Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE (Open Access)

The sum of small parts: changing landscape fire regimes across multiple small landholdings in north-western Australia with collaborative fire management

Michael Wysong A B * , Sarah Legge B C K * , Alex Clark D , Stefan Maier E F , Bardi Jawi RangersG , Nyul Nyul RangersH , Yawuru Country ManagersA , Stuart Cowell I and Grey Mackay J
+ Author Affiliations
- Author Affiliations

A Nyamba Buru Yawuru, Environmental Services Unit, 55 Reid Road, Cable Beach, WA 6726, Australia.

B Research Institute of Environment and Livelihoods, Charles Darwin University, Casuarina, NT 0810, Australia.

C Fenner School of Environment and Society, The Australian National University, Canberra, ACT 2601, Australia.

D Kimberley Land Council, 11 Gregory Street, Broome, WA 6725, Australia.

E Maitec, PO Box U19, Charles Darwin University, Darwin, NT 0815, Australia.

F School of Science and Engineering, James Cook University, Qld 4811, Australia.

G Lot 19–20, First Street, Ardyaloon, PO Box 2145, Broome, WA 6725, Australia.

H C/o Beagle Bay Community, PO Box 2145, Broome, WA 6725, Australia.

I Conservation Management, PO Box 4650, Bathurst Street, Hobart, Tas. 7000, Australia.

J Land Alliance, PO Box 3223, Broome, WA 6725, Australia.

K Corresponding author. Email: sarahmarialegge@gmail.com

International Journal of Wildland Fire 31(2) 97-111 https://doi.org/10.1071/WF21118
Submitted: 10 August 2021  Accepted: 18 November 2021   Published: 16 December 2021

Journal Compilation © IAWF 2022 Open Access CC BY-NC-ND

Abstract

Fire is a natural process in tropical savannas, but contemporary cycles of recurrent, extensive, severe fires threaten biodiversity and other values. In northern Australia, prescribed burning to reduce wildfire incidence is incentivised through a regulated emissions abatement program. However, only certain vegetation types are eligible; also, managers of small land parcels are disadvantaged by the program’s transaction costs and interannual variability in management outcomes. Both impediments apply to landholders of the Dampier Peninsula, north-west Australia. Nevertheless, Indigenous rangers, pastoralists and other stakeholders have collaborated for 5 years to manage fire across their small holdings (300–2060 km2). We used remote sensing imagery to examine the project’s performance against seven fire regime targets related to biodiversity, cultural and pastoral values. At the scale both of individual landholders and the entire Peninsula (18 500 km2), the project significantly reduced the extent of annual fire, high-severity fire, mid-late dry season fire, fire frequency and severe fire frequency. The project significantly increased the graininess of burnt and unburnt areas and the extent unburnt for 3+ years more than tripled. The project demonstrates that cross-tenure collaboration can overcome the challenges of managing fire on small land parcels. However, this project’s sustainability depends on securing ongoing funding.

Keywords: fire management, traditional fire management, tropical savanna, carbon emissions, emissions abatement, Indigenous fire management, pindan woodlands, biocultural indicators.

Introduction

Fire is a pervasive disturbance for many terrestrial ecosystems (Bowman et al. 2009; Pausas and Keeley 2009) and an important landscape management tool used by humans for millennia (Pyne 1997; Bowman et al. 2011; Huffman 2013). Both natural and anthropogenic burning affect ecosystem structure and composition worldwide (Archibald et al. 2012; McLauchlan et al. 2020). In modern times, large wildfires are increasingly impacting terrestrial ecosystems and threatening human health, safety and livelihoods, posing immense challenges for land managers (Krawchuk et al. 2009; Boer et al. 2020). The controlled application of fire, such as through prescribed burning, is commonly used to reduce fuel loads or enhance fire breaks to protect specific tracts of land and limit the spread of wildfire. While there is considerable debate over the efficacy of prescribed burning in different biomes, its application can reduce the impacts of fire in some contexts (Fernandes and Botelho 2003; Penman et al. 2011).

In the tropical savannas of northern Australia, fire has been a natural disturbance agent for tens of millions of years (Bowman et al. 2010). This region has a monsoonal climate: wet season rains (November to April) stimulate profuse grass growth, which cures during the dry season (May to October), becoming susceptible to ignition from lighting strike in the lead-up to the subsequent monsoon (Russell-Smith et al. 2003). Prior to human occupation, fire in northern Australia was characterised by infrequent, high-intensity fires at the end of the dry season (Bowman 2002).

Following their arrival on the continent (c. 65 000 years ago; Clarkson et al. 2017), Aboriginal people began using fire for various purposes including to promote forage for game species, increase availability of food plants, facilitate travel across country or communicate over large distances (Gammage 2013). Fires were ignited through the dry season, resulting in a finer-grained mosaic of fire age classes across the landscape and across time (Vigilante 2001; Bowman et al. 2004; Blackwood et al. 2021). Following colonisation, the spread of pastoralism displaced Aboriginal communities from their lands (Reynolds 1987). In north-western Australia, the displacement accelerated in the 1960s following equal wage legislation, changes in technology that made the skills of the Indigenous stockman obsolete (e.g. the use of fencing, and motor vehicles for mustering), and the Australian government’s policy of assimilation (Anthony 2007). These changes removed traditional fire management from much of northern Australia, although components of traditional burning continued in some locations (Yibarbuk et al. 2001; Russell-Smith et al. 2003).

Contemporary fire regimes in northern Australia became dominated by large (i.e. 102–104 km2), high-intensity (>2500 kW m−1), mid-to-late season wildfires, re-occurring every 1–3 years over the same area of land (Fisher et al. 2003; Russell-Smith et al. 2003). The new fire regimes have contributed to contemporary changes to the structure and composition of woodlands, losses in key shelter and food resources for animals, and declines in fire-sensitive plants, ecological communities and animal guilds including small–medium-sized ground-dwelling mammals and birds, seed-eating birds and riparian birds (citations in Table 1).


Table 1.  Objectives and targets for improving the Dampier Peninsula fire regime identified by the Working Group before collaborative fire management. Includes the metrics used in the analysis and their rationale
Click to zoom

Frequent wildfires also negatively affect the social, cultural and economic values of northern Australia. Such fires threaten the safety of remote communities and outstations and incur high emergency response costs. For Aboriginal communities, re-occurring wildfires threaten sacred sites, food and medicine plants and game species, and reduce the capacity for healthy country management (Vigilante et al. 2017; Ansell and Evans 2020). For pastoralists, wildfires cause substantial economic costs from lost production when pasture is burnt, and repairs when infrastructure (fences, bores) is destroyed (Drucker et al. 2008; Skroblin et al. 2014). Wildfires also threaten the regional tourism industry that relies on access to natural environments and outdoor activities (Axford and Legge 2008; Blanch 2008; Russell-Smith and Whitehead 2015). Finally, wildfires in the tropical savannas are a significant contributor to global annual greenhouse gas emissions (Russell-Smith et al. 2009).

Modern fire management in northern Australia relies on early dry season prescribed burning to strategically reduce fuel loads and thus limit the extent and severity of wildfires burning later in the dry season. Increasingly, such fire management is promoting the restoration of Indigenous burning practices modified by the use of modern technology (e.g. helicopters, satellite mapping, four-wheel-drive vehicles) to achieve benefits for people, culture, biodiversity and emissions abatement (Ansell and Evans 2020; McKemey et al. 2020). In northern Australia, fire management has been incentivised since 2012 (Commonwealth of Australia 2013) through a regulated program that allows registered savanna burning projects to sell carbon offsets that are accrued by reducing the extent of late dry season wildfires, and thus reducing annual greenhouse gas emissions (Russell-Smith et al. 2009). Currently, 76 registered savanna burning projects are managing fire over 25% of the tropical savanna region, achieving landscape-scale changes in fire regimes (Corey et al. 2020; Edwards et al. 2021). However, not all managers in northern Australia can access this incentive: the transaction costs of project registration, annual reporting and auditing, and the interannual variability in fire management outcomes disadvantage managers of small land parcels from participating because of diminishing and less certain returns at smaller scales (Russell-Smith et al. 2015). Hence, the average parcel size of registered projects is 4040 km2 (Edwards et al. 2021). In addition, the emissions abatement calculations are specific to defined vegetation types, so land parcels with vegetation types that are not recognised by the approved method for estimating emissions abatement are ineligible.

