시계열 고해상도 항공영상을 이용한 소나무재선충병 감염목 탐지 - 강원대학교 학술림 일원을 대상으로 -

Detection of Pine Wilt Disease tree Using High Resolution Aerial Photographs - A Case Study of Kangwon National University Research Forest -

Abstract

본 연구는 강원대학교 학술림을 대상으로 현장조사 기반(Field Survey Based)에 의한 감염목(FSB_감염목)과 객체분류기반(Object Classification Based)에 의한 감염목(OCB_감염목)을 추출하고 감염목에 대한 공간적 분포특성 및 발생강도 평가를 목적으로 하였다. OCB 최적 가중치는 Scale 11, Shape 0.1, Color 0.9, Compactness 0.9, Smoothness 0.1로 선정되었으며, 전체 분류정확도는 약 94%, Kappa 계수는 0.88로 매우 높았다. OCB_감염목 지역은 약 2.4ha로 전체 면적의 약 0.05% 발생하였다. OCB_감염목와 FSB_감염목의 임분구조 분포특성 및 지형 지리적 요인을 비교 하면, OCB_감염목 영급은 IV영급의 분포비율이 약 44%로 가장 높았으며, FSB_감염목의 영급도 IV영급의 분포비율이 약 55%로 가장 높았다. OCB_감염목의 IV영급 비율은 FSB_감염목보다 약 11% 낮았다. OCB_감염목 경급은 소경목과 중경목이 약 93%로 대부분을 차지한 반면, FSB_감염목 경급은 중경목과 대경목이 약 87%로 전체 대상지의 경급 분포와 상이하였다. 한편, OCB_감염목 표고 분포비율은 401-500m에서 약 30%로 가장 높은 반면, FSB_감염목은 301-400m에서 약 45%로 상이하였으며, 임도로부터 접근성 분포 비율은 OCB_감염목과 FSB_감염목 모두 100m이하에서 각각 약 24%와 31%로 가장 높아 임도로부터 접근성이 높을수록 감염목이 높았다. OCB_감염목 핫스팟은 31임반과 32임반으로 영급과 경급이 높은 지역에서 높게 분포하였다.

The objectives of this study were to extract "Field Survey Based Infection Tree of Pine Wilt Disease(FSB_ITPWD)" and "Object Classification Based Infection Tree of Pine Wilt Disease(OCB_ITPWD)" from the Research Forest at Kangwon National University, and evaluate the spatial distribution characteristics and occurrence intensity of wood infested by pine wood nematode. It was found that the OCB optimum weights (OCB) were 11 for Scale, 0.1 for Shape, 0.9 for Color, 0.9 for Compactness, and 0.1 for Smoothness. The overall classification accuracy was approximately 94%, and the Kappa coefficient was 0.85, which was very high. OCB_ITPWD area is approximately 2.4ha, which is approximately 0.05% of the total area. When the stand structure, distribution characteristics, and topographic and geographic factors of OCB_ITPWD and those of FSB_ITPWD were compared, age class IV was the most abundant age class in FSB_ITPWD (approximately 55%) and OCB_ITPWD (approximately 44%) - the latter was 11% lower than the former. The diameter at breast heigh (DBH at 1.2m from the ground) results showed that (below 14cm) and (below 28cm) DBH trees were the majority (approximately 93%) in OCB_ITPWD, while medium and (more then 30cm) DBH trees were the majority (approximately 87%) in FSB_ITPWD, indicating different DBH distribution. On the other hand, the elevation distribution rate of OCB_ITPWD was mostly between 401 and 500m (approximately 30%), while that of FSB_ITPWD was mostly between 301 and 400m (approximately 45%). Additionally, the accessibility from the forest road was the highest at "100m or less" for both OCB_ITPWD (24%) and FSB_ITPWD (31%), indicating that more trees were infected when a stand was closer to a forest road with higher accessibility. OCB_ITPWD hotspots were 31 and 32 compartments, and it was highly distributed in areas with a higher age class and a higher DBH class.

FIGURE 1. Location of study area

FIGURE 2. Schematic methodology for Infection Tree of Pine wilt disease

FIGURE 3. Process of masking

FIGURE 4. Selection process of scale and shape/color and compactness/smoothness

FIGURE 5. OCB_ITPWD region

FIGURE 6. Comparison of ageclass and DBH class

FIGURE 7. Comparison of elevation and Accessibillity with the forest road

FIGURE 8. Hotspot analysis of OCB_ITPWD

TABLE 1. Selection of optimized segmentation parameters on level

TABLE 2. Error Matrix based on TTA Mask