
Sonoma County Wildfire Risk Index
Part of the Sonoma County Community Wildfire Protection Plan (CWPP) Update
What is the Wildfire Risk Index?
Wildfire Risk Index (WRI) is a model that predicts relative wildfire risk. Higher index values represent a higher relative risk of wildfire. For the Wildfire Risk Analysis, the county's landmass was divided into 100-acre hexagons. Conditions will vary significantly across the area of each polygon—it is entirely possible that areas of relatively low risk could exist within a polygon whose overall risk is high. For parcel level analysis, "ground truthing" to verify data and conditions will be necessary. The value of the WRI is to identify overall trends, which then can be used to suggest the need for and nature of measures that can be taken to reduce risk. The WRI should be viewed as a high-level analysis, and is not appropriate for parcel level detail.
This story map helps explain how different factors combine to create the index and how the risk of wildfire changes across Sonoma County.
How did we do the mapping?
To map the Wildfire Risk Index and its component parts, first we broke the county into hexagons of 100 acres. Information that affects a hexagon's hazard or risk to wildfire is characterized for each hexagon. Each hexagon is not an island. Though the hexagons have arbitrary lines, fire does not distinguish between one hexagon or another. Therefore, to get a better understanding of how wildfire risks affect each other within communities, we have also averaged the data within those hexagons within one mile.
How is the WRI Calculated
Many different factors contribute to wildfires. The Risk Index inputs were curated from best available data sources for Sonoma County.
Wildfire Hazard Index
The Wildfire Hazard Index (WHI) (as opposed to this risk index) took into consideration predicted flame length, transmission line location, suppression difficulty, and fire weather potential. In 2020, as part of Sonoma County's Multi-jurisdictional Hazard Mitigation planning, a Wildfire Hazard Index was developed to quantify the relative wildfire hazard within Sonoma County.
A fuller discussion on the inputs and how it was developed can be found here .
Ember Load Index (from Pyrologix)
Developed by Pyrologix, the ember load index is based on surface and canopy fuel characteristics, climate, and topography and incorporates downwind ember travel. The index also incorporates burn probability.
The model can only estimate embers created by trees and brush - wildland fuels. To date, a good model of embers produced by burning structures is not available. In urban areas, the embers produced by burning buildings will have the potential to influence fire spread, yet this value is not represented in this model.
The Ember Load Index can help identify priority areas where hardening buildings may be needed to resist ignition, yet recent fire behavior indicates that it is important for *all* Sonoma County residents to undertake structure hardening, regardless of the ember load risk. More information regarding the Ember Load Index can be found here .
Structure Density
The structure density is a count of all structures found within each 100-acre hexagon. The counts were then classed into five quantiles and assigned a number from 1 through 5. Hexagons with no structures were assigned 0 (zero).
Road Network Rank
These values are based on road density, number of roads into and out of a community, and speed limits. The road network rank was developed by Kevin Lacefield of Sonoma County's ISD for a preliminary evacuation analysis (completed in 2019). New evacuation analyses are under development for the County. As they are developed, new data may be integrated into the CWPP Risk Index. Note that the road network rank does not impact an individual property’s or project’s compliance with Sonoma County Fire Safe Standards (Chapter 13, Section V) or Board of Forestry Fire Safe Regulations, because the road network rank provides a high-level analysis of the aforementioned data inputs whereas the local standards and state regulations govern site-specific perimeters and access.
Maps of Inputs
The maps below show the inputs to the Sonoma County Wildfire Risk Index. Scroll through the 9 maps, use the + and - icons to zoom in and out. Legends and class names are explained in each maps left-hand panel.
Wildfire Hazard Index:
The Sonoma County Wildfire Hazard Index (WHI) is a compilation of predicted flame length, potential fire weather, and other factors. The average WHI in each 100-acre hexagon in Sonoma County are classed here into five categories: 1 (pale yellow) is low hazard, 2 (yellow) is moderate hazard, 3 (orange) is high hazard, 4 (orange/red) is very high hazard, and 5 (red) is extreme hazard.
Continue scrolling to see the next map.
Wildfire Hazard Index within 1 Mile Buffer:
This map shows the average WHI within 1 mile of each 100-acre hexagon. It is classed the same way the WHI data is classed and is designed to estimate just how hazardous it is surrounding any particular area in the county.
Continue scrolling to see the next map.
Ember Load Index:
Developed by Pyrologix for the entire state, this layer was included to help quantify where embers from wildland fuels (see above) would accumulate. The lower the value, less accumulated embers and a lower burn probability are expected. The higher the value, more accumulated embers and a higher burn probability are expected.
This layer is also classed into five categories: 1 (brown) is low, 2 (orangish) is moderate, 3 (yellow/orange) is high, 4 (teal) is high, and 5 (dark teal) is extreme.
Continue scrolling to see the next map.
Ember Load Index within 1 Mile:
Similar to the 1 mile buffer used for the WHI, we calculated the average Ember Load Index within 1 mile of any 100-acre hexagon in Sonoma County. Again, the idea was to characterize the surrounding areas of any 100-acre hexagon in the county.
The same color scheme used for the Ember Load Index is used here. Continue scrolling to see the next map.
Structure Density (count):
Next, for each 100-acre hexagon, we simply counted how many structures were found within each hexagon. We then divided up the total counts into five (quantile) classes.
These classes represent the following number of structures: 0 (no color) represents no structures were found within the 100-acre hexagon, 2 (light cyan) 1 to 3 structures were found, 3 (dark yellow) 4 - 10 structures were found, 4 (light brown) 11 to 37 structures were found, and 5 (dark brown) represents over 38 structures were found.
Continue scrolling to see the next map.
Structure Density within 1 Mile:
Similar to the WHI and the Ember Load Index, we also averaged the number of structures within a 1 mile radius of each 100-acre hexagon. This was done to quantify the structure density surrounding any given location within the county.
The average structure count were classed in a similar way and are shown with the same color scheme as structure density.
Continue scrolling to see the next map.
Lastly, we included a Road Network Rank developed by Sonoma County's GIS department in which they analyzed street network data in order to quantify the street accessibility within the county.
Continue scrolling to see the next map.
Calculating Wildfire Risk
Relative wildfire risk was calculated by simply adding up all nine inputs. Each was classed from 1 to 5 for a total range of 1 to 35. No hexagons got a 1 ranking (lowest is 5) and none got a 45 ranking (highest is 32).
View the Wildfire Risk Index
The map below shows the classified relative wildfire risk index. Click the legend icon on the lower left to see the color scheme - pale yellow is very low relative risk, yellow is low relative risk, light orange is moderate relative risk, orange is high relative risk, and red is extreme relative risk.
Sonoma County Wildfire Risk Index
This layer can be used to help prioritize projects within Sonoma County as part of a ranking tool soon to be develop for this project. More information to come soon.
Who worked on this project?
The above Sonoma County Wildfire Risk Index was developed in cooperation with input from Sonoma County staff (Caerleon Safford and Bradley Dunn), Fire Safe Sonoma (Roberta MacIntyre), the Sonoma County CWPP Steering Committee, and the project team ( Tukman Geospatial and Digital Mapping Solutions ).
Important note: This is an index of wildfire risk that has not yet been formally reviewed or adopted by the resource agencies, and is subject to change prior to codification.