The Dampier Peninsula in the western Kimberley region of Western Australia supports high biodiversity and economic values, in a unique landscape with enduring Aboriginal cultures. In recent decades, these values have been threatened by regular, extensive and severe wildfires. Land managers of the Peninsula cannot access the emissions abatement market of Australia’s tropical savannas because the dominant vegetation (pindan woodland) is currently excluded from the approved method (Lynch et al. 2018). In addition, land parcels on the Peninsula include fairly small areas (smallest is 300 km2; average is 2620 km2), limiting the effectiveness of individual fire management efforts. In spite of these impediments, Indigenous ranger groups, pastoralists, fire managers and other stakeholders responded to widespread community concern about the prevailing fire regime, and have collaborated since 2016 to improve fire regimes on the Peninsula by coordinating fire management across tenures. In this paper, we describe the objectives and targets for the fire regime change set by the group and assess whether the coordinated fire management has allowed the group to meet those targets. We discuss the potential benefits of the managed fire regime for biodiversity and people on the Peninsula, the lessons for collaborative management and the challenges for a coordinated fire management program that lacks access to ongoing funding, such as the regulated carbon market.


Methods

Study area

The project occurred in the Dampierland biogeographic region of northern Western Australia and comprised native title determinations, Indigenous Protected Areas, pastoral leases and Unallocated Crown Land, covering 18 500 km2 (Fig. 1). The climate is tropical monsoonal. Traditional Owner groups recognise six seasons. Most rain falls in Man-gala (Yawuru and Bardi Jawi languages) (wet season, December–March), averaging between 627 mm (Broome airport) and 954 mm (Country Downs station) annually (http://www.bom.gov.au/climate/data) (Supplementary Fig. S1a). Prescribed burning mostly occurs in Wirralburu (Yawuru)/Iralbu (Bardi Jawi) (early dry season, May–June), and wildfires can occur in Barrgana and Wirlburu (Yawuru)/Bargana and Djalalayi (Bardi Jawi) (mid-late dry season, July–November) (http://www.bom.gov.au/iwk/calendars/yawuru.shtml).


Fig. 1.  Map of the project area, showing the Native Title Determinations (solid shading) and the pastoral leases (hatching). The management areas in the modelling analyses are labelled on the map.
Click to zoom

The primary vegetation type is pindan woodland or shrubland dominated by a mid-storey of often thicket-forming Acacia (A. tumida, A. eriopoda), a sparse overstorey of trees including eucalypts (Eucalyptus tectifica, E. polycarpa, Corymbia grandifolia) and a sparse ground cover of hummock or bunch grasses (Kenneally et al. 1996). Monsoon vine thickets, a fire-sensitive dry rainforest recognised as a nationally endangered ecological community, occupy a small portion of the Peninsula (>0.01%) but contribute greatly to its biodiversity and are an important source of traditional medicine and food plants for Aboriginal people of the region (Ondei et al. 2017; Kenneally 2018; Lemon 2020). Wetlands, rocky outcrops, saline grasslands, saltwater paperbark thickets and sandplains are scattered throughout the study area in small proportions (Kenneally et al. 1996). In addition to managed cattle on active pastoral leases, unmanaged or feral cattle, horses and donkeys are present throughout the study area.

The Dampier Peninsula Fire Working Group

The Dampier Peninsula Fire Working Group (hereafter the Group) was formed in 2016, and brings together Traditional Owners, Indigenous ranger groups, government agencies, regional conservation groups, non-profit organisations, the pastoral and natural resources industries, and scientific experts to work collaboratively to improve fire management on the Dampier Peninsula through coordinated training, skills-sharing, communications and prescribed burning delivery (Table 2, Fig. 1).


Table 2.  List of project partners and their primary fire management objectives, grouped by their roles in the Dampier Peninsula Fire Project. Landholders and managers and shown in grey shading
Click to zoom

During a series of facilitated planning workshops structured using the Open Standards for the Practice of Conservation Framework (to align with Healthy Country Plans that are routinely developed by Indigenous rangers to manage country; Carr et al. 2017), the Group identified the biodiversity, cultural, pastoral and human safety and livelihood values threatened by a wildfire-dominated fire regime. The Group then set four medium-term objectives with seven measurable targets outlining the specific fire regime changes they wanted to achieve on the Peninsula in order to support those values (Table 1).

Coordinating prescribed burning

Before each burning season (April–June, Wirralburu, Iralbu), each landholder developed their own property burn plan to suit their individual objectives (Table 2). These plans were then compiled for the entire Peninsula and reviewed by the Group to identify any operational ‘gaps’ where management was missing or weak, particularly in interstitial areas between the focal activity areas of each of the five to six (depending on year) landholders that managed the largest tracts of land. Opportunities to share equipment, resources or burning activities were discussed. Once prescribed burning was under way, the Group reviewed progress during fortnightly phone hook-ups, and made alterations to the burn plans as needed to target or re-prioritise areas for additional fire application.

Generally speaking, the consolidated burn plan aimed to use prescribed burns in the early dry season to create fuel-reduced buffers around high-value areas (e.g. monsoon vine thicket patches, important areas of pasture) and across the path of typical wildfire spread (known from local knowledge plus inspection of archived satellite imagery) in the mid-late dry season (July–December; Barrgana to Wirlburu; Bargana to Djalalayi), and to break up any large patches (e.g. >10 km2) of the same fire age into smaller patches, so wildfires were less likely to consume the whole original patch area. Because of the scale, remoteness and limited access across the project area, much of the prescribed burning was carried out through the use of aerial incendiaries deployed by helicopter. Where feasible, ground burning ignited by drip torch was also conducted.

Fire regime metrics

We described annual fire patterns (2004–20) using MODIS (Moderate Resolution Imaging Spectroradiometer; 250-m resolution) vector data available from the North Australia Fire Information service (http://firenorth.org.au). Each year’s fire scars are attributed to a month. Fire severity, or the amount of above ground vegetation consumed by the fire, is related to the fraction burnt of each pixel affected by fire; we estimated this using a linear spectral unmixing approach. We used raw data from MODIS on both satellite platforms, Aqua and Terra (Barnes et al. 1998, Justice et al. 1998, Salomonson et al. 2006), downloaded from the Ocean Biology Processing Group (OBPG) Distributed Active Archive Center at NASA’s Goddard Space Flight Center (https://oceandata.sci.gsfc.nasa.gov). Raw data were processed to L1b (radiometrically and geometrically calibrated) using the MODIS L1b processor of the SeaDAS software package (https://seadas.gsfc.nasa.gov). Pre-processing, including atmosphere correction, geocoding and observation geometry correction, followed Maier (2010). The fraction of the pixel burnt was estimated using linear spectral unmixing of the bottom-of-atmosphere reflectances of MODIS channels 1–5 and 7 using two end members, unburnt and burnt. Results from individual satellite overpasses were aggregated to monthly maps for further analysis.

We used several metrics to characterise fire patterns, based on Legge et al. (2011, 2015b) (Table 1), and calculated them for the baseline ‘control’ period before the Group began peninsula-wide collaborative fire management (2004–15) as well as the 5-year ‘treatment’ period (2016–20) over which collaboration occurred. Fire metrics were calculated for the whole project area, as well as separately for five constituent management areas that had been managed by the same partner over the project period, because managers wanted to know whether the collaboration was improving fire patterns at a smaller scale, on their own land, as well as across the Peninsula (Fig. 1). These five management areas (Bardi Jawi, Nyul Nyul–Bindunbur, Country Downs Station, Yeeda–Mt Jowlaenga Station, Yawuru) comprised 80% of the project area. The remaining 20% was managed by different partners over a period in which Jabirr Jabirr Native Title was being determined, and was not included in this analysis.

Spatial data manipulation was carried out using ArcGIS, with the Spatial Analyst extension. Data were projected to GDA94 MGA51 before area and distance calculations were made. We derived the fire metrics for the whole peninsula, and for the constituent management areas, as follows (and see Table 1). Annual fire extent was the proportion of the area (Peninsula-wide, or individual management areas) that burned in that year. Fire seasonality, or the extent of late season fires, was the proportion of the year’s fires that occurred from July to December. Annual high-severity fire was the proportion of the project area that burned at high severity, where high severity was defined as >50% of a pixel being burnt (detailed methods in Supplementary file). Note that this metric is likely to correlate with fire seasonality, but not be the same, because some early dry season fires can burn severely, and conversely some late dry season fires can burn mildly. Fire frequency and severe fire frequency were calculated using a moving 6-year window leading up to each year analysed: we found the proportion of each management area that had burnt 0, 1, 2, 3, 4, 5 or 6 times in that preceding 6-year window and calculated the proportion burnt ≥3 times, which we defined as ‘high frequency’. Likewise, we defined severe fire frequency as being burnt ≥3 times by a severe fire over the prior 6-year period. To derive the distance to unburnt vegetation metric, we buffered the project area by 200 km because unburnt vegetation outside the project boundary could potentially be closer to burnt areas near the boundary. We removed patches of less than 20 ha so that the metric represented the distance to the nearest unburnt patch of at least 20 ha. We converted the vector data to 250-m raster format, then calculated the straight-line distance from every burnt pixel to the nearest unburnt vegetation. Zonal statistics were used to display the data in a table format and the distances for each management area were averaged. Finally, we merged the annual fire mapping each year to create a composite time-since-last fire map, then calculated the extent of long-unburnt vegetation, defined as the proportion of each management area that had not burnt in 3, 4, 5 and 6 years or more.

