Burnt Areausing Random Forests

The seasonal and longer-term dynamics of fuel accumulation affect fire seasonality and the occurrence of extreme wildfires. Failure to account for their influence may help to explain why state-of-the-art fire models do not simulate the length and timing of the fire season or interannual variability in burnt area well. We investigated the impact of accounting for different timescales of fuel production and accumulation on burnt area using a suite of random forest regression models that included the immediate impact of climate, vegetation, and human influences in a given month, and tested the impact of various combinations 5 of antecedent conditions in four productivity-related vegetation indices and in antecedent moisture conditions. Analyses were conducted for the period from 2010 to 2015 inclusive. We showed that the inclusion of antecedent vegetation conditions on timescales > 1 yr had no impact on burnt area, but inclusion ::::::: Inclusion : of antecedent vegetation conditions representing fuel build-up led to an improvement of the global, climatological out-of-sample R from 0.567 to 0.686. The ::::: 0.579 :: to :::::: 0.701, ::: but :: the : inclusion of antecedent moisture conditions also improved the simulation of burnt areathrough its :::::::: vegetation ::::::::: conditions ::: on 10 :::::::: timescales ::: ≥1 :: yr :::: had :: no :::::: impact ::: on :::::::: simulated ::::: burnt :::: area. :::::: Current :::::::: moisture ::::: levels :::: were ::: the :::::::: dominant : influence on fuel build-up, which is additional to the influence of current moisture levels on fuel :::::: drying. ::::::::::: Additionally, ::::::::: antecedent :::::::: moisture ::::: levels ::::: were :::::::: important ::: for ::: fuel :::::::: build-up. ::: The :::::: models :::: also ::::::: enabled ::: the :::::::::: visualisation :: of :::::::::: interactions ::::::: between :::::::: variables, :::: such :: as ::: the :::::::::: importance :: of ::::::::: antecedent :::::::::: productivity ::::::: coupled :::: with ::::::::::: instantaneous drying. The length of the period which needs to be considered to account for fuel build-up varies across biomes; fuel-limited regions are sensitive to antecedent conditions ::: that ::::::::: determine ::: fuel :::::::: build-up 15 over longer time periods (∼4 months)and : , ::::: while moisture-limited regions are more sensitive to current conditions ::: that ::::::: regulate ::: fuel :::::: drying.