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2017 | OriginalPaper | Chapter

3. Optimized Rule Sets for Automatic Landslide Characteristic Detection in a Highly Vegetated Forests

Authors : Biswajeet Pradhan, Mustafa Ridha Mezaal

Published in: Laser Scanning Applications in Landslide Assessment

Publisher: Springer International Publishing

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Abstract

The rapid expansion of cities and the continuously increasing population in urban areas lead to the establishment of settlements in mountainous areas.

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Literature
go back to reference Agliardi, F., Crosta, G. B., Zanchi, A., & Ravazzi, C. (2009). Onset and timing of deep-seated gravitational slope deformations in the eastern Alps, Italy. Geomorphology, 103(1), 113–129.CrossRef Agliardi, F., Crosta, G. B., Zanchi, A., & Ravazzi, C. (2009). Onset and timing of deep-seated gravitational slope deformations in the eastern Alps, Italy. Geomorphology, 103(1), 113–129.CrossRef
go back to reference Anders, N. S., Seijmonsbergen, A. C., & Bouten, W. (2011). Segmentation optimization and stratified object-based analysis for semi-automated geomorphological mapping. Remote Sensing of Environment, 115(12), 2976–2985.CrossRef Anders, N. S., Seijmonsbergen, A. C., & Bouten, W. (2011). Segmentation optimization and stratified object-based analysis for semi-automated geomorphological mapping. Remote Sensing of Environment, 115(12), 2976–2985.CrossRef
go back to reference Bai, S., Wang, J., Zhang, Z., & Cheng, C. (2012). Combined landslide susceptibility mapping after Wenchuan earthquake at the Zhouqu segment in the Bailongjiang Basin, China. Catena, 99, 18–25.CrossRef Bai, S., Wang, J., Zhang, Z., & Cheng, C. (2012). Combined landslide susceptibility mapping after Wenchuan earthquake at the Zhouqu segment in the Bailongjiang Basin, China. Catena, 99, 18–25.CrossRef
go back to reference Barlow, J., Martin, Y., & Franklin, S. (2003). Detecting translational landslide scars using segmentation of Landsat ETM + and DEM data in the northern Cascade Mountains, British Columbia. Canadian Journal of Remote Sensing, 29(4), 510–517.CrossRef Barlow, J., Martin, Y., & Franklin, S. (2003). Detecting translational landslide scars using segmentation of Landsat ETM + and DEM data in the northern Cascade Mountains, British Columbia. Canadian Journal of Remote Sensing, 29(4), 510–517.CrossRef
go back to reference Belgiu, M., & Drǎguţ, L. (2014). Comparing supervised and unsupervised multiresolution segmentation approaches for extracting buildings from very high resolution imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 96, 67–75.CrossRef Belgiu, M., & Drǎguţ, L. (2014). Comparing supervised and unsupervised multiresolution segmentation approaches for extracting buildings from very high resolution imagery. ISPRS Journal of Photogrammetry and Remote Sensing, 96, 67–75.CrossRef
go back to reference Blaschke, T. (2010). Object based image analysis for remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing, 65(1), 2–16.CrossRef Blaschke, T. (2010). Object based image analysis for remote sensing. ISPRS Journal of Photogrammetry and Remote Sensing, 65(1), 2–16.CrossRef
go back to reference Borghuis, A., Chang, K., & Lee, H. (2007). Comparison between automated and manual mapping of typhoon-triggered landslides from SPOT-5 imagery. International Journal of Remote Sensing, 28(8), 1843–1856.CrossRef Borghuis, A., Chang, K., & Lee, H. (2007). Comparison between automated and manual mapping of typhoon-triggered landslides from SPOT-5 imagery. International Journal of Remote Sensing, 28(8), 1843–1856.CrossRef
go back to reference Brunetti, M., Guzzetti, F., & Rossi, M. (2009). Probability distributions of landslide volumes. Nonlinear Processes in Geophysics, 16(2), 179–188.CrossRef Brunetti, M., Guzzetti, F., & Rossi, M. (2009). Probability distributions of landslide volumes. Nonlinear Processes in Geophysics, 16(2), 179–188.CrossRef