Data analysis

We evaluated the effect of coordinated collaborative fire management on the fire metrics of each management area, using generalised linear mixed effects models for six of the seven fire metrics (the average distance to unburnt vegetation excepted). Each of these six metrics is expressed as a proportion ranging between 0 and 1 and arises from continuous data (ha), so we fitted each model with a β distribution and logit link function (Douma and Weedon 2019) using the package ‘glmmTMB’ version 1.0.2.1 (Magnusson et al. 2020) in R version 4.0.5 (R Core Team 2021). Where necessary, we applied a data transformation, following Douma and Weedon (2019) to ensure that values for the response variables did not equal 0 or 1. The average distance to unburnt vegetation is a normally distributed continuous variable so we used linear mixed effects models in the package ‘lmer4’ version 1.1–27 (Bates et al. 2012) to evaluate the effect of coordinated fire management on this metric.

All models included management as a categorical variable with two levels: pre-management ‘control’ (2004–15) and post-management ‘treatment’ (2016–20). We also included rainfall in the preceding year (1 July–30 June) as a continuous covariate in the models because rainfall can have an important effect on productivity and in turn on annual fire metrics (Whitehead et al. 2014). Monthly rainfall data were sourced from the Australian Government Bureau of Meteorology online climate data portal (http://www.bom.gov.au/climate/data) and compiled for each of the five management areas from weather stations located on those parcels (Supplementary Fig. S1b). Where rainfall data were missing or incomplete for a management area, rainfall values were sourced from the next nearest station. Rainfall data were normalised between 0 and 1 using the rescale function in the package ‘scales’ version 1.1.1 (Wickham and Seidel 2020). We included management area as a random effect in the models in order to account for unexplained variation attributed to the land managers or places.

Since fire patterns are strongly influenced by rainfall, and rainfall was a covariate in the models, we did not also include year in the models for annual fire metrics (i.e. annual fire extent, fire seasonality, annual fire severity, distance to unburnt) to avoid collinearity issues. In contrast, we included year as a continuous variate in the models dealing with multi-year metrics (fire frequency, severe fire frequency, extent of long-unburnt vegetation) because the extent of collinearity between annual rainfall and a metric calculated over several years is reduced, and also because if management is effective, these metrics should improve progressively over time, and we therefore wanted to test for a time trend. Thus, for these three models, we included year as an interacting factor with management. Model fit was assessed using residual diagnostic plots generated by the package ‘DHARMa’ version 0.4.1 (Hartig and Hartig 2017).


Results

For each of the seven fire metrics, we describe the change from baseline to project period for the whole Peninsula, and present the results of the mixed model analyses of metric changes across the constituent management areas.

Annual fire extent, seasonality and severity

The overall annual fire extent over the baseline period (2004–15) averaged 43% (s.e. 5.2%; range 14–68%) and more than halved to an average of 19% (s.e. 5.9%; range 2.5–39%) during the project period (2016–20). The percentage of annual fires occurring in the late dry season decreased by 30% from a baseline average of 86% (s.e. 4.7%; range 40–100%) to a project average of 60% (s.e. 10%; range18–77%). The percentage of the Dampier Peninsula that burned in severe fires decreased from a baseline average of 28% (s.e. 3.5%; range 9.1–45%) to a project average of 9.8% (s.e. 3.1%; range 2.8–21%). The percentage of the annual fire extent burned in severe fires had a baseline average of 65% (s.e. 1.2%), while the project average was 62% (s.e.13%); the lack of change was driven by the results in 2016, where a very small area of the peninsula burned (2.5%) but did so with high severity (Fig. 2ad; Fig. S2).


Fig. 2.  Changes in the annual fire extent, seasonality and severity of fire. Maps of the project area, showing (a) the annual fire extent at the end of 2015 (an example year from the baseline period); and (b) 2020 (after 5 years of the project). Annual fire extent maps for the full series of years (2004–20) are available in the Supplementary material. Early dry season fires occurring from January to June are shaded orange; late dry season fires occurring from July to December are shaded red. (c) Annual fire extents, made up of early and late season fires, for baseline years (2004–15) and project years (2016–20). The proportion of each year’s fires that are late season fires, the baseline average (86%), and the target for this metric (60%). (d) High-severity fires for baseline years (2004–15) and project years (2016–20), expressed as the proportion of the Dampier Peninsula project area (black line), and – for additional context – as the proportion of the annual fire extent (red line).
Click to zoom

The analysis of changes in the constituent management areas showed that collaborative fire management significantly reduced the total annual fire extent, the proportion of fire occurring in the late dry season, and the proportion of annual fires that were severe. As expected, rainfall had a positive effect on all three metrics (Table 3; Fig. S3ac).


Table 3.  Estimates (β), standard error (s.e.) and statistical significance of variables used in mixed effects models to evaluate the effectiveness of collaborative fire management on the Dampier Peninsula, Western Australia, across seven fire metrics
Click to zoom

Fire frequency and severe fire frequency

Both fire frequency and severe fire frequency decreased across the Dampier Peninsula during the project years (2016–20) compared with the baseline (2009–15) (Fig. 3ac). The modal fire frequency at the end of the baseline period was 3 times in 6 years; by 2020, the modal frequency had decreased to 2 times in 6 years. Additionally, the proportion of the Peninsula remaining unburnt or burnt only once in 6 years more than doubled while the proportion of habitat burnt 3 or more times in 6 years more than halved at the end of the project period (Fig. 3d). At the same time, the proportion of habitat not burnt in 6 years more than doubled while the proportion of habitat burnt 3 or more times in 6 years more than halved at the end of the project period. (Fig. 3d).


Fig. 3.  Change in fire frequency over time: (a) 6-year fire frequency to the end of 2015; and (b) to the end of 2020. Each year’s fire extent is shaded green (early dry season; January–June) and red (late dry season fires, July–December), and overlain with 70% transparency. The maps show a decline in fire frequency as well as a shift in fire seasonality from late to early dry season. (c) The percentage of the Dampier Peninsula that is burnt at high frequency (i.e. 3 times or more in 6 years) annually, for all fires and for severe fires, from 2009 to 2020. The baselines (dashed line) are the averages of the values from 2009 to 2015. The vertical line indicates when the collaborative fire project began. (d) The proportion of project area burnt at different frequencies, over the preceding 6 years, at the end of 2015 (baseline period) and the end of 2020 (after 5 project years).
Click to zoom

The analysis of changes in the constituent management areas showed a significant interaction between year and management for high-frequency fires, whereby the proportion of the Peninsula burnt 3 or more times in 6 years decreased over time in the project years, but not in the baseline years. We also found a significant interaction between year and management for high severe fire frequency, whereby the proportion of the peninsula burnt severely 3 or more times in in 6 years decreased over time in the project years, but not in the baseline years. Rainfall had a positive effect on both metrics (Table 3; Fig. S3d, e).

Distance to unburnt vegetation

The mean distance (± s.e.) from burnt areas to the nearest unburnt vegetation (>20 ha) across the entire peninsula decreased from a baseline (2004–15) of 1420 ± 78.5 m (range 1050–1840 m) to 844 ± 82.9 m (range 413–821 m) over the period of collaborative fire management (2016–20) (Fig. 4). The analysis of changes in the constituent management areas showed that collaborative fire management significantly reduced the distance from burnt to unburnt vegetation. Rainfall had a positive effect on distance to unburnt vegetation (Table 3; Fig. S3f).


Fig. 4.  The distance (mean and standard error) from burnt pixels to the nearest unburnt patch of at least 20 ha in size (a) at the end of 2015; and (b) the end of 2020. White areas of the map are unburnt vegetation; shaded areas are coloured to show the distance to the nearest unburnt vegetation. (c) The average distance to unburnt vegetation over time; the means of the baseline years (2009–15) and project years (2016–20) are shown with dotted lines.
Click to zoom

Extent of long-unburnt vegetation

By the end of the project period (2020), the areal extents of different vegetation ages had shifted towards longer-unburnt relative to the end of the baseline period (2015) (Fig. 5a, b). The extent of vegetation unburnt for 3 or more years increased from 18% in 2015 to 65% in 2020 (Fig. 5c). In the analysis of changes in the constituent management areas, we found a significant interaction between year and management, whereby the proportion of the Peninsula that was long-unburnt (3 or more years) increased over time in the project years, but not in the baseline years. Rainfall also had a positive effect on the extent of long-unburnt vegetation (Table 3; Fig. S3g).


