1
|
Özcan Z, Caglayan İ, Kabak Ö. A comprehensive taxonomy for forest fire risk assessment: bridging methodological gaps and proposing future directions. ENVIRONMENTAL MONITORING AND ASSESSMENT 2024; 196:825. [PMID: 39162832 DOI: 10.1007/s10661-024-12982-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 08/08/2024] [Indexed: 08/21/2024]
Abstract
Forest fire risk assessment plays a crucial role in the environmental management of natural hazards, serving as a key tool in the prevention of forest fires and the protection of various species. As these risks continue to evolve with environmental changes, the pertinence of contemporary research in this field remains undiminished. This review constructs a comprehensive taxonomic framework for classifying the existing body of literature on forest fire risk assessment within forestry studies. The developed taxonomy categorizes existing studies into 8 primary categories and 23 subcategories, offering a structured perspective on the methodologies and focus areas prevalent in the domain. We categorize a sample of 170 articles to present recent trends and identify research gaps in forest fire risk assessment literature. The classification facilitates a critical evaluation of the current research landscape, identifying areas in need of further exploration. Particularly, our review identifies underrepresented methodologies such as optimization modeling and some advanced machine learning techniques, which present routes for future inquiry. Moreover, the review underscores the necessity for model development that is tailored to specific regional data sets but also adaptable to global data resources, striking a balance between local specificity and broad applicability. Emphasizing the dynamic nature of forest fire behavior, we advocate for models that integrate the burgeoning field of machine learning and multi-criteria decision analysis to refine predictive accuracy and operational effectiveness in fire risk assessment. This study highlights the great potential for new ideas in modeling techniques and emphasizes the need for increased collaboration among research communities to improve the effectiveness of assessing forest fire risks.
Collapse
Affiliation(s)
- Zühal Özcan
- Faculty of Management, Istanbul Technical University, Istanbul, Türkiye
| | - İnci Caglayan
- Faculty of Forestry, Istanbul University-Cerrahpaşa, Istanbul, Türkiye.
| | - Özgür Kabak
- Faculty of Management, Istanbul Technical University, Istanbul, Türkiye
| |
Collapse
|
2
|
Thomas M, Boulanger Y, Asselin H, Lamara M, Fenton NJ. How will climate change and forest harvesting influence the habitat quality of two culturally salient species? THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 927:172148. [PMID: 38569957 DOI: 10.1016/j.scitotenv.2024.172148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 03/27/2024] [Accepted: 03/30/2024] [Indexed: 04/05/2024]
Abstract
Boreal landscapes face increasing disturbances which can affect cultural keystone species, i.e. culturally salient species that shape in a major way the cultural identity of a people. Given their importance, the fate of such species should be assessed to be able to act to ensure their perennity. We assessed how climate change and forest harvesting will affect the habitat quality of Rhododendron groenlandicum and Vaccinium angustifolium, two cultural keystone species for many Indigenous peoples in eastern Canada. We used the forest landscape model LANDIS-II in combination with species distribution models to simulate the habitat quality of these two species on the territories of three Indigenous communities according to different climate change and forest harvesting scenarios. Climate-sensitive parameters included wildfire regimes as well as tree growth. Moderate climate change scenarios were associated with an increased proportion of R. groenlandicum and V. angustifolium in the landscape, the latter species also responding positively to severe climate change scenarios. Harvesting had a minimal effect, but slightly decreased the probability of presence of both species where it occurred. According to the modeling results, neither species is at risk under moderate climate change scenarios. However, under severe climate change, R. groenlandicum could decline as the proportion of deciduous trees would increase in the landscape. Climate change mitigation strategies, such as prescribed fires, may be necessary to limit this increase. This would prevent the decrease of R. groenlandicum, as well as contribute to preserve biodiversity and harvestable volumes.
