:::
| 論文分類 | 碩士論文 |
|---|---|
| 學號 | 9025613 |
| 姓名 | 蕭豐達 |
| 標題(中) | 應用模糊理論與決策樹法於空載影像建築物分類之探討 |
| 標題(英) | Application of Fuzzy Theory and Decision Tree Method in Airborne Image Classification |
| 指導教授 | 林宏嶽 |
| 畢業日期 | 2004-07 |
| 附件檔案 | |
| 參考連結 | http://ir.lib.cyut.edu.tw:8080/handle/310901800/1710 |
| 摘要 | 進行各項環境相關問題分析時，經常利用到遙測影像資料來進行分析研究，遙測影像主要可以分為兩類，衛星影像與空載影像，一般而言衛星影像價格昂貴且較缺乏長期以來的歷史資料，相較之下，空載影像其歷史影像蒐集完全且價格便宜。然而在環境問題分析上，一般仍以地理資訊圖層為主，過去多利用人工的方式，將空載影像數化為地理資訊圖層。然而此方法不僅費時費力。因此本研究擬利用決策樹法以及地理資訊系統建立空載影像分類判識準則，並以道路、水體、建築物為探討範例，瞭解利用各分類準則對於空載影像進行分類的適用性。決策樹方法是藉由定義準則， |
| 參考文獻 | Benz,U.C., Hofmann, P., Willhauck, G., Lingenfelder, I., and Heynen, M., “Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready inforation,”Photogrammetry & Remote Sensing,Vol.58, pp.239-258(2004). Binaghi, E., Brivio, P.A., Ghezzi, P., and Rampini, A., “ A fuzzy set-based accuracy assessment of soft classification,”Pattern Recognition Latters,Vol.20 ,pp.935-948(1999). Brandberg T. “Individual tree-based species classification in high spatial resolution aerial images of forests using fuzzy sets,”Fuzzy Sets and Systems,Vol.132 pp.371-387(2002). Brown E.C., Story M.H., Thompson C., Commisso K., Smith T.G., and Irons J.R. “National Park vegetation mapping using multitemporal Landsat 7 data and a decision tree classifier,”Remote Sensing of Environment,Vol.85 pp.316-327(2003). Campell, James B., “ Introduction to Remote Sensing,” New York and London: Guilford(1987). Cheng, Y.C., and Chen, S.Y., “Image classification using color, texture and regions,”Image and Vision Computing,Vol.21, pp.759-776(2003). Dwivedi, R.S., Kandrika, S., and Ramana, K.V., “Comparison of classifiers of remote-sensing data for land-use/land-cover mapping,”Current Science,Vol.86, NO.2,pp.328-335(2004). Dubois, D., and Prade, H., “Fuzzy Sets and Systems:Theory and Applications, ”Academic Press(1980). ERDAS IMAEINE FIELD GUIDE,Atlanta(2003). Friedl, M.A., and Brodley, C.E., “Decision Tree Classification of Land Cover from Remotely Sensed Data,” REMOTE SENS. ENVIRON,Vol.61, pp.399-409(1997). Hall, L.O., Szabo, S., and Kandel, A., “ On the derivation of memberships for fuzzy sets in expert systems, ” Information. Sci. Vol.40 pp. 39-52(1986) Klir, J.G., and Folger, T.A., “ Fuzzy Set,” Uncertainty and Information. Prentice Hall, Englewood Cliff, NJ(1988). Lilles, T.M., and Kifer, R.W., “Remote sensing and Image Interpretation,” John Wiley & Sons Press, pp.532-568(2000). Ludwig, R., Probeck, M., and Mauser, W., “Mesoscale water balance modeling in the Upper Danube watershed using sub-scale land cover information derived from NOAA-AVHRR imagery and GIS-techniques,”Physics and Chemistry of the Earth,Vol.28, pp.1351-1364(2003). Mahlander, C., Rosenholm, D., and Johnsson, K., “Semi-Automatic Identification of revision Objects in High Resolution Satellite Data,”International Archives of Photogrammetry & Remote Sensing, Vol.31, pp. 534-539(1996). Mas, J.F., “Mapping land use/cover in a tropical coastal aera using satellite sensor data, GIS and artificial neural networks,”ESTUARINE COASTAL and SHELF SCIENCE,Vol.59, pp.219-230(2004). Mayer, H., “Automatic Object Extraction from Aerial Imagery-A Survey Focusing on building, ”Computer Vision and Image Understanding ,Vol.74 pp. 138-149(1999). McIver, D.K., and Friedl, M.A., “Using prior probability in decision-tree classification of remotely sensed data,”Remote Sensing of Environment,Vol.81, pp.253-261(2003). Mckinney, D.C., and Cai, X., “Linking GIS and water resources