Fig. 5.  Extent of different time-since-fire age classes across the Dampier Peninsula at (a) the end of the baseline period in 2015; and (b) at the end of the project period in 2020. (c) The percentage of the Dampier Peninsula that is long-unburnt (expressed as 3+, 4+, 5+ and 6+ years since fire) between 2009 and 2020. The vertical reference line shows the transition from the baseline years to the project years.
Click to zoom


Discussion

Our results demonstrate that the Dampier Peninsula Fire Working Group successfully changed the fire regime on several adjacent, fairly small (down to 300 km2) land parcels by coordinating fire management across boundaries. To monitor their progress, the Group identified four broad objectives and seven specific targets with metrics against which the fire regime was measured. The objectives, metrics and targets were selected because they are related, by published evidence, to the biodiversity, pastoral, economic and cultural benefits sought (Table 1). Below, we discuss the changes in fire metrics and their implications for the range of values that the project sought to protect; we describe what made the partnership model successful, what its weaknesses are, and how these could be solved.

Fire regime changes

Over the 5 years of the Dampier Peninsula fire project, we observed significant changes in annual fire extent, fire seasonality, fire severity, fire frequency, severe fire frequency, the average distance to unburnt vegetation and the extent of long-unburnt vegetation, leading us to conclude that the Group was successful in achieving their fire management objectives (Table 1).

Previous studies have shown that management can be very effective at changing the seasonality of fires, and reducing the proportion of fires burning in the late dry season is a common target for wildfire abatement in tropical savanna ecosystems globally (Van Wilgen et al. 2004; Russell-Smith et al. 2015; Mistry et al. 2016; Evans and Russell-Smith 2020; Radford et al. 2020; Edwards et al. 2021). In northern Australia, the seasonality of fire is of particular interest, as late dry season fire is an indicator of wildfire extent and a key metric of the emissions abatement estimation. Our project in the Dampier Peninsula achieved a 30% reduction in the proportion of the annual fire extent caused by late dry season fires, decreasing it from an average over 12 years of 86% to an average over 5 years of 60% (Target 1.2, Table 1). The scale of this change is similar that of registered savanna burning projects elsewhere in northern Australia, where the proportion of the annual fire extent caused by late dry season fire has decreased by ~41% (from an average of 67% pre-project to 40% following implementation; Edwards et al. 2021). Although the baseline annual fire extents are similar (43% in the Dampier Peninsula, 46% in registered projects elsewhere in the savanna), and the scale of the fire seasonality change is comparable (30–40% reduction), the baseline proportion of the annual fire extent comprising late dry season fires was particularly high in the Dampier Peninsula (86% vs. 31% for registered projects), suggesting something about the social, vegetation and climate context predisposes the peninsula to late season fire. These contrasts also suggest there is potential to further reduce the proportion of mid-late dry season fire on the Dampier Peninsula.

The collaborative fire management reduced the annual fire extent by over half, from 43% to 19%, an unanticipated result. Reviews of fire management outcomes in Australia suggest that even when the extent of late season wildfires is reduced by prescribed burning, the net change in the overall fire extent is modest, including small increases (Penman et al. 2011), no change (Murphy et al. 2015; Evans and Russell-Smith 2020; Radford et al. 2020) or small decreases (Russell-Smith et al. 2013). Our project achieved a reduction in annual fire extent that considerably exceeds that of other prescribed burning projects in northern Australia (Russell-Smith et al. 2013; Murphy et al. 2015; Radford et al. 2020) (but see Legge et al. 2015b). One contributor to this discrepancy is the influence of the 2016 fire season, during which only 2.5% of the Peninsula burnt as a result of an unusually dry preceding monsoon season (with less than half the average rainfall, 312 mm), and very high annual fire extents in the previous 3 years (averaging 59.9% each year). Thus, low fuel availability contributed to the observed low fire extent in 2016. However, even if 2016 is excluded, the average annual fire extent in the project years 2017–20 was 23%, which is still much lower than the equivalent figure for the baseline years. The project stimulated constructive community conversation about managing fire and it is possible that this helped to reduce careless ignitions by residents on the Peninsula. We lack data to examine this, but note it takes very few ignitions late in the dry season to create extensive annual fire extents, and we doubt the change in fire patterns could be caused by changes in ignition patterns alone.

Impacts of the fire regime changes

The high annual fire extent, high proportions of late dry season and severe fires, high fire frequency and high severe fire frequency in the baseline years of the project represent an extreme fire regime for pindan woodlands and shrublands, the prevalent vegetation type of the Peninsula. Pindan communities are dominated by obligate-seeder trees and shrubs that take 4–5 years (Radford and Fairman 2015) or 5–7 years (Kenneally et al. 1996) to recover from fire. Therefore, a minimum interval of 5–8 years between severe canopy-killing fires is needed to re-establish mature reproductive trees. Similarly, re-establishment of perennial hummock and tussock grass canopies typically takes 3 years following fire (Radford and Fairman 2015). Hence, with frequent and severe fire, these communities may not reach climax ecological succession, but instead remain caught in a highly disturbed state, exacerbated by continual grazing (Legge et al. 2019). The fire regime of the baseline years is likely to favour epicormic re-sprouting trees and fast-growing forbs and annual grasses (Radford and Fairman 2015).

The fire regime being brought about by the project may cause the vegetation structure and species composition of the pindan communities to change. During a November 2020 workshop, the Group identified seven biocultural indicators that may respond to the fire regime change. These indicators represent assets previously identified in Healthy Country Plans, property management plans and regional planning documents (Watson et al. 2011; Oades and Meister 2013; Yawuru Registered Native Title Body Corporate 2014), and include nationally threatened species and ecological communities that are the subject of recovery plans and conservation advices (https://www.environment.gov.au/biodiversity/threatened). A key output of the workshop was the Dampier Peninsula Fire Project Monitoring Plan (DPFWG 2021), which outlines broad targets for each of the seven biocultural indicators and identifies costs associated with their monitoring. Securing funding to support partners to monitor these biocultural indicators on their tenures will be a key future priority of the Group.

While it may take years for the impacts of changing fire regimes to be understood, evidence suggests that improvements to these specific biocultural indicators are likely. The spectacled hare wallaby, Lagorchestes conspicillatus, and bilby, Macrotis lagotis – two rare medium-sized mammals on the Peninsula – require long-unburnt habitat for shelter from predators (McGregor et al. 2014; Leahy et al. 2015; Davies et al. 2020), close to recently burnt habitat for foraging (Southgate et al. 2007; Wysong et al. 2021). Hence, increased extent of long-unburnt habitat and reduced distance to unburnt vegetation are likely to benefit populations of these species. Spear wattle, Acacia monticola, an obligate-seeder tree that does not typically produce seed within 3 years of post-fire germination (Williams et al. 1999), is a culturally valued tree used by Aboriginal groups of the Dampier Peninsula to produce traditional artefacts such as clapping sticks, boomerangs and spears (Kenneally et al. 1996), now a source of income for Indigenous craft-makers. Reduced fire frequency, especially of severe fires, should benefit this species, and other culturally important, fire-intolerant species and ecological communities of the Peninsula, including the national endangered monsoon vine thickets (Vigilante et al. 2017; Lemon 2020).

The partnership – strengths and weakness

The Group’s success at changing fire regime changes on the Peninsula has been helped by some features of the collaborative partnership that was purposefully built around the Collective Impact approach to solving complex conservation problems outlined in the Open Standards for the Practice of Conservation (Carr et al. 2017). This approach describes five key features: a shared vision, coordinated action, accountability (the subject of the work presented here), communication, and project coordination and resourcing. The partnership was formed in recognition that the impediments to improved fire outcomes were social, rather than operational. The collaboration was structured to be thoroughly democratic: meetings before and after the burning season were facilitated, and expert technical advice was engaged, but there were no leaders, and differences in fire management objectives and operational delivery were respected. This format built trust among diverse partners and created a sense of shared ownership and co-development among individuals. Participants had different levels of prescribed burning experience and groups conducted fire operations on their own remote tenures, so these fora were important opportunities to learn from one another and to share skills, success and failures. The partnership also enabled local and state government agencies to work more efficiently across land tenures, rather than working with stakeholders separately. This allowed speedier, shared resolution for regulatory and operational barriers, and the efficiencies freed up more logistic and operational support for aerial and on-ground ignition, and related work such as creating mineral earth breaks. Regular communication among the group members was critical for maintaining cohesion. As well as the twice-yearly workshops, fortnightly conference calls during the burn season enabled members to stay connected, track overall progress across the Peninsula and adaptively respond to challenges on the ground.

