would generate the same current mean annual flows, with a reduction of half of the snow, a decrease in low flows (significant, but differentiated between basins), and a generalized increase in dry events.

    Consulter sur www.mdpi.com
  • Thompson, H. D., Déry, S. J., Jackson, P. L., & Laval, B. E. (2020). A synoptic climatology of potential seiche-inducing winds in a large intermontane lake: Quesnel Lake, British Columbia, Canada. International Journal of Climatology. https://doi.org/10.1002/joc.6560
  • Thistlethwaite, J., & Henstra, D. (2017). Municipal flood risk sharing in Canada: A policy instrument analysis. Canadian Water Resources Journal / Revue Canadienne Des Ressources Hydriques, 42(4), 349–363. https://doi.org/10.1080/07011784.2017.1364144
    Consulter sur www.tandfonline.com
  • Teufel, B., & Sushama, L. (2021). 2 °C vs. High Warming: Transitions to Flood-Generating Mechanisms across Canada. Water, 13(11). https://doi.org/10.3390/w13111494

    Fluvial flooding in Canada is often snowmelt-driven, thus occurs mostly in spring, and has caused billions of dollars in damage in the past decade alone. In a warmer climate, increasing rainfall and changing snowmelt rates could lead to significant shifts in flood-generating mechanisms. Here, projected changes to flood-generating mechanisms in terms of the relative contribution of snowmelt and rainfall are assessed across Canada, based on an ensemble of transient climate change simulations performed using a state-of-the-art regional climate model. Changes to flood-generating mechanisms are assessed for both a late 21st century, high warming (i.e., Representative Concentration Pathway 8.5) scenario, and in a 2 °C global warming context. Under 2 °C of global warming, the relative contribution of snowmelt and rainfall to streamflow peaks is projected to remain close to that of the current climate, despite slightly increased rainfall contribution. In contrast, a high warming scenario leads to widespread increases in rainfall contribution and the emergence of hotspots of change in currently snowmelt-dominated regions across Canada. In addition, several regions in southern Canada would be projected to become rainfall dominated. These contrasting projections highlight the importance of climate change mitigation, as remaining below the 2 °C global warming threshold can avoid large changes over most regions, implying a low likelihood that expensive flood adaptation measures would be necessary.

    Consulter sur www.mdpi.com
  • Thiombiano, A. N., St-Hilaire, A., Adlouni, S. E., & Ouarda, T. B. M. J. (2018). Nonlinear response of precipitation to climate indices using a non-stationary Poisson-generalized Pareto model: case study of southeastern Canada. International Journal of Climatology, 38. https://doi.org/10.1002/joc.5415

    Quantile estimates are generally interpreted in association with the return period concept in practical engineering. To do so with the peaks‐over‐threshold (POT) approach, combined Poisson‐generalized Pareto distributions (referred to as PD‐GPD model) must be considered. In this article, we evaluate the incorporation of non‐stationarity in the generalized Pareto distribution (GPD) and the Poisson distribution (PD) using, respectively, the smoothing‐based B‐spline functions and the logarithmic link function. Two models are proposed, a stationary PD combined to a non‐stationary GPD (referred to as PD0‐GPD1) and a combined non‐stationary PD and GPD (referred to as PD1‐GPD1). The teleconnections between hydro‐climatological variables and a number of large‐scale climate patterns allow using these climate indices as covariates in the development of non‐stationary extreme value models. The case study is made with daily precipitation amount time series from southeastern Canada and two climatic covariates, the Arctic Oscillation (AO) and the Pacific North American (PNA) indices. A comparison of PD0‐GPD1 and PD1‐GPD1 models showed that the incorporation of non‐stationarity in both POT models instead of solely in the GPD has an effect on the estimated quantiles. The use of the B‐spline function as link function between the GPD parameters and the considered climatic covariates provided flexible non‐stationary PD‐GPD models. Indeed, linear and nonlinear conditional quantiles are observed at various stations in the case study, opening an interesting perspective for further research on the physical mechanism behind these simple and complex interactions.