management models：an object-oriented method,”Environmental Modelling & Software,Vol.17pp.413-425(2002). Metternicht, G., “Chang detection assessment using fuzzy sets and remotely sensed data：an application of topographic map revision, ”Photogrammetry & Remote Sensing,Vol.54 pp.221-233(1999). Pal, M., and Mather, P. M., “Decision tree based classification of remote sensing data,” 22nd Asian Conference on Remote Sensing, November,pp.5-9(2001). Pal, M., and Mather, P.M., “ An assessment of the effectiveness of decision tree methods for land cover classification,” Remote Sensing of Environment,Vol.86, pp.554-565(2003). Perner, P., “Image mining：issues, framework, a generic tool and its application to medical-image diagnosis,”Engineering Applications of Artificial Intelligence ,Vol.15, pp.205-216(2002). Quinlan, j.R., “Simplifying decision trees,” Man-Mach. Stud.,Vol.27, pp.221-234(1987). Richards, J.A., Remote Sensing Digital Image Analysis：An Introduction, Springer-Verlag Berlin Heidelberg(1986). Rogan, J., Franklin, J., and Roberts, D.A., “A comparison of methods for monitoring multi-temporal vegetation change using Thematic Mapper imagery,” Remote Sensing of Environment,Vol.80, pp.143-156(2002). Safavian, S.R., and Landgrede, D., “A survery of decision tree classifier methodology,” IEEE Trans. Syst. Man Cybern ,Vol.21,pp.660-674(1991). Shao, S., Fan, X., Liu, H., Xiao, J., Ross, S., and Brisco, B., “Rice monitoring and production estimation using multiemporal RADARSAT,”Remote Sensing of Environment,Vol.76, pp.310-325(2001). Smith, G.R., Woodward, J.C., Heywood, D.I., and Gibbard, P.L., “Interpreting Pleistocene glacial features from SPOT HRV data using fuzzy techniques,” Computer and Geo-science, Vol.26,pp.479-490(2000). Schweitzer, H., “Organizing image database as visual-content search trees,”Image and Vision Computing ,Vol.17,pp.501-511(1999). Tapiador, F.J., and Casanova, J.L., “Land use mapping methodology using remote sensing for the regional planning directive in Segovia, Spain,” Landscape and Urban Planning,Vol.62, pp.103-115(2003). Yang, C. C., Prasher, S. O., Enright, P., Madramootoo, C., Burgess, M., Goel, P. K., and Callum, I.,“Application of decision tree technology for image classification using remote sensing data,” Agricultural System,Vol.76, pp.1101~1117 (2003). Zadeh, L.A., “Fuzzy sets,” Information and Control,Vol.8, pp.338-353(1965). Zadeh, L.,“Making computers think like people,”IEEE Spectrum,Vol.8, pp.26-32(1984). Zerger, A., “Examining GIS decision utility for natural hazard risk modeling,”Environmental Modelling & Software,Vol.17,pp.287-294(2002). Zhan, Q., Molenaar, M., and Gorte, B., “Urban land use classes with fuzzy membership and classification based on integration of remote sensing and GIS,”IAPRS, Vol.XXXIII, Amsterdam, (2000). 井上洋、天笠美知夫原著；陳耀茂譯，模糊理論，五南出版社(2000)。 吳國禎，「資料探索在醫學資料庫之應用」，碩士論文，私立中原大學，中壢(2001)。 杜秉衡，「一個自動偵測影像中文字的方法」，碩士論文，台灣大學，台北(2003)。 周天穎、高治中、張英輝、陳惠燕，「玉山國家公園921賑災及賀伯颱風後環境變遷遙測分析研究」，玉山國家公園管理處委託報告(1999)。 邵泰璋、史天元，「纇神經網路於多光譜影像分類之應用」，碩士論文，交通大學、新竹(2000)。 范振添，「醫療影像傳輸及資料探索之系統開發」，碩士論文，私立中原大學，中壢(2002)。 陳錦嫣，GIS技術與實務應用─ArcView3.X & 8.X，新文京開發，台北(2003) 蔡哪文，「利用高解析度衛星影像於都市土地覆蓋之研究」，碩士論文，中國文化大學，台北(2001)。 張立群，「應用多時段SPOT影像監測山坡地違法開發現象-以南投縣為例」，碩士論文，國立台灣大學，台北(2002)。 楊龍士、周天穎，遙感探測理論與分析實務，逢甲大學地理資訊系統研究中心(2000)。 歐陽鍾裕，遙感探測學，大中國圖書公司(1986)。 鄧敏松、曾義星、陳益鳳，「結合多時段遙測影像、耕地坵塊與領域知識之區域式影像辨識於水稻田耕作調查之應用」，第十六屆測量學術及應用研討會(1997)。 簡甫任，「運用知識庫輔助遙測影像分類與土地利用變遷偵測模式建立之研究—以都市區域環境為例」，碩士論文，逢甲大學，台中(2001)。 黨安榮，王曉棟、陳曉峰、張建寶，ERDAS IMAGE─遙感圖像處理方法，清華大學(2003)。 |