Collapse
Affiliation(s)
- Maxime Thomas
- Institut de Recherche sur les Forêts, Université du Québec en Abitibi-Témiscamingue, Rouyn-Noranda, Québec, Canada.
| | | | - Hugo Asselin
- École d'études autochtones, Université du Québec en Abitibi-Témiscamingue, Rouyn-Noranda, Québec, Canada
| | - Mebarek Lamara
- Institut de Recherche sur les Forêts, Université du Québec en Abitibi-Témiscamingue, Rouyn-Noranda, Québec, Canada
| | - Nicole J Fenton
- Institut de Recherche sur les Forêts, Université du Québec en Abitibi-Témiscamingue, Rouyn-Noranda, Québec, Canada
| |
Collapse
|
3
|
Stewart FEC, Micheletti T, Cumming SG, Barros C, Chubaty AM, Dookie AL, Duclos I, Eddy I, Haché S, Hodson J, Hughes J, Johnson CA, Leblond M, Schmiegelow FKA, Tremblay JA, McIntire EJB. Climate-informed forecasts reveal dramatic local habitat shifts and population uncertainty for northern boreal caribou. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2023; 33:e2816. [PMID: 36752658 DOI: 10.1002/eap.2816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 12/02/2022] [Accepted: 12/14/2022] [Indexed: 06/18/2023]
Abstract
Most research on boreal populations of woodland caribou (Rangifer tarandus caribou) has been conducted in areas of high anthropogenic disturbance. However, a large portion of the species' range overlaps relatively pristine areas primarily affected by natural disturbances, such as wildfire. Climate-driven habitat change is a key concern for the conservation of boreal-dependent species, where management decisions have yet to consider knowledge from multiple ecological domains integrated into a cohesive and spatially explicit forecast of species-specific habitat and demography. We used a novel ecological forecasting framework to provide climate-sensitive projections of habitat and demography for five boreal caribou monitoring areas within the Northwest Territories (NWT), Canada, over 90 years. Importantly, we quantify uncertainty around forecasted mean values. Our results suggest habitat suitability may increase in central and southwest regions of the NWT's Taiga Plains ecozone but decrease in southern and northwestern regions driven by conversion of coniferous to deciduous forests. We do not project that boreal caribou population growth rates will change despite forecasted changes to habitat suitability. Our results emphasize the importance of efforts to protect and restore northern boreal caribou habitat despite climate uncertainty while highlighting expected spatial variations that are important considerations for local people who rely on them. An ability to reproduce previous work, and critical thought when incorporating sources of uncertainty, will be important to refine forecasts, derive management decisions, and improve conservation efficacy for northern species at risk.
Collapse
Affiliation(s)
- Frances E C Stewart
- Wilfrid Laurier University, Waterloo, ON, Canada
- Pacific Forestry Centre, Canadian Forest Service, Natural Resources Canada, Victoria, BC, Canada
| | - Tatiane Micheletti
- Department of Forest Resources Management, University of British Columbia, Vancouver, BC, Canada
| | - Steven G Cumming
- Department of Wood and Forest Science, Laval University, Québec, QC, Canada
| | - Ceres Barros
- Department of Forest Resources Management, University of British Columbia, Vancouver, BC, Canada
| | | | | | - Isabelle Duclos
- Environment and Climate Change Canada, Yellowknife, NT, Canada
| | - Ian Eddy
- Pacific Forestry Centre, Canadian Forest Service, Natural Resources Canada, Victoria, BC, Canada
| | - Samuel Haché
- Canadian Wildlife Service, Environment and Climate Change Canada, Yellowknife, NT, Canada
| | - James Hodson
