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物件導向分析方法應用於遙測影像之分區及崩塌地與人工設施分類

Applying Object-Oriented Analysis to Segmentation and Classification of Landslide and Artificial Facilities with Remote Sensing Images

摘要


本研究利用物件導向式遙測影像分析方法進行大範圍坡地與河川災害快速判釋,以改善像元式影像分析方法於分類時常有之雜訊問題。研究使用福爾摩沙二號衛星在莫拉克颱風事件前後遙測影像,利用災害前後期影像同時進行均質化分割技術,於兩張影像上產生出相同區塊,以解決不同時期影像之地貌分類邊界問題;以區塊爲分析單元,依照人工判釋經驗與階層式的邏輯,加入合適之空間特徵資訊(包括光譜值、坡度等),訂定分類規則流程,由單純至複雜的地貌進行十四種分類,建立出有系統之分類程序,以作爲未來災前後影像快速判釋之參考。 應用於研究區之分類結果,進一步與航照判釋及現地踏勘比對,訓練成果由誤差矩陣評估得整體精度達81.6%;崩壞比由災前的1.5%增加爲10.5%、河道變遷河段達307處,災後河道面積相對於災前增加32%、受影響之開發地達26%、受影響之房舍達26%(1179處)、受影響之道路達幾18%(2281處)。

並列摘要


In this study, object-oriented analysis method was applied to interpret landslide and flood disasters before and after Typhoon Morakot with remote sensing images. It is shown that remote sensing images in wide area can be recognized quickly using this method. Two images before and after the disaster were homogeneously segmented to generate the same blocks in order to solve the boundary problem in feature classification. Based on the rules of artificial interpretation, proper information (ex. spectral values, slopes…etc.) was added to construct hierarchical logic, classifying 14 different kinds of features. The classification results are double checked with aerial photographs and field investigation. The overall accuracy of final training outcome based on the error matrix assessment is about 83.3%. The results show that the landslide ratio increased from 1.5% to 10.5%, blocks features of river channel increased 307 sites, area ratio increasing to 32% compared with the original river channel area, 26% of the developed lands were affected, 26% (1179 sites) of the houses were affected, 18% (2281 sites) of the roads were affected .

被引用紀錄


羅文俊(2015)。莫拉克災區土石流發生因子關連性探討〔博士論文,國立交通大學〕。華藝線上圖書館。https://doi.org/10.6842/NCTU.2015.00345
黃孟璇(2015)。降雨誘發之坡地崩塌潛勢評估〔碩士論文,長榮大學〕。華藝線上圖書館。https://doi.org/10.6833/CJCU.2015.00052
買婉如(2013)。降雨誘發土砂災害損失評估模式之建置〔碩士論文,長榮大學〕。華藝線上圖書館。https://doi.org/10.6833/CJCU.2013.00203
林洧全(2012)。衛星影像判釋技術應用於山崩潛勢分析及風險評估模式建置之研究〔碩士論文,長榮大學〕。華藝線上圖書館。https://doi.org/10.6833/CJCU.2012.00207
葉日嫈(2015)。空載光達對立木樹冠及林分競爭解釋能力之探討〔碩士論文,國立屏東科技大學〕。華藝線上圖書館。https://doi.org/10.6346/NPUST.2015.00167

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