  • Tardif, J. C., Conciatori, F., & Smith, D. L. (2023). Flood rings, earlywood vessels and hydrological signal in Fraxinus pennsylvanica trees growing along the central Assiniboine river floodplain, southcentral Canada. Canadian Water Resources Journal / Revue Canadienne Des Ressources Hydriques, 1–16. https://doi.org/10.1080/07011784.2023.2290962
    Consulter sur www.tandfonline.com
  • St-Hilaire, A., Duchesne, S., & Rousseau, A. N. (2016). Floods and water quality in Canada: A review of the interactions with urbanization, agriculture and forestry. 41. https://doi.org/10.1080/07011784.2015.1010181

    Water quality remains a major issue in Canada. This paper reviews recent research on the impacts of urbanization, agriculture and forestry on water quality in Canada. Specific water quality issues such as mining, sewage treatment and waste treatment are not included in this paper. For each land use, a brief summary of the dominant processes linking runoff to water quality is provided and recent findings are summarized. With respect to urbanized watersheds, the relatively large proportion of impervious areas, lower vegetation cover and the presence of high-density drainage systems alter surface water routing and timing of peak flows. High concentrations of heavy metals are considered to be the most important water quality problem in urban runoff, but nutrients, pathogens, concentration of pharmaceuticals and water temperature also often contribute. In watersheds dominated by agricultural activities, overland flow is an important vector of pollutants, but subsurface flow such as macropore and tile-drain flo...

  • Singh, J., Ghosh, S., Simonovic, S. P., & Karmakar, S. (2021). Identification of flood seasonality and drivers across Canada. Hydrological Processes, 35(10). https://doi.org/10.1002/hyp.14398

    Abstract Floods are the most frequently occurring natural hazard in Canada. An in‐depth understanding of flood seasonality and its drivers at a national scale is essential. Here, a circular, statistics‐based approach is implemented to understand the seasonality of annual‐maximum floods (streamflow) and to identify their responsible drivers across Canada. Nearly 80% and 70% of flood events were found to occur during spring and summer in eastern and western watersheds across Canada, respectively. Flooding in the eastern and western watersheds was primarily driven by snowmelt and extreme precipitation, respectively. This observation suggests that increases in temperature have led to early spring snowmelt‐induced floods throughout eastern Canada. Our results indicate that precipitation (snowmelt) variability can exert large controls on the magnitude of flood peaks in western (eastern) watersheds in Canada. Further, the nonstationarity of flood peaks is modelled to account for impact of the dynamic behaviour of the identified flood drivers on extreme‐flood magnitude by using a cluster of 74 generalized additive models for location scale and shape models, which can capture both the linear and nonlinear characteristics of flood‐peak changes and can model its dependence on external covariates. Using nonstationary frequency analysis, we find that increasing precipitation and snowmelt magnitudes directly resulted in a significant increase in 50‐year streamflow. Our results highlight an east–west asymmetry in flood seasonality, indicating the existence of a climate signal in flood observations. The understating of flood seasonality and flood responses under the dynamic characteristics of precipitation and snowmelt extremes may facilitate the predictability of such events, which can aid in predicting and managing their impacts.

    Consulter sur onlinelibrary.wiley.com
  • Silva, D. F., Simonovic, S. P., Schardong, A., Joel Avruch Goldenfum, & Goldenfum, J. A. (2021). Assessment of non-stationary IDF curves under a changing climate: Case study of different climatic zones in Canada. Journal of Hydrology: Regional Studies, 36. https://doi.org/10.1016/j.ejrh.2021.100870

    Abstract Study region Canada. Study focus Given the effects of climate change on extreme precipitation, updated Intensity-Duration-Frequency (IDF) relationships have been adopted across Canada. Since the IDFs’ generation is based on the assumption of stationarity, the rainfall statistics information may be unreliable. Recent research is attempting to develop a new methodology to integrate non-stationarity and climate change into IDFs updating process. Up to now, there is no comprehensive evaluation of the IDFs updating procedure at different locations. In this study, we analyzed the combined effect of non-stationarity and climate change on future IDFs at six selected gauging stations across Canada. New hydrological insights for the region A comparison of the updated future IDFs with historical IDFs indicates an intensification of extreme events for all study areas, increasing hazard to them. Sites located in the Northeast coastal region will be the most affected in the future by the extreme precipitation. In addition, there is a clear indication that rare events (100-year return period) will become more frequent (in some cases increase up to 443 % of the water infrastructure risk of failure has been observed). We argue that the above findings (i) offer a new overview of future extreme precipitation across Canada, and (ii) should be considered by the stakeholders with respect to climate change adaptation decisions.