The project’s success was achieved despite significant challenges. The partnership formed around shared objectives, and built enough self-sustaining momentum to withstand challenges such as relying on year-to-year small grant funding to pay for coordination and communication, consultants to deliver planning workshops, external scientific expertise and to fill small funding gaps for critical operational components not covered in the participants’ budgets. The project also survived turnover of key personnel who initiated and coordinated the project. The instability of funding and coordination poses ongoing uncertainty and risks to the project. Without a more secure source of funding for project coordination, planning and reporting, as well as operational delivery, even successful collaborative partnerships such as the Dampier Peninsula Fire Working Group are unstable and likely unsustainable.


Conclusions

Prescribed burning across large land parcels in northern Australia is changing fire regimes by reducing the extent of wildfires (Legge et al. 2011; Murphy et al. 2015; Russell-Smith and Whitehead 2015; Corey et al. 2020; Evans and Russell-Smith 2020; Edwards et al. 2021). The emissions abatement opportunity that incentivises fire management has been a critical driver for these landscape improvements in fire regimes (Russell-Smith et al. 2009). In contrast, we achieved success across small land parcels managed by diverse interests without such incentive, but the project faces an ongoing risk of failure due to funding insecurity. To access emissions abatement funding, four enabling steps are needed. Pindan vegetation needs to be added as an eligible vegetation type in the approved methodology (Lynch et al. 2018). Second, the current rules stipulate that the baseline fire regime, against which the project performance is contrasted, is measured immediately before project registration. Hence, unless the baseline can be backdated, the Group’s current success will work against them because their baseline would encompass project years with reduced late dry season fires, limiting the potential for further improvement and reducing carbon payments. Third, legislation in Western Australia means that the Minister of Lands needs to approve any new emission abatement projects on pastoral leases, but the process for doing so remains vexed. Finally, the Group would need to establish strong governance to manage the division of payments resulting from abatement across several landholders with varying baselines, operational capacities and objectives.

More fundamentally, the Group developed objectives and targets for fire regime changes designed to benefit biocultural and pastoral assets on the Peninsula. However, the emissions abatement scheme priorities greenhouse gas reductions, not biodiversity, pastoral and cultural targets. While the fire regime changes incentivised by emissions abatement programs may produce collateral benefits for biodiversity (Russell-Smith et al. 2015), there is debate about the alignment of these benefits (Corey et al. 2020). If the opportunity arises to register an emissions abatement project in the future, the Group could potentially monetise their activities through emissions abatement as a co-benefit to the primary focus of biodiversity, pastoral and cultural outcomes, a complex mix of objectives seen also in other regions (Ansell and Evans 2020). To help the Group find this balance, implementing their Dampier Peninsula Fire Project Monitoring Plan will be critical. Ideally, a novel incentive program that integrates outcomes across multiple axes, including emissions, biodiversity, cultural, economic and social outcomes, could provide a flexible framework to support collaborative fire management involving partners with diverse objectives.


Data availability statement

All data are available from: https://firenorth.org.au/nafi3/.


Conflicts of interest

The authors declare no conflicts of interest.


Declaration of funding

The Dampier Peninsula Fire Project has been coordinated by Rangelands NRM, with funding from the WA State Emergency Management Committee (though the All West Australians Reducing Emergencies program), the National Landcare 2015–18 Program; the State Natural Resource Management Program administered by the Western Australian Government’s Department of Primary Resources and Regional Development; and with additional support from the WA Department of Fire and Emergency Services; Kimberley Land Council; WA Department of Planning, Lands and Heritage (previously the Department of Aboriginal Affairs); WA Department of Biodiversity, Conservation and Attractions; and WWF. Individual partners also contributed in-kind support: Bardi Jawi Indigenous Protected Area (IPA), Nyul Nyul rangers, Yawuru IPA (all receive funding from Commonwealth and State government programs to support ranger activities); WA Department of Biodiversity, Conservation and Attractions; Yeeda-Mt Jowlaenga Station, Country Downs Station, Roebuck Station, Sheffield Resources. The National Environmental Science Program’s Threatened Species Recovery Hub supported MW and SL during the preparation of this manuscript.



Acknowledgements

We thank the diverse community of the Dampier Peninsula for engaging with this project, especially the Traditional Owners of Bardi Jawi, Bindunbur, Jabirr Jabirr–Ngumbarl, Nyikina Mangala and Yawuru; and the pastoral stations Country Downs (Kurt and Nikki Elezovich); Yeeda–Mt Jowlaenga (Anthony Wilkes, David Hansen-Knarhoi); Roebuck Plains (John Geddes, Chris Daniell, Jak Andrews); Jack Burton (Kilto). Project stalwarts include Philip McCarthy, Azton Howard, Daniel Oades (Bardi Jawi); Preston Cox, Neil Hamaguchi (Nyul Nyul); Donald Bugsy McKenzie (Jabirr Jabirr); Dean Mathews, Julie Melbourne, Johani Mamid, Eduardo Maher, Pius Gregory (Yawuru). We thank the Shire of Broome, and the Shire of Derby–West Kimberley, especially Narelle Graue and Ben Coles, for working with us to navigate the regulatory environment. Many organisations and people supported this project, including the WA Department of Fire and Emergency Services (Ben Muller, Murray Hatton, Rob Cox, Grant Pipe); Kimberley Land Council (Andrew Morton, Richard Whatley, Wil Bennett, Rhys Swain); WA department of Biodiversity and Attractions (Pat Foley, Craig Olejnik); Sheffield Resources (Gayle Williams); Indigenous Land and Sea Corporation; WA Main Roads (John Silver); Conservation Management Pty Ltd (Sam Bayley); Gaia Resources (Jake Geddes); Leigh-Ann Woolley (WWF); Malcolm Lindsay (Environs Kimberley); Liam Grimmett (Charles Sturt University); Tim Garrett (WA Department of Planning, Lands and Heritage). Finally, we thank Rangelands Natural Resource Management, especially Kira Andrews, Hilary Wilkins and Jardine McDonald, for initiating and coordinating this project, which won the WA Resilient Australia Community Award in 2017.


References

Andersen AN, Cook GD, Corbett LK, Douglas MM, Eager RW, Russell‐Smith J, Setterfield SA, Williams RJ, Woinarski JC (2005) Fire frequency and biodiversity conservation in Australian tropical savannas: implications from the Kapalga fire experiment. Austral Ecology 30, 155–167.
Fire frequency and biodiversity conservation in Australian tropical savannas: implications from the Kapalga fire experiment.Crossref | GoogleScholarGoogle Scholar |

Ansell J, Evans J (2020) Contemporary Aboriginal savanna burning projects in Arnhem Land: a regional description and analysis of the fire management aspirations of Traditional Owners. International Journal of Wildland Fire 29, 371–385.
Contemporary Aboriginal savanna burning projects in Arnhem Land: a regional description and analysis of the fire management aspirations of Traditional Owners.Crossref | GoogleScholarGoogle Scholar |

Anthony T (2007) Reconciliation and conciliation: The irreconcilable dilemma of the 1965 ‘Equal’ wage case for Aboriginal station workers. Labour History 93, 15–34.
Reconciliation and conciliation: The irreconcilable dilemma of the 1965 ‘Equal’ wage case for Aboriginal station workers.Crossref | GoogleScholarGoogle Scholar |

Archibald S, Staver AC, Levin SA (2012) Evolution of human-driven fire regimes in Africa. Proceedings of the National Academy of Sciences of the United States of America 109, 847–852.
Evolution of human-driven fire regimes in Africa.Crossref | GoogleScholarGoogle Scholar | 22184249PubMed |

Axford J, Legge S (2008) A survey of public perceptions about fire in the Kimberley, WA. Rangelands NRM and Australian Wildlife Conservancy. (Perth, WA).

Barnes WL, Pagano TS, Salomonson VV (1998) Prelaunch characteristics of the Moderate Resolution Imaging Spectroradiometer (MODIS) on EOS-AM1. IEEE Transactions on Geoscience and Remote Sensing 36, 1088–1100.
Prelaunch characteristics of the Moderate Resolution Imaging Spectroradiometer (MODIS) on EOS-AM1.Crossref | GoogleScholarGoogle Scholar |

Bates D, Maechler M, Bolker B, Walker S, Christensen RHB, Singmann H, Dai B, Scheipl F, Grothendieck G (2012) ‘Package ‘lme4’ version 1.1.27. CRAN.’ (R Foundation for Statistical Computing: Vienna, Austria)

Blackwood EMJ, Karajarri Rangers Bayley S, Biljarni H, Fensham R, Lindsay M, Noakes E, Wemyss J, Legge S (2021) Pirra Jungku: Comparison or of traditional and contemporary fire practices on Karajarri Country, Western Australia. Ecological Management & Restoration In press

Blanch S (2008) Steps to a sustainable Northern Australia. Ecological Management & Restoration 9, 110–115.
Steps to a sustainable Northern Australia.Crossref | GoogleScholarGoogle Scholar |

