A Model

Of Fire Hazard in the East Bay Hills




This study focuses on lands in an urban-wildland intermix region of the East Bay Hills. The site is 54.3 square miles and forms a rectangle approximately 3.25 miles wide by 16.72 miles long which follows the regional ridge line from Lake Chabot in the south to Wildcat Canyon in the north of the East Bay Hills.

The model was formed by combining spatial data and other information into a composite map. The data gathering for this study was organized into several discrete operations. Some of the data already existed in digital form and some in paper form. Other data were gathered through field work which were either transferred directly to the data base from a field computer or digitized later in a computer laboratory. Each day maps were generated showing the region sampled and pointing to areas within that region where more sample points were needed to complete the data set. Areas inaccessible by vehicle were sampled in a helicopter equipped with a GPS unit


Several data sets are generated in digital form as Digital Line Graphs (DLG) from the United States Geological Survey (USGS) at a scale of 1:24,000. Hypsography and hydrography along with Digital Elevation Model (DEM) data are combined to construct a surface or digital terrain model to satisfy the topographical needs of the wildland modeling. These data were assembled to form a set of surface sample points (x, y, z coordinates) which represented samples of elevation in the study site. The Delauney Triangulation, commonly referred to as a Triangulated Irregular Network (TIN), is used to create the surface in Figure 3. Information on slope gradient and aspect are obtained from this surface model. Supporting data obtained from the USGS-DLG were used to construct the road layer. This layer was updated and refined using a combination of aerial photography and field surveys where a Trimble Navigation Global Positioning System (GPS) was used for accurate positioning. Two GPS receivers were used, one a base station and the other a mobile receiver mounted on an automobile. Differential GPS was employed and error was corrected to obtain accuracy to within 2 meters.
Click here to see East Bay Hills Relief.

The wildland vegetation layer was delineated using aerial photographs and images obtained from a NASA low altitude data gathering flight in August of 1993. Homogeneous patches of vegetation were registered, digitized and then visited in the field for identification. The time required for field visits was considerably reduced and the locational accuracy greatly enhanced with the use of the GPS units. The wildland fire hazard data dictionary was loaded into the memory of the GPS unit which then allowed patch identification to be easily recorded along with the positional information as the observer moved through the vegetation patch. At the end of each day the data were downloaded from the mobile GPS unit and differentially corrected with data from the GPS base station. After this locational correction, the data were loaded directly to the GIS and the vegetation layer updated. The time savings obtained from this process made it possible for each vegetation polygon in the wildlands to be visited and identified. The GPS units also served as navigation aids for the human observers as they moved through the wildlands.

A combination of road data, images from the NASA low altitude flight, and data obtained from the local utility company, East Bay Municipal Utilities District (EBMUD), provided the necessary information to delineate residential areas. EBMUD provided a digital map series of utility drawings which had been scanned and vectorized. Although these maps were edge matched, they were not in any map projection nor were they georeferenced. The road layer was used to correctly position the EBMUD data. From this, information on water service location proved valuable in modeling the potential location of houses. The results of this strategy were then checked with aerial photographs and block data obtained from the US Census, to obtain an accurate delineation of the residential region. The fire hazard classification scheme applied in the residential region could not use the scheme developed for the wildlands. Observed patches of vegetation in the wildlands, where natural processes of succession and invasion apply, tended to be homogenous. In contrast, urban-wildland nexus areas, which are predominantly occupied and dominated by humans, appear to be more heterogeneous with a great variety of structural as well as vegetation conditions. These conditions are not necessarily bounded by political interests or physical barriers, such as streets. As a result, the residential regions are not delineated as polygons and then classified, but rather, observations are taken at point locations distributed throughout the study site and later synthesized into a data layer. The conditions observed were not based on an individual property or structure, but on the characteristics of a neighbourhood. The observer evaluated groups of structures to establish the sample neighbourhood of similar attributes.

To understand how the model was constructed, it is helpful to view the varying information sources in isolation prior to seeing the model which combines them.