  • Serra‐Llobet, A., Tourment, R., Montané, A., & Buffin‐Belanger, T. (2022). Managing residual flood risk behind levees: Comparing USA , France, and Quebec (Canada). Journal of Flood Risk Management, 15(2). https://doi.org/10.1111/jfr3.12785

    Abstract Although hydraulic infrastructure such as levees remain important for flood risk management in the USA, France, and Quebec (Canada), there is increasing emphasis on nonstructural measures, such as regulatory flood maps, to reduce exposure and vulnerability, for example, preventing people from building in high hazard areas. One key concept related to areas protected by levees is that of “residual risk”, that is, the risk from floods greater than the design standard of the levees (levee overtopping) and from levee breach. In this article, we review the legislative framework for regulatory flood maps in the USA, France, and Quebec (Canada) and compare how residual risk behind protective structures is taken into account (or not) in regulatory flood maps. We find big differences in how the USA, France and Canada manage residual risk behind the levees. While in France the area behind levees is part of the regulatory flood prone area, and land use restrictions, building codes, emergency measures and risk communication are mandatory, in the USA the area behind levees is only shown as part of the regulatory flood prone area if the levee is not accredited. In Quebec, regulatory flood maps in general follow the French approach with a few exceptions.

    Consulter sur onlinelibrary.wiley.com
  • Sauchyn, D. J., Vanstone, J., St. Jacques, J.-M., & Sauchyn, R. (2015). Dendrohydrology in Canada’s western interior and applications to water resource management. Journal of Hydrology, 529. https://doi.org/10.1016/j.jhydrol.2014.11.049

    Summary Across the southern Canadian Prairies, annual precipitation is relatively low (200–400mm) and periodic water deficits limit economic and environmental productivity. Rapid population growth, economic development and climate change have exposed this region to increasing vulnerability to hydrologic drought. There is high demand for surface water, streamflow from the Rocky Mountains in particular. This paper describes the application of dendrohydrology to water resource management in this region. Four projects were initiated by the sponsoring organizations: a private utility, an urban municipality and two federal government agencies. The fact that government and industry would initiate and fund tree-ring research indicates that practitioners recognize paleohydrology as a legitimate source of technical support for water resource planning and management. The major advantage of tree-rings as a proxy of annual and seasonal streamflow is that the reconstructions exceed the length of gauge records by at least several centuries. The extent of our network of 180 tree-ring chronologies, spanning AD 549–2013 and ∼20° of latitude, with a high density of sites in the headwaters of the major river basins, enables us to construct large ensembles of tree-ring reconstructions as a means of expressing uncertainty in the inference of streamflow from tree rings. We characterize paleo-droughts in terms of modern analogues, translating the tree-ring reconstructions from a paleo-time scale to the time frame in which engineers and planners operate. Water resource managers and policy analysts have used our paleo-drought scenarios in their various forms to inform and assist drought preparedness planning, a re-evaluation of surface water apportionment policy and an assessment of the reliability of urban water supply systems.

  • Salimi, A., Noori, A., Ebtehaj, I., Ghobrial, T., & Bonakdari, H. (2024). Advancing Spatial Drought Forecasts by Integrating an Improved Outlier Robust Extreme Learning Machine with Gridded Data: A Case Study of the Lower Mainland Basin, British Columbia, Canada. Sustainability, 16(8), 3461. https://doi.org/10.3390/su16083461

    Droughts have extensive consequences, affecting the natural environment, water quality, public health, and exacerbating economic losses. Precise drought forecasting is essential for promoting sustainable development and mitigating risks, especially given the frequent drought occurrences in recent decades. This study introduces the Improved Outlier Robust Extreme Learning Machine (IORELM) for forecasting drought using the Multivariate Standardized Drought Index (MSDI). For this purpose, four observation stations across British Columbia, Canada, were selected. Precipitation and soil moisture data with one up to six lags are utilized as inputs, resulting in 12 variables for the model. An exhaustive analysis of all potential input combinations is conducted using IORELM to identify the best one. The study outcomes emphasize the importance of incorporating precipitation and soil moisture data for accurate drought prediction. IORELM shows promising results in drought classification, and the best input combination was found for each station based on its results. While high Area Under Curve (AUC) values across stations, a Precision/Recall trade-off indicates variable prediction tendencies. Moreover, the F1-score is moderate, meaning the balance between Precision, Recall, and Classification Accuracy (CA) is notably high at specific stations. The results show that stations near the ocean, like Pitt Meadows, have higher predictability up to 10% in AUC and CA compared to inland stations, such as Langley, which exhibit lower values. These highlight geographic influence on model performance.