Boer MM, de Dios VR, Bradstock RA (2020) Unprecedented burn area of Australian mega forest fires. Nature Climate Change 10, 171–172.
Unprecedented burn area of Australian mega forest fires.Crossref | GoogleScholarGoogle Scholar |

Bowman DMJ (2002) The Australian summer monsoon: a biogeographic perspective. Australian Geographical Studies 40, 261–277.
The Australian summer monsoon: a biogeographic perspective.Crossref | GoogleScholarGoogle Scholar |

Bowman DM, Walsh A, Prior LD (2004) Landscape analysis of Aboriginal fire management in Central Arnhem Land, north Australia. Journal of Biogeography 31, 207–223.
Landscape analysis of Aboriginal fire management in Central Arnhem Land, north Australia.Crossref | GoogleScholarGoogle Scholar |

Bowman DM, Balch JK, Artaxo P, Bond WJ, Carlson JM, Cochrane MA, D’Antonio CM, DeFries RS, Doyle JC, Harrison SP (2009) Fire in the Earth system. Science 324, 481–484.
Fire in the Earth system.Crossref | GoogleScholarGoogle Scholar | 19390038PubMed |

Bowman DM, Brown G, Braby M, Brown J, Cook LG, Crisp M, Ford F, Haberle S, Hughes J, Isagi Y (2010) Biogeography of the Australian monsoon tropics. Journal of Biogeography 37, 201–216.
Biogeography of the Australian monsoon tropics.Crossref | GoogleScholarGoogle Scholar |

Bowman DM, Balch J, Artaxo P, Bond WJ, Cochrane MA, D’antonio CM, DeFries R, Johnston FH, Keeley JE, Krawchuk MA (2011) The human dimension of fire regimes on Earth. Journal of Biogeography 38, 2223–2236.
The human dimension of fire regimes on Earth.Crossref | GoogleScholarGoogle Scholar | 22279247PubMed |

Carr B, Fitzsimons J, Holland N, Berkinshaw T, Bradby K, Cowell S, Deegan P, Koch P, Looker M, Varcoe T (2017) Capitalising on conservation knowledge: using conservation action planning, healthy country planning and the open standards in Australia. Ecological Management & Restoration 18, 176–189.
Capitalising on conservation knowledge: using conservation action planning, healthy country planning and the open standards in Australia.Crossref | GoogleScholarGoogle Scholar |

Clarkson C, Jacobs Z, Marwick B, Fullagar R, Wallis L, Smith M, Roberts RG, Hayes E, Lowe K, Carah X (2017) Human occupation of northern Australia by 65,000 years ago. Nature 547, 306–310.
Human occupation of northern Australia by 65,000 years ago.Crossref | GoogleScholarGoogle Scholar | 28726833PubMed |

Commonwealth of Australia (2013) Carbon credits (Carbon farming initiative) (Reduction of Greenhouse Gas Emissions through Early Dry Season Savanna Burning – 1.1) Methodology Determination 2013. Carbon Credits (Carbon Farming Initiative) Act 2011. Australian Government. Federal Register of Legislative Instruments F2013L01165. (Canberra, ACT, Australia). 41p.

Corey B, Andersen AN, Legge S, Woinarski JC, Radford IJ, Perry JJ (2020) Better biodiversity accounting is needed to prevent bioperversity and maximize co‐benefits from savanna burning. Conservation Letters 13, e12685
Better biodiversity accounting is needed to prevent bioperversity and maximize co‐benefits from savanna burning.Crossref | GoogleScholarGoogle Scholar |

Davies HF, Maier SW, Murphy BP (2020) Feral cats are more abundant under severe disturbance regimes in an Australian tropical savanna. Wildlife Research 47, 624–632.
Feral cats are more abundant under severe disturbance regimes in an Australian tropical savanna.Crossref | GoogleScholarGoogle Scholar |

Douma JC, Weedon JT (2019) Analysing continuous proportions in ecology and evolution: A practical introduction to beta and Dirichlet regression. Methods in Ecology and Evolution 10, 1412–1430.
Analysing continuous proportions in ecology and evolution: A practical introduction to beta and Dirichlet regression.Crossref | GoogleScholarGoogle Scholar |

DPFWG (2021) Dampier Peninsula Fire Project Monitoring Plan. (Broome, WA, Australia).

Drucker AG, Garnett ST, Luckert MK, Crowley GM, Gobius N (2008) Manager-based valuations of alternative fire management regimes on Cape York Peninsula, Australia. International Journal of Wildland Fire 17, 660–673.
Manager-based valuations of alternative fire management regimes on Cape York Peninsula, Australia.Crossref | GoogleScholarGoogle Scholar |

Edwards A, Archer R, De Bruyn P, Evans J, Lewis B, Vigilante T, Whyte S, Russell-Smith J (2021) Transforming fire management in northern Australia through successful implementation of savanna burning emissions reductions projects. Journal of Environmental Management 290, 112568
Transforming fire management in northern Australia through successful implementation of savanna burning emissions reductions projects.Crossref | GoogleScholarGoogle Scholar | 33887642PubMed |

Evans J, Russell-Smith J (2020) Delivering effective savanna fire management for defined biodiversity conservation outcomes: an Arnhem Land case study. International Journal of Wildland Fire 29, 386–400.
Delivering effective savanna fire management for defined biodiversity conservation outcomes: an Arnhem Land case study.Crossref | GoogleScholarGoogle Scholar |

Fernandes PM, Botelho HS (2003) A review of prescribed burning effectiveness in fire hazard reduction. International Journal of Wildland Fire 12, 117–128.
A review of prescribed burning effectiveness in fire hazard reduction.Crossref | GoogleScholarGoogle Scholar |

Fisher R, Vigilante T, Yates C, Russell-Smith J (2003) Patterns of landscape fire and predicted vegetation response in the North Kimberley region of Western Australia. International Journal of Wildland Fire 12, 369–379.
Patterns of landscape fire and predicted vegetation response in the North Kimberley region of Western Australia.Crossref | GoogleScholarGoogle Scholar |

Gammage B (2013) ‘The biggest estate on earth: how Aborigines made Australia.’ (Allen & Unwin: Sydney, NSW)

Griffiths AD, Garnett ST, Brook BW (2015) Fire frequency matters more than fire size: testing the pyrodiversity–biodiversity paradigm for at-risk small mammals in an Australian tropical savanna. Biological Conservation 186, 337–346.
Fire frequency matters more than fire size: testing the pyrodiversity–biodiversity paradigm for at-risk small mammals in an Australian tropical savanna.Crossref | GoogleScholarGoogle Scholar |

Hartig F, Hartig MF (2017) ‘Package ‘DHARMa’ version 0.4.1. CRAN.’ (R Foundation for Statistical Computing: Vienna, Austria)

Huffman MR (2013) The many elements of traditional fire knowledge: synthesis, classification, and aids to cross-cultural problem solving in fire-dependent systems around the world. Ecology and Society 18, 3
The many elements of traditional fire knowledge: synthesis, classification, and aids to cross-cultural problem solving in fire-dependent systems around the world.Crossref | GoogleScholarGoogle Scholar |

Justice CO, Vermote E, Townshend JRG, Defries R, Roy DP, Hall DK, Salomonson VV, Privette JL, Riggs G, Strahler A, Lucht W, Myneni RB, Knyazikhin Y, Running SW, Nemani RR, Wan Z, Huete AR, VanLeeuwen W, Wolfe RE, Giglio L, Muller J-P, Lewis P, Barnsley MJ (1998) The moderate resolution imaging spectroradiometer (MODIS): Land remote sensing for global change research. IEEE Transactions on Geoscience and Remote Sensing 36, 1228–1249.
The moderate resolution imaging spectroradiometer (MODIS): Land remote sensing for global change research.Crossref | GoogleScholarGoogle Scholar |

Kenneally KF (2018) Kimberley tropical monsoon rainforests of Western Australia: perspectives on biological diversity. Journal of the Botanical Research Institute of Texas 12, 149–228.

