| Literature DB >> 33240598 |
Samukelisiwe T Msweli1, Tineke Kraaij1, Alastair J Potts2, Herve Fritz3,4.
Abstract
BACKGROUND: Globally, and in the Cape Floristic Region of South Africa, extreme fires have become more common in recent years. Such fires pose societal and ecological threats and have inter alia been attributed to climate change and modification of fuels due to alien plant invasions. Understanding the flammability of different types of indigenous and invasive alien vegetation is essential to develop fire risk prevention and mitigation strategies. We assessed the flammability of 30 species of indigenous and invasive alien plants commonly occurring in coastal fynbos and thicket shrublands in relation to varying fire weather conditions.Entities:
Keywords: Burn intensity; Completeness of burn; Drought; Fire danger indices; Fire risk; Fuel load; Live fuel moisture; Spontaneous ignition; Time-to-ignition; Wildland-urban interface
Year: 2020 PMID: 33240598 PMCID: PMC7666561 DOI: 10.7717/peerj.10161
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Output of generalized linear mixed-effects models and logistic regression model that assessed flammability in terms of burn intensity, completeness of burn, time-to-ignition and spontaneous ignition.
| Factors | Burn intensity | Completeness of burn | Time-to-ignition | Spontaneous ignition | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Estimate | Chisq | Scaled estimate | Estimate | Chisq | Scaled estimate | Estimate | Chisq | Scaled estimate | Estimate | Chisqa | Scaled estimate | |
| Fire weather | 0.0007 | 4.1* | 0.06731 | 0.1300 | 11.0*** | 0.1175 | −0.0339 | 21.0*** | 0.19471 | 0.0650 | 23.8*** | 0.6671 |
| Fuel moisture | −0.0015 | 4.4* | 0.11524 | −0.1616 | 4.6* | 0.1225 | 0.0271 | 2.8 | 0.09747 | −0.0379 | 4.5* | 0.3265 |
| Fuel load | 0.0004 | 5.6* | 0.10090 | −0.0180 | 1.1 | 0.0477 | 0.0121 | 9.3* | 0.16529 | −0.0063 | 2.6 | 0.1900 |
| Veg group (IAP and Fyn) | −0.0427 | 8.1* | 0.39141 | −1.1895 | 5.7 | 0.1048 | −0.7575 | 9.6** | 0.36388 | 0.2156 | 16.3*** | 0.2156 |
| Veg group (IAP and Thi) | −0.0648 | 0.59446 | −5.2832 | 0.4657 | 0.8838 | 0.42458 | −1.5563 | 1.5564 | ||||
| Conditional | 0.2961 | 0.2442 | 0.3983 | 0.3459 | ||||||||
| Marginal | 0.0942 | 0.0798 | 0.1935 | 0.2258 | ||||||||
| 0.2019 | 0.1644 | 0.2048 | 0.1201 | |||||||||
Notes:
Fixed factors included in the generalized linear mixed-effects models (gaussian family, identity function; details in Table S2) and logistic regression model (binomial family, logit link function) were fire weather, fuel moisture, fuel load, and vegetation groups (IAPs, invasive alien plants; Fyn, fynbos; and Thi, thicket), while species was included as a random factor.
Significance codes: *p < 0.05, **p < 0.01, ***p <0.001.
Chisq statistics and significance levels were obtained from deviance tables (Type II Wald chi-square tests; details in Table S3).
Scaled estimates were derived from incorporating the scale function in the generalized linear mixed-effects models and logistic regression model.
R2 values were derived using the R2 GLMM function, where conditional R2 indicates the proportion of variance explained by fixed and random factors combined, marginal R2 indicates the proportion of variance explained by fixed factors alone and R2 (1|Species) indicates variance explained by the random factor alone.
Figure 1Predicted effects of fixed factors on the flammability measures, (A–D) burn intensity, (E–H) completeness of burn, (I–L) time-to-ignition, and the probability of (M–P) spontaneous ignition.
Fixed factors were fire weather, fuel moisture, fuel load, and vegetation group (IAPs, invasive alien plants; Fyn, fynbos; and Thi, thicket). The effects shown here were based on the model outputs shown in Table 1 (shaded bands depict standard errors and whiskers show 95% confidence intervals).
Figure 2The change (Δ) between live and dried samples in (A) fuel moisture, (B) burn intensity, (C) completeness of burn and (D) time-to-ignition, compared among vegetation groups.
Live and dried samples were of the same species under comparable fire weather conditions. Vegetation groups were IAPs, invasive alien plants; Fyn, fynbos; and Thi, thicket. Medians (lines), 25–75 quantile ranges (boxes), 1.5 * interquartile ranges (whiskers), and outliers (dots) are shown.