To properly view the model, you must use ARCVIEW. In order to maximize ArcView's performance, we recommend that you copy all of the data onto your hard drive without changing directory structure and/or names of the folders/directories. Please make sure that you are copying the appropriate version for this model for your operating system (Macintosh or PC) or for ArcView 1.0 or ArcView 2.1. You may also view the model as a static graphic by clicking the map's name in Arcview 2's Map & Data Table.


Arcview 2 Map & Data Table
MapProject (.apr)ContentsArcview 2 Data (.shp)Attribute Table (.dbf)Legend (.avl) Data Source
Aspectaspectx.aprAspect
Streams/Lakes
Roads
aspect.shp
hydro.shp
roads.shp
aspect.dbf
hydro.dbf
roads.dbf
aspect.avl
hydro.avl
mjroads.avl
USGS_DLG
USGS_DLG
USGS_DLG
Hypsographyhypsox.aprElevation
Streams/Lakes
Roads
hypso.shp
hydro.shp
roads.shp
hypso.dbf
hydro.dbf
roads.dbf
hypso.avl
hydro.avl
mjroads.avl
USGS_DLG
USGS_DLG
USGS_DLG
Infrastructureinfrastx.aprRoads/Trails
Powerlines
BART
roadsall.shp
powerli.shp
bart.shp
roadsall.dbf
powerli.dbf
bart.dbf
roadsall.avl
powerli.avl
bart.avl
USGS_DLG
USGS_DLG
USGS_DLG
Population Densitypopdensx.aprPopulation Density
Streams/Lakes
Roads
groups.shp
hydro.shp
roads.shp
groups.dbf
hydro.dbf
roads.dbf
popdens.avl
hydro.avl
mjroads.avl
TIGER
USGS_DLG
USGS_DLG
Residential Fire Hazard (Structural Fire Hazard) resifhzx.aprStructural Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz.shp
vegwild.shp
hydro.shp
roads.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
roads.dbf
struvar.avl
wldlmh.avl
hydro.avl
mjroads.avl
GPS
RS_GPS
USGS_DLG
USGS_DLG
Residential Fire Hazard (Vegetation Fire Hazard) resifhzx.aprVegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz.shp
vegwild.shp
hydro.shp
roads.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
roads.dbf
vegevar.avl
wldlmh.avl
hydro.avl
mjroads.avl
GPS
RS_GPS
USGS_DLG
USGS_DLG
Residential Fire Hazard (Structural+Vegetation Fire Hazard)resifhzx.aprStructural+Vegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz.shp
vegwild.shp
hydro.shp
roads.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
roads.dbf
totavar.avl
wldlmh.avl
hydro.avl
mjroads.avl
GPS
RS_GPS
USGS_DLG
USGS_DLG
Soilssoilx.aprSoils
Streams/Lakes
Roads
soils.shp
hydro.shp
roads.shp
soils.dbf
hydro.dbf
roads.dbf
soils.avl
hydro.avl
mjroads.avl
USDA_SCS
USGS_DLG
USGS_DLG
Slopeslopex.aprSlope
Streams/Lakes
Roads
slope.shp
hydro.shp
roads.shp
slope.dbf
hydro.dbf
roads.dbf
slope.avl
hydro.avl
mjroads.avl
USGS_DLG
USGS_DLG
USGS_DLG
Wildland Vegetationvegwildx.aprWildland Vegetation
Streams/Lakes
Roads
vegwild.shp
hydro.shp
roads.shp
vegwild.dbf
hydro.dbf
roads.dbf
vegwild.avl
hydro.avl
mjroads.avl
RS_GPS
USGS_DLG
USGS_DLG
Wildland Fire Hazardvegwildx.aprWildland Fire Hazard
(Trees)
(Shrubs)
(Grassland)
Streams/Lakes
Roads
vegwild.shp
hydro.shp
roads.shp
vegwild.dbf
hydro.dbf
roads.dbf
treehz.avl
shrubz..avl
grasshz.avl
hydro.avl
mjroads.avl
RS_GPS
USGS_DLG
USGS_DLG