    Consulter sur www.mdpi.com
  • Saad, C., Boulanger, Y., Beaudet, M., Gachon, P., Ruel, J.-C., & Gauthier, S. (2017). Potential impact of climate change on the risk of windthrow in eastern Canada’s forests. Climatic Change, 143(3), 487–501. https://doi.org/10.1007/s10584-017-1995-z

    Climate change is likely to affect windthrow risks at northern latitudes by potentially changing high wind probabilities and soil frost duration. Here, we evaluated the effect of climate change on windthrow risk in eastern Canada’s balsam fir (Abies balsamea [L.] Mill.) forests using a methodology that accounted for changes in both wind speed and soil frost duration. We used wind speed and soil temperature projections at the regional scale from the CRCM5 regional climate model (RCM) driven by the CanESM2 global climate model (GCM) under two representative concentration pathways (RCP4.5, RCP8.5), for a baseline (1976–2005) and two future periods (2041–2070, 2071–2100). A hybrid mechanistic model (ForestGALES) that considers species resistance to uprooting and wind speed distribution was used to calculate windthrow risk. An increased risk of windthrow (3 to 30%) was predicted for the future mainly due to an increased duration of unfrozen soil conditions (by up to 2 to 3 months by the end of the twenty-first century under RCP8.5). In contrast, wind speed did not vary markedly with a changing climate. Strong regional variations in wind speeds translated into regional differences in windthrow risk, with the easternmost region (Atlantic provinces) having the strongest winds and the highest windthrow risk. Because of the inherent uncertainties associated with climate change projections, especially regarding wind climate, further research is required to assess windthrow risk from the optimum combination of RCM/GCM ensemble simulations.

    Consulter sur doi.org
  • Saad, C., El Adlouni, S., St-Hilaire, A., & Gachon, P. (2015). A nested multivariate copula approach to hydrometeorological simulations of spring floods: the case of the Richelieu River (Québec, Canada) record flood. Stochastic Environmental Research and Risk Assessment, 29(1), 275–294. https://doi.org/10.1007/s00477-014-0971-7

    Floods have potentially devastating consequences on populations, industries and environmental systems. They often result from a combination of effects from meteorological, physiographic and anthropogenic natures. The analysis of flood hazards under a multivariate perspective is primordial to evaluate several of the combined factors. This study analyzes spring flood-causing mechanisms in terms of the occurrence, frequency, duration and intensity of precipitation as well as temperature events and their combinations previous to and during floods using frequency analysis as well as a proposed multivariate copula approach along with hydrometeorological indices. This research was initiated over the Richelieu River watershed (Quebec, Canada), with a particular emphasis on the 2011 spring flood, constituting one of the most damaging events over the last century for this region. Although some work has already been conducted to determine certain causes of this record flood, the use of multivariate statistical analysis of hydrologic and meteorological events has not yet been explored. This study proposes a multivariate flood risk model based on fully nested Archimedean Frank and Clayton copulas in a hydrometeorological context. Several combinations of the 2011 Richelieu River flood-causing meteorological factors are determined by estimating joint and conditional return periods with the application of the proposed model in a trivariate case. The effects of the frequency of daily frost/thaw episodes in winter, the cumulative total precipitation fallen between the months of November and March and the 90th percentile of rainfall in spring on peak flow and flood duration are quantified, as these combined factors represent relevant drivers of this 2011 Richelieu River record flood. Multiple plausible and physically founded flood-causing scenarios are also analyzed to quantify various risks of inundation.

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  • Roy, P., Gachon, P., & Laprise, R. (2014). Sensitivity of seasonal precipitation extremes to model configuration of the Canadian Regional Climate Model over eastern Canada using historical simulations. Climate Dynamics, 43(9), 2431–2453. https://doi.org/10.1007/s00382-014-2066-z

    This study analyzes the uncertainty of seasonal (winter and summer) precipitation extremes as simulated by a recent version of the Canadian Regional Climate Model (CRCM) using 16 simulations (1961–1990), considering four sources of uncertainty from: (a) the domain size, (b) the driving Atmosphere–Ocean Global Climate Models (AOGCM), (c) the ensemble member for a given AOGCM and (d) the internal variability of the CRCM. These 16 simulations are driven by 2 AOGCMs (i.e. CGCM3, members 4 and 5, and ECHAM5, members 1 and 2), and one set of re-analysis products (i.e. ERA40), using two domain sizes (AMNO, covering all North America and QC, a smaller domain centred over the Province of Québec). In addition to the mean seasonal precipitation, three seasonal indices are used to characterize different types of variability and extremes of precipitation: the number of wet days, the maximum number of consecutive dry days, and the 95th percentile of daily precipitation. Results show that largest source of uncertainty in summer comes from the AOGCM selection and the choice of domain size, followed by the choice of the member for a given AOGCM. In winter, the choice of the member becomes more important than the choice of the domain size. Simulated variance sensitivity is greater in winter than in summer, highlighting the importance of the large-scale circulation from the boundary conditions. The study confirms a higher uncertainty in the simulated heavy rainfall than the one in the mean precipitation, with some regions along the Great Lakes—St-Lawrence Valley exhibiting a systematic higher uncertainty value.

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