- Department of Environment and Natural Resources, Government of the Northwest Territories, Yellowknife, NT, Canada
| | - Josie Hughes
- Landscape Science and Technology Division, Environment and Climate Change Canada, Ottawa, ON, Canada
| | - Cheryl A Johnson
- Landscape Science and Technology Division, Environment and Climate Change Canada, Ottawa, ON, Canada
| | - Mathieu Leblond
- Landscape Science and Technology Division, Environment and Climate Change Canada, Ottawa, ON, Canada
| | - Fiona K A Schmiegelow
- Department of Renewable Resources, University of Alberta, Edmonton, AB, Canada
- Yukon University, Yukon Research Centre, Whitehorse, YT, Canada
| | - Junior A Tremblay
- Department of Wood and Forest Science, Laval University, Québec, QC, Canada
- Wildlife Research Division, Environment and Climate Change Canada, Québec, QC, Canada
| | - Eliot J B McIntire
- Pacific Forestry Centre, Canadian Forest Service, Natural Resources Canada, Victoria, BC, Canada
- Department of Forest Resources Management, University of British Columbia, Vancouver, BC, Canada
| |
Collapse
|
4
|
Henne PD, Hawbaker TJ. An aridity threshold model of fire sizes and annual area burned in extensively forested ecoregions of the western USA. Ecol Modell 2023. [DOI: 10.1016/j.ecolmodel.2023.110277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
|
5
|
Day NJ, Johnstone JF, Reid KA, Cumming SG, Mack MC, Turetsky MR, Walker XJ, Baltzer JL. Material Legacies and Environmental Constraints Underlie Fire Resilience of a Dominant Boreal Forest Type. Ecosystems 2022; 26:473-490. [PMID: 37179797 PMCID: PMC10167110 DOI: 10.1007/s10021-022-00772-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 05/07/2022] [Indexed: 11/25/2022]
Abstract
Resilience of plant communities to disturbance is supported by multiple mechanisms, including ecological legacies affecting propagule availability, species' environmental tolerances, and biotic interactions. Understanding the relative importance of these mechanisms for plant community resilience supports predictions of where and how resilience will be altered with disturbance. We tested mechanisms underlying resilience of forests dominated by black spruce (Picea mariana) to fire disturbance across a heterogeneous forest landscape in the Northwest Territories, Canada. We combined surveys of naturally regenerating seedlings at 219 burned plots with experimental manipulations of ecological legacies via seed addition of four tree species and vertebrate exclosures to limit granivory and herbivory at 30 plots varying in moisture and fire severity. Black spruce recovery was greatest where it dominated pre-fire, at wet sites with deep residual soil organic layers, and fire conditions of low soil or canopy combustion and longer return intervals. Experimental addition of seed indicated all species were seed-limited, emphasizing the importance of propagule legacies. Black spruce and birch (Betula papyrifera) recruitment were enhanced with vertebrate exclusion. Our combination of observational and experimental studies demonstrates black spruce is vulnerable to effects of increased fire activity that erode ecological legacies. Moreover, black spruce relies on wet areas with deep soil organic layers where other species are less competitive. However, other species can colonize these areas if enough seed is available or soil moisture is altered by climate change. Testing mechanisms underlying species' resilience to disturbance aids predictions of where vegetation will transform with effects of climate change. Supplementary Information The online version contains supplementary material available at 10.1007/s10021-022-00772-7.