Kenneally KF, Edinger DC, Willing T (1996) ‘Broome and beyond.’ (Western Australia Department of Conservation and Land Management)

Krawchuk MA, Moritz MA, Parisien M-A, Van Dorn J, Hayhoe K (2009) Global pyrogeography: the current and future distribution of wildfire. PLoS One 4, e5102
Global pyrogeography: the current and future distribution of wildfire.Crossref | GoogleScholarGoogle Scholar | 19352494PubMed |

Lawes MJ, Murphy BP, Fisher A, Woinarski JC, Edwards AC, Russell-Smith J (2015) Small mammals decline with increasing fire extent in northern Australia: evidence from long-term monitoring in Kakadu National Park. International Journal of Wildland Fire 24, 712–722.
Small mammals decline with increasing fire extent in northern Australia: evidence from long-term monitoring in Kakadu National Park.Crossref | GoogleScholarGoogle Scholar |

Leahy L, Legge SM, Tuft K, McGregor HW, Barmuta LA, Jones ME, Johnson CN (2015) Amplified predation after fire suppresses rodent populations in Australia’s tropical savannas. Wildlife Research 42, 705–716.
Amplified predation after fire suppresses rodent populations in Australia’s tropical savannas.Crossref | GoogleScholarGoogle Scholar |

Legge S, Murphy S, Kingswood R, Maher B, Swan D (2011) EcoFire: restoring the biodiversity values of the Kimberley region by managing fire. Ecological Management & Restoration 12, 84–92.
EcoFire: restoring the biodiversity values of the Kimberley region by managing fire.Crossref | GoogleScholarGoogle Scholar |

Legge S, Garnett S, Maute K, Heathcote J, Murphy S, Woinarski JC, Astheimer L (2015a) A landscape-scale, applied fire management experiment promotes recovery of a population of the threatened Gouldian Finch, Erythrura gouldiae, in Australia’s tropical savannas. PLoS One 10, e0137997
A landscape-scale, applied fire management experiment promotes recovery of a population of the threatened Gouldian Finch, Erythrura gouldiae, in Australia’s tropical savannas.Crossref | GoogleScholarGoogle Scholar | 26445496PubMed |

Legge S, Webb T, Cooper T, Lewis F, Swan D, Maher W, Barton T (2015b) ‘EcoFire-Part 1: Kimberley Regional Fire Pattern Analysis (2000 to 2014).’ (Australian Wildlife Conservancy: Perth, WA)

Legge S, Smith JG, James A, Tuft KD, Webb T, Woinarski JC (2019) Interactions among threats affect conservation management outcomes: livestock grazing removes the benefits of fire management for small mammals in Australian tropical savannas. Conservation Science and Practice 1, e52
Interactions among threats affect conservation management outcomes: livestock grazing removes the benefits of fire management for small mammals in Australian tropical savannas.Crossref | GoogleScholarGoogle Scholar |

Lemon A (2020) Managing fire to recover monsoon vine thickets on the Dampier Peninsula. Honours thesis. Charles Darwin University, Casuarina, NT.

Lynch D, Russell‐Smith J, Edwards AC, Evans J, Yates C (2018) Incentivising fire management in Pindan (Acacia shrubland): A proposed fuel type for Australia’s Savanna burning greenhouse gas emissions abatement methodology. Ecological Management & Restoration 19, 230–238.
Incentivising fire management in Pindan (Acacia shrubland): A proposed fuel type for Australia’s Savanna burning greenhouse gas emissions abatement methodology.Crossref | GoogleScholarGoogle Scholar |

Magnusson A, Skaug H, Nielsen A, Berg C, Kristensen K, Maechler M, van Bentham K, Bolker B, Brooks M, Brooks MM (2020) Package ‘glmmTMB’. R Package Version 1.0.2.1. R Foundation for Statistical Computing: Vienna, Austria

Maier SW (2010) Changes in surface reflectance from wildfires on the Australian continent measured by MODIS. International Journal of Remote Sensing 31, 3161–3176.
Changes in surface reflectance from wildfires on the Australian continent measured by MODIS.Crossref | GoogleScholarGoogle Scholar |

McGregor HW, Legge S, Jones ME, Johnson CN (2014) Landscape management of fire and grazing regimes alters the fine-scale habitat utilisation by feral cats. PLoS One 9, e109097
Landscape management of fire and grazing regimes alters the fine-scale habitat utilisation by feral cats.Crossref | GoogleScholarGoogle Scholar | 25329902PubMed |

McKemey M, Ens E, Rangers YM, Costello O, Reid N (2020) Indigenous knowledge and seasonal calendar inform adaptive savanna burning in northern Australia. Sustainability 12, 995
Indigenous knowledge and seasonal calendar inform adaptive savanna burning in northern Australia.Crossref | GoogleScholarGoogle Scholar |

McLauchlan KK, Higuera PE, Miesel J, Rogers BM, Schweitzer J, Shuman JK, Tepley AJ, Varner JM, Veblen TT, Adalsteinsson SA (2020) Fire as a fundamental ecological process: Research advances and frontiers. Journal of Ecology 108, 2047–2069.
Fire as a fundamental ecological process: Research advances and frontiers.Crossref | GoogleScholarGoogle Scholar |

Mistry J, Bilbao BA, Berardi A (2016) Community owned solutions for fire management in tropical ecosystems: case studies from Indigenous communities of South America. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 371, 20150174
Community owned solutions for fire management in tropical ecosystems: case studies from Indigenous communities of South America.Crossref | GoogleScholarGoogle Scholar | 27216507PubMed |

Murphy SA, Legge SM, Heathcote J, Mulder E (2010) The effects of early and late-season fires on mortality, dispersal, physiology and breeding of red-backed fairy-wrens (Malurus melanocephalus). Wildlife Research 37, 145–155.
The effects of early and late-season fires on mortality, dispersal, physiology and breeding of red-backed fairy-wrens (Malurus melanocephalus).Crossref | GoogleScholarGoogle Scholar |

Murphy BP, Cochrane MA, Russell‐Smith J (2015) Prescribed burning protects endangered tropical heathlands of the Arnhem Plateau, northern Australia. Journal of Applied Ecology 52, 980–991.
Prescribed burning protects endangered tropical heathlands of the Arnhem Plateau, northern Australia.Crossref | GoogleScholarGoogle Scholar |

Oades D, Meister R (2013) Bardi Jawi Indigenous Protected Area management plan 2013–2023. Kimberley Land Council/Bardi Jawi Niimidiman Aboriginal Corporation RNTBC. (Broome, WA, Australia)

Oliveira SL, Campagnolo ML, Price OF, Edwards AC, Russell-Smith J, Pereira JM (2015) Ecological implications of fine-scale fire patchiness and severity in tropical savannas of northern Australia. Fire Ecology 11, 10–31.
Ecological implications of fine-scale fire patchiness and severity in tropical savannas of northern Australia.Crossref | GoogleScholarGoogle Scholar |

Ondei S, Prior LD, Williamson GJ, Vigilante T, Bowman DM (2017) Water, land, fire, and forest: Multi‐scale determinants of rainforests in the Australian monsoon tropics. Ecology and Evolution 7, 1592–1604.
Water, land, fire, and forest: Multi‐scale determinants of rainforests in the Australian monsoon tropics.Crossref | GoogleScholarGoogle Scholar | 28261468PubMed |

Pausas JG, Keeley JE (2009) A burning story: the role of fire in the history of life. Bioscience 59, 593–601.
A burning story: the role of fire in the history of life.Crossref | GoogleScholarGoogle Scholar |

Penman TD, Christie FJ, Andersen AN, Bradstock RA, Cary GJ, Henderson MK, Price O, Tran C, Wardle GM, Williams RJ (2011) Prescribed burning: how can it work to conserve the things we value? International Journal of Wildland Fire 20, 721–733.
Prescribed burning: how can it work to conserve the things we value?Crossref | GoogleScholarGoogle Scholar |

Prober SM, O’Connor MH, Walsh FJ (2011) Australian Aboriginal peoples’ seasonal knowledge: a potential basis for shared understanding in environmental management. Ecology and Society 16, 12
Australian Aboriginal peoples’ seasonal knowledge: a potential basis for shared understanding in environmental management.Crossref | GoogleScholarGoogle Scholar |

Pyne SJ (1997) ‘World fire: the culture of fire on earth.’ (University of Washington Press: Seattle, WA)

R Core Team (2021) ‘R: A language and environment for statistical computing.’ (R Foundation for Statistical Computing, Vienna). Available at http://www.r-project.org/

Radford IJ, Fairman R (2015) Fauna and vegetation responses to fire and invasion by toxic cane toads (Rhinella marina) in an obligate seeder-dominated tropical savanna in the Kimberley, northern Australia. Wildlife Research 42, 302–314.
Fauna and vegetation responses to fire and invasion by toxic cane toads (Rhinella marina) in an obligate seeder-dominated tropical savanna in the Kimberley, northern Australia.Crossref | GoogleScholarGoogle Scholar |

Radford IJ, Gibson LA, Corey B, Carnes K, Fairman R (2015) Influence of fire mosaics, habitat characteristics and cattle disturbance on mammals in fire-prone savanna landscapes of the northern Kimberley. PLoS One 10, e0130721
Influence of fire mosaics, habitat characteristics and cattle disturbance on mammals in fire-prone savanna landscapes of the northern Kimberley.Crossref | GoogleScholarGoogle Scholar | 26121581PubMed |

Radford IJ, Woolley L-A, Corey B, Vigilante T, Hatherley E, Fairman R, Carnes K, Start AN (2020) Prescribed burning benefits threatened mammals in northern Australia. Biodiversity and Conservation 29, 2985–3007.
Prescribed burning benefits threatened mammals in northern Australia.Crossref | GoogleScholarGoogle Scholar |

