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遙測與GIS結合應用於水稻田辨識

Combined Remote Sensing and GIS Data for Rice Paddy Landuse Interpretation

摘要


本研究利用多時SPOT衛星影像,判釋以垣塊為單元的水稻田分佈'進而更新農地垣塊土地利用GIS資料。方法是以鹿港一帶為先期研究區,採用單一時期與多時段組合影像,利用非監督式(unsupervised)及監督式(supervised)分類方法,藉由逐像元(pixel-by-pixel)及區塊(parcel-based)單元分類方式,以改良式的垣塊網格化資料(網格大小2.5X2.5m^2)對應相對的SPOT影像進行區塊分額。比較水稻田判釋分類優劣後,選擇最佳分顯精度與k指標的NDVI指數差值影像之監督式區塊單元分類法,施行彰化地區南、北端兩個地區的測試;證實可行後,再推展到較大範圍同一期水稻的分顯判釋。推廣應用結果,彰化全區1997年二期稻以相同判釋準則分類的全體精度為88.71%,k指標為0.77 :考慮生長條件不同,調整北、中、南三區的判釋標準後,全區分類精度為89.01%,k指標為0.78。另以同樣的判釋方法及判釋規則庫設定條件,分析1999年一期稻的水稻分佈後,相同判釋標準的全體精度為85 . 64%,k指標為0 .71 :微調北、中、南區判釋區間後,全體精度提昇至86 .4 4%,k指標昇為0.73。因此,結合GIS資料的遙測影像水稻田分類與快速更新農地坵塊GIS資訊,可供實際應用參考。

並列摘要


Multi-temporal images and cadastral parcels were combined in a pilot study for detecting rice crops and updating the GIS database of landuse parcels. Both unsupervised and supervised classification scheme in a pixel-by-pixel mode and a parcel-based mode that using a single time or combined multi-temporal images were adopted in Lu-Kang study area. Cadastral parcels were rasterized into a 2.5m grid for the classification. It is shown that the best result was obtained by applying the parcel-based supervised classification with NDVI difference images, evaluated on basis of classification accuracy and k index.Images from two other test areas in Chang-Hwa County are analyzed using this method for verifying the possibilities of adopting common criteria. Results include: (1) A classification accuracy of 88.71 % with k 0.77 can be achieved for the 2nd crop period in 1997. An accuracy of 89.01% with k 0.78 was obtained if the interpreted criteria was adjusted according to the growing period of North, Middle, South area of Chang-Hwa. (2) The classification accuracy was 85 .64% with k 0.71 for the 1st crop period in l999 using the same classification method. A improvement of accuracy of 0.8% was obtained by using three different interpreted creteria.

被引用紀錄


黃筱喬(2015)。台東安朔集水區整治率推估之研究〔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.2015.00008
楊志維(2012)。應用遙測技術推估水稻產量與品質之研究〔博士論文,國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2012.00576
呂宏志(2005)。溫室多功能監測系統之開發─苗床植株遙測與環境因子量測〔碩士論文,國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2005.10426
陳玲雯(2005)。應用SPOT衛星影像於溪頭崩塌裸露地區植生回復監測之研究〔碩士論文,國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2005.01344
廖彥婷(2010)。邊區開發與環境衝擊:德基水庫集水區的環境變遷〔碩士論文,國立臺灣師範大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0021-1610201315212216

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