Location Query (Structural Fire Hazard)qrstrhzx.aprStructural Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz.shp
vegwild.shp
hydro.shp
streets.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
streets.dbf
struvar.avl
wldlmh.avl
hydro.avl
streets.avl
GPS
RS_GPS
USGS_DLG
TIGER
Location Query (Vegetation Fire Hazard)qrveghzx.aprVegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz.shp
vegwild.shp
hydro.shp
streets.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
streets.dbf
vegevar.avl
wldlmh.avl
hydro.avl
streets.avl
GPS
RS_GPS
USGS_DLG
TIGER
Location Query (Structural+Vegetation Fire Hazard) qrtothzx.aprStructural+Vegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz.shp
vegwild.shp
hydro.shp
streets.shp
residfhz.dbf
vegwild.dbf
hydro.dbf
streets.dbf
totavar.avl
wldlmh.avl
hydro.avl
streets.avl
GPS
RS_GPS
USGS_DLG
TIGER
Arcview 1 Map & Data Table
MapView (.av)ContentsArcview 1 Data (coverage)Data Source
Aspectaspect.avAspect
Streams/Lakes
Roads
aspect
hydro
roads
USGS_DLG
USGS_DLG
USGS_DLG
Hypsographyhypso.avElevation
Streams/Lakes
Roads
hypso
hydro
roads
USGS_DLG
USGS_DLG
USGS_DLG
Infrastructureinfras.avRoads/Trails
Powerlines
BART
roads
powerli
bart
USGS_DLG
USGS_DLG
USGS_DLG
Residential Fire Hazard (Structural Fire Hazard) resstrhz.avStructural Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz
vegwild
hydro
roads
GPS
RS_GPS
USGS_DLG
USGS_DLG
Residential Fire Hazard (Vegetation Fire Hazard)resveghz.avVegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz
vegwild
hydro
roads
GPS
RS_GPS
USGS_DLG
USGS_DLG
Residential Fire Hazard (Structural+Vegetation Fire Hazard)restothz.avStructural+Vegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Roads
residfhz
vegwild
hydro
roads
GPS
RS_GPS
USGS_DLG
USGS_DLG
Soilssoils.avSoils
Streams/Lakes
Roads
soils
hydro
roads
USDA_SCS
USGS_DLG
USGS_DLG
Slopeslope.avSlope
Streams/Lakes
Roads
slope
hydro
roads
USGS_DLG
USGS_DLG
USGS_DLG
Wildland Vegetationvegwild.avWildland Vegetation
Streams/Lakes
Roads
vegwild
hydro
roads
RS_GPS
USGS_DLG
USGS_DLG
Wildland Fire Hazardvegwldhz.avWildland Fire Hazard
Streams/Lakes
Roads
vegwild
hydro
roads
RS_GPS
USGS_DLG
USGS_DLG
Location Query (Structural Fire Hazard)qrstrhz.av Structural Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz
vegwild
hydro
streets
GPS
RS_GPS
USGS_DLG
TIGER
Location Query (Vegetation Fire Hazard)qrveghz.avVegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz
vegwild
hydro
streets
GPS
RS_GPS
USGS_DLG
TIGER
Location Query (Structural+Vegetation Fire Hazard) qrtothz.avStructural+Vegetation Fire Hazard
Wildland Fire Hazard
Streams/Lakes
Streets
residfhz
vegwild
hydro
streets
GPS
RS_GPS
USGS_DLG
TIGER

(USGS_DLG: U.S. Geological Survey Digital Line Graph)
(USDA_SCS: U.S. Department of Argriculture Soil Conservation Service)
(TIGER: U.S. Census Bureau TIGER/Line Files)
(GPS: Differential Correction Geopositioning)
(RS_GPS: Remote Sensing and Differential Correction Geopositioning)

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