Reynolds H (1987) ‘Frontier: Aborigines, settlers, and land.’ (Allen & Unwin: Sydney, NSW)

Russell-Smith J, Edwards AC (2006) Seasonality and fire severity in savanna landscapes of monsoonal northern Australia. International Journal of Wildland Fire 15, 541–550.
Seasonality and fire severity in savanna landscapes of monsoonal northern Australia.Crossref | GoogleScholarGoogle Scholar |

Russell-Smith J, Whitehead PJ (2015) Reimagining fire management in fire-prone northern Australia. In ‘Carbon accounting and savanna fire management.’ (Eds B Murphy, A Edwards, CP Meyer, J Russell-Smith) pp. 1–22. (CSIRO Publishing: Melbourne, Victoria)

Russell-Smith J, Yates C, Edwards A, Allan GE, Cook GD, Cooke P, Craig R, Heath B, Smith R (2003) Contemporary fire regimes of northern Australia, 1997–2001: change since Aboriginal occupancy, challenges for sustainable management. International Journal of Wildland Fire 12, 283–297.
Contemporary fire regimes of northern Australia, 1997–2001: change since Aboriginal occupancy, challenges for sustainable management.Crossref | GoogleScholarGoogle Scholar |

Russell-Smith J, Murphy BP, Meyer CM, Cook GD, Maier S, Edwards AC, Schatz J, Brocklehurst P (2009) Improving estimates of savanna burning emissions for greenhouse accounting in northern Australia: limitations, challenges, applications. International Journal of Wildland Fire 18, 1–18.
Improving estimates of savanna burning emissions for greenhouse accounting in northern Australia: limitations, challenges, applications.Crossref | GoogleScholarGoogle Scholar |

Russell‐Smith J, Edwards AC, Price OF (2012) Simplifying the savanna: the trajectory of fire‐sensitive vegetation mosaics in northern Australia. Journal of Biogeography 39, 1303–1317.
Simplifying the savanna: the trajectory of fire‐sensitive vegetation mosaics in northern Australia.Crossref | GoogleScholarGoogle Scholar |

Russell-Smith J, Cook GD, Cooke PM, Edwards AC, Lendrum M, Meyer C, Whitehead PJ (2013) Managing fire regimes in north Australian savannas: applying Aboriginal approaches to contemporary global problems. Frontiers in Ecology and the Environment 11, e55–e63.
Managing fire regimes in north Australian savannas: applying Aboriginal approaches to contemporary global problems.Crossref | GoogleScholarGoogle Scholar |

Russell-Smith J, Yates CP, Edwards AC, Whitehead PJ, Murphy BP, Lawes MJ (2015) Deriving multiple benefits from carbon market-based savanna fire management: An Australian example. PLoS One 10, e0143426
Deriving multiple benefits from carbon market-based savanna fire management: An Australian example.Crossref | GoogleScholarGoogle Scholar | 26630453PubMed |

Salomonson VV, Barnes W, Masuoka EJ (2006) Introduction to MODIS and an overview of associated activities. In ‘Earth science satellite remote sensing’. (Eds JJ Qu, W Gao, M Kafatos, RE Murphy, VV Salomonson) pp. 12–32. (Berlin: Springer).

Shaw RE, James AI, Tuft K, Legge S, Cary GJ, Peakall R, Banks SC (2021) Unburnt habitat patches are critical for survival and in situ population recovery in a small mammal after fire. Journal of Applied Ecology 58, 1325–1335.
Unburnt habitat patches are critical for survival and in situ population recovery in a small mammal after fire.Crossref | GoogleScholarGoogle Scholar |

Skroblin A, Legge S (2010) The distribution and status of the western subspecies of the Purple-crowned Fairy-wren (Malurus coronatus coronatus). Emu-Austral Ornithology 110, 339–347.
The distribution and status of the western subspecies of the Purple-crowned Fairy-wren (Malurus coronatus coronatus).Crossref | GoogleScholarGoogle Scholar |

Skroblin A, Legge S, Webb T, Hunt LP (2014) EcoFire: regional-scale prescribed burning increases the annual carrying capacity of livestock on pastoral properties by reducing pasture loss from wildfire. The Rangeland Journal 36, 133–142.
EcoFire: regional-scale prescribed burning increases the annual carrying capacity of livestock on pastoral properties by reducing pasture loss from wildfire.Crossref | GoogleScholarGoogle Scholar |

Southgate R, Paltridge R, Masters P, Carthew S (2007) Bilby distribution and fire: a test of alternative models of habitat suitability in the Tanami Desert, Australia. Ecography 30, 759–776.
Bilby distribution and fire: a test of alternative models of habitat suitability in the Tanami Desert, Australia.Crossref | GoogleScholarGoogle Scholar |

Van Wilgen B, Govender N, Biggs H, Ntsala D, Funda X (2004) Response of savanna fire regimes to changing fire‐management policies in a large African national park. Conservation Biology 18, 1533–1540.
Response of savanna fire regimes to changing fire‐management policies in a large African national park.Crossref | GoogleScholarGoogle Scholar |

Vigilante T (2001) Analysis of explorers’ records of Aboriginal landscape burning in the Kimberley region of Western Australia. Australian Geographical Studies 39, 135–155.
Analysis of explorers’ records of Aboriginal landscape burning in the Kimberley region of Western Australia.Crossref | GoogleScholarGoogle Scholar |

Vigilante T, Ondei S, Goonack C, Williams D, Young P, Bowman DM (2017) Collaborative research on the ecology and management of the ‘Wulo’ monsoon rainforest in Wunambal Gaambera Country, North Kimberley, Australia. Land (Basel) 6, 68
Collaborative research on the ecology and management of the ‘Wulo’ monsoon rainforest in Wunambal Gaambera Country, North Kimberley, Australia.Crossref | GoogleScholarGoogle Scholar |

Watson J, Watson A, Poelina A, Poelina N, Watson W, Camilleri J, Vernes T (2011) Nyikina and Mangala Mardoowarra Wila Booroo: Natural and Cultural Heritage Plan. Nyikina-Mangala Aboriginal Corporation and World Wide Fund for Nature Australia.

Whitehead PJ, Russell-Smith J, Yates C (2014) Fire patterns in north Australian savannas: extending the reach of incentives for savanna fire emissions abatement. The Rangeland Journal 36, 371–388.
Fire patterns in north Australian savannas: extending the reach of incentives for savanna fire emissions abatement.Crossref | GoogleScholarGoogle Scholar |

Wickham H, Seidel D (2020) ‘Scales: Scale functions for visualization version 1.1.1. CRAN’. (R Foundation for Statistical Computing: Vienna, Austria)

Williams R, Cook G, Gill A, Moore P (1999) Fire regime, fire intensity and tree survival in a tropical savanna in northern Australia. Australian Journal of Ecology 24, 50–59.
Fire regime, fire intensity and tree survival in a tropical savanna in northern Australia.Crossref | GoogleScholarGoogle Scholar |

Woinarski JC, Legge S (2013) The impacts of fire on birds in Australia’s tropical savannas. Emu-Austral Ornithology 113, 319–352.
The impacts of fire on birds in Australia’s tropical savannas.Crossref | GoogleScholarGoogle Scholar |

Woolley L-A, Murphy BP, Radford IJ, Westaway J, Woinarski JC (2018) Cyclones, fire, and termites: the drivers of tree hollow abundance in northern Australia’s mesic tropical savanna. Forest Ecology and Management 419–420, 146–159.
Cyclones, fire, and termites: the drivers of tree hollow abundance in northern Australia’s mesic tropical savanna.Crossref | GoogleScholarGoogle Scholar |

Wysong ML, Gregory P, Watson AWT, Woolley LA, Parker C, Yawuru Country Managers Karajarri Rangers Nyikina Mangala Rangers (2021) Cross-cultural collaboration leads to greater understanding of the rare Spectacled Hare-wallaby in the west Kimberley, Western Australia. Ecological Management & Restoration In press

Yawuru Registered Native Title Body Corporate (2014) ‘Walyjalajala nagulagabu birrangun buru: Yawuru Indigenous Protected Area Plan of Management 2016–2026.’ (Yawuru Registered Native Title Body Corporate: Broome, WA, Australia)

Yibarbuk D, Whitehead PJ, Russell‐Smith J, Jackson D, Godjuwa C, Fisher A, Cooke P, Choquenot D, Bowman DM (2001) Fire ecology and Aboriginal land management in central Arnhem Land, northern Australia: a tradition of ecosystem management. Journal of Biogeography 28, 325–343.
Fire ecology and Aboriginal land management in central Arnhem Land, northern Australia: a tradition of ecosystem management.Crossref | GoogleScholarGoogle Scholar |




* Wysong and Legge should be considered joint first authors.