Collapse
Affiliation(s)
- Nicola J. Day
- Biology Department, Wilfrid Laurier University, Waterloo, Ontario Canada
- School of Biological Sciences, Victoria University of Wellington, Wellington, New Zealand
| | - Jill F. Johnstone
- YukonU Research Centre, Yukon University, Whitehorse, Yukon Canada
- Institute of Arctic Biology, University of Alaska Fairbanks, Fairbanks, Alaska USA
| | - Kirsten A. Reid
- Biology Department, Wilfrid Laurier University, Waterloo, Ontario Canada
- Present Address: Department of Geography, Memorial University, St. John’s, Newfoundland and Labrador Canada
| | - Steven G. Cumming
- Faculté de foresterie, de géographie et de géomatique, Département des sciences du bois et de la forêt, Université Laval, Québec, Québec Canada
| | - Michelle C. Mack
- Center for Ecosystem Science and Society, Northern Arizona University, Flagstaff, Arizona USA
| | - Merritt R. Turetsky
- Institute of Arctic and Alpine Research, University of Colorado Boulder, Boulder, Colorado USA
| | - Xanthe J. Walker
- Center for Ecosystem Science and Society, Northern Arizona University, Flagstaff, Arizona USA
| | | |
Collapse
|
6
|
Micheletti T, Stewart FEC, Cumming SG, Haché S, Stralberg D, Tremblay JA, Barros C, Eddy IMS, Chubaty AM, Leblond M, Pankratz RF, Mahon CL, Van Wilgenburg SL, Bayne EM, Schmiegelow F, McIntire EJB. Assessing Pathways of Climate Change Effects in SpaDES: An Application to Boreal Landbirds of Northwest Territories Canada. Front Ecol Evol 2021. [DOI: 10.3389/fevo.2021.679673] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Distributions of landbirds in Canadian northern forests are expected to be affected by climate change, but it remains unclear which pathways are responsible for projected climate effects. Determining whether climate change acts indirectly through changing fire regimes and/or vegetation dynamics, or directly through changes in climatic suitability may allow land managers to address negative trajectories via forest management. We used SpaDES, a novel toolkit built in R that facilitates the implementation of simulation models from different areas of knowledge to develop a simulation experiment for a study area comprising 50 million ha in the Northwest Territories, Canada. Our factorial experiment was designed to contrast climate effects pathways on 64 landbird species using climate-sensitive and non-climate sensitive models for tree growth and mortality, wildfire, and landbirds. Climate-change effects were predicted to increase suitable habitat for 73% of species, resulting in average net gain of 7.49 million ha across species. We observed higher species turnover in the northeastern, south-central (species loss), and western regions (species gain). Importantly, we found that most of the predicted differences in net area of occupancy across models were attributed to direct climate effects rather than simulated vegetation change, despite a similar relative importance of vegetation and climate variables in landbird models. Even with close to a doubling of annual area burned by 2100, and a 600 kg/ha increase in aboveground tree biomass predicted in this region, differences in landbird net occupancy across models attributed to climate-driven forest growth were very small, likely resulting from differences in the pace of vegetation and climate changes, or vegetation lags. The effect of vegetation lags (i.e., differences from climatic equilibrium) varied across species, resulting in a wide range of changes in landbird distribution, and consequently predicted occupancy, due to climate effects. These findings suggest that hybrid approaches using statistical models and landscape simulation tools could improve wildlife forecasts when future uncoupling of vegetation and climate is anticipated. This study lays some of the methodological groundwork for ecological adaptive management using the new platform SpaDES, which allows for iterative forecasting, mixing of modeling paradigms, and tightening connections between data, parameterization, and simulation.
Collapse
|
7
|
Fire deficit increases wildfire risk for many communities in the Canadian boreal forest. Nat Commun 2020; 11:2121. [PMID: 32358496 PMCID: PMC7195457 DOI: 10.1038/s41467-020-15961-y] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 04/06/2020] [Indexed: 11/08/2022] Open
Abstract
The top priority of fire management agencies in Canada is to protect human life and property. Here we investigate if decades of aggressive fire suppression in the boreal biome of Canada has reduced the proportion of recently burned forests (RBF; <30 years) near human communities, and thereby inadvertently increased the risk of wildfire. We measured the percentage of RBF, which are usually less flammable than older forests, up to a 25-km radius around communities compared to that in the surrounding regional fire regime zone. Our analysis of 160 communities across boreal Canada shows that 54.4% exhibited a deficit or lack of RBF, whereas only 15.0% showed a surplus. Overall, a majority (74.4%) of communities are surrounded by a low (≤10%) proportion of RBF, indicating a higher vulnerability of those communities to wildfire. These findings suggest that suppression policies are increasing flammability in the wildland–urban interface of boreal Canada. A primary element of modern wildfire management is to aggressively suppress small fires before they become large, but benefits can be offset by the fact that these practices promote older forests that are more ‘flammable’. Here the authors show that this downside puts numerous human communities at elevated risk of fires in boreal Canada.
Collapse
|