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Data f<strong>or</strong> the study were acquired from thematic maps, aerial photographs, lightning-strike rec<strong>or</strong>ds, and f<strong>or</strong>est management<br />
rec<strong>or</strong>ds. The thematic map inf<strong>or</strong>mation included: ownership boundaries, roads, utility lines, hydrology, and f<strong>or</strong>est<br />
compartment boundaries. Locations of D. frontalis infestations were obtained by ge<strong>or</strong>eferencing and interpreting aerial<br />
photographs, using a computer-assisted mapping system called MIPS (Map and Image Processing System). Aerial photographs<br />
were provided by the <strong>USDA</strong> F<strong>or</strong>est Service. Once located on aerial photographs, the UTM co<strong>or</strong>dinates f<strong>or</strong> infestation<br />
centers were collected and entered into the GIS (ARC/INFO) as point locations. Lightning strike data f<strong>or</strong> the region were<br />
purchased fi'om R-Scan C<strong>or</strong>p<strong>or</strong>ation. Again, UTM co<strong>or</strong>dinates f<strong>or</strong> lightning strikes were entered as point locations. Inf<strong>or</strong>mation<br />
on tk_reststands was taken from a database (CISC-Continuous Invent<strong>or</strong>y of Stand Conditions), which is maintained by<br />
the F<strong>or</strong>est Service. These data sources were used to develop a sequence of three maps: the hazard, the modified hazard, and<br />
the heterogeneity. Each map is described below.<br />
The Hazard Map. First in the sequence is a general D. frontalis hazard map (Fig. 5). This map was developed by<br />
hazard rating l<strong>or</strong>est stands in the study area. In <strong>this</strong> specific application, we used tree species and age as the principal<br />
variables of hazard. We mentioned previously that several hazard rating systems have been developed (L<strong>or</strong>io 1980). The<br />
utility of <strong>this</strong> map is that it defines patches in the f<strong>or</strong>est matrix that are suitable f<strong>or</strong> the development of infestations, given the<br />
presence of the insect (and acceptable weather conditions). The map also reflects habitat patches graded by host defense<br />
capability, i.e., the high hazard stands have the lowest capacity f<strong>or</strong> host defense. This rendition of the landscape will have<br />
seasonal trend reflecting variation in host defenses associated with the n<strong>or</strong>mal physiological changes associated with tree<br />
phenological development described by L<strong>or</strong>io (1988). The general hazard map will change slowly, i.e., it will require<br />
periodic updating, perhaps every 2 <strong>or</strong> 3 years, to remain an accurate p<strong>or</strong>trayal of hazard.<br />
5 ecies Ty e Hazard Rating<br />
m_h<strong>or</strong>tleaf _White [] No Hazarct<br />
Pine /HiGk<strong>or</strong>y<br />
Loblolly Pine/ [] Low Hazar_i<br />
ne mHardwo, [] Medium Hazar_<br />
Mix<br />
DSweetguml [] High Hazar_<br />
Willow BWater<br />
Figure 5._Maps of a :f<strong>or</strong>estlandscape classified by species types and hazard to herbiv<strong>or</strong>y by D. fi'ontalis. Several systems<br />
f<strong>or</strong> hazard rating have been developed. All involve integration of a subset of variables: tree species, radial growth,<br />
height, and DBH; stand basal area (pine, hardwood, total), species composition, site index, and degree of crown<br />
closure; and landf<strong>or</strong>m classification. When applied to a f<strong>or</strong>est landscape, the hazard rating systems provide a general<br />
view of the distribution and abundance of host defenses against the insect.<br />
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