go back to reference Bugnion, L., Volkwein, A., & Denk, M. (2009). Artificial full scale shallow landslides. Paper presented at the EGU General Assembly Conference Abstracts. Bugnion, L., Volkwein, A., & Denk, M. (2009). Artificial full scale shallow landslides. Paper presented at the EGU General Assembly Conference Abstracts.
go back to reference Chang, K.-T., Liu, J.-K., & Wang, C.-I. (2012). An object-oriented analysis for characterizing the rainfall-induced shallow landslide. Journal of Marine Science and Technology, 20(6), 647–656. Chang, K.-T., Liu, J.-K., & Wang, C.-I. (2012). An object-oriented analysis for characterizing the rainfall-induced shallow landslide. Journal of Marine Science and Technology, 20(6), 647–656.
go back to reference Chen, R.-F., Lin, C.-W., Chen, Y.-H., He, T.-C., & Fei, L.-Y. (2015). Detecting and characterizing active thrust fault and deep-seated landslides in dense forest areas of Southern Taiwan Using Airborne LiDAR DEM. Remote Sensing, 7(11), 15443–15466.CrossRef Chen, R.-F., Lin, C.-W., Chen, Y.-H., He, T.-C., & Fei, L.-Y. (2015). Detecting and characterizing active thrust fault and deep-seated landslides in dense forest areas of Southern Taiwan Using Airborne LiDAR DEM. Remote Sensing, 7(11), 15443–15466.CrossRef
go back to reference Chen, W., Li, X., Wang, Y., Chen, G., & Liu, S. (2014). Forested landslide detection using LiDAR data and the random forest algorithm: A case study of the Three Gorges, China. Remote Sensing of Environment, 152, 291–301.CrossRef Chen, W., Li, X., Wang, Y., Chen, G., & Liu, S. (2014). Forested landslide detection using LiDAR data and the random forest algorithm: A case study of the Three Gorges, China. Remote Sensing of Environment, 152, 291–301.CrossRef
go back to reference Cruden, D. M., & Varnes, D. J. (1996). Landslides: investigation and mitigation. Chapter 3-Landslide types and processes. Transportation research board special report (247). Cruden, D. M., & Varnes, D. J. (1996). Landslides: investigation and mitigation. Chapter 3-Landslide types and processes. Transportation research board special report (247).
go back to reference Daniel, S. (2014). Predictive modeling of trust to Social Media content. Daniel, S. (2014). Predictive modeling of trust to Social Media content.
go back to reference Danneels, G., Pirard, E., & Havenith, H.-B. (2007). Automatic landslide detection from remote sensing images using supervised classification methods. Paper presented at the 2007 IEEE International Geoscience and Remote Sensing Symposium. Danneels, G., Pirard, E., & Havenith, H.-B. (2007). Automatic landslide detection from remote sensing images using supervised classification methods. Paper presented at the 2007 IEEE International Geoscience and Remote Sensing Symposium.
go back to reference Darwish, A., Leukert, K., & Reinhardt, W. (2003). Image segmentation for the purpose of object-based classification. Paper presented at the International Geoscience and Remote Sensing Symposium. Darwish, A., Leukert, K., & Reinhardt, W. (2003). Image segmentation for the purpose of object-based classification. Paper presented at the International Geoscience and Remote Sensing Symposium.
go back to reference Delgado, J., Vicente, F., García-Tortosa, F., Alfaro, P., Estévez, A., Lopez-Sanchez, J., et al. (2011). A deep seated compound rotational rock slide and rock spread in SE Spain: Structural control and DInSAR monitoring. Geomorphology, 129(3), 252–262.CrossRef Delgado, J., Vicente, F., García-Tortosa, F., Alfaro, P., Estévez, A., Lopez-Sanchez, J., et al. (2011). A deep seated compound rotational rock slide and rock spread in SE Spain: Structural control and DInSAR monitoring. Geomorphology, 129(3), 252–262.CrossRef
go back to reference Dey, V., Zhang, Y., & Zhong, M. (2010). A review on image segmentation techniques with remote sensing perspective: na. Dey, V., Zhang, Y., & Zhong, M. (2010). A review on image segmentation techniques with remote sensing perspective: na.
go back to reference Đomlija, P., Bernat, S., Mihalić, S. A., & Benac, Č. (2014). Landslide inventory in the area of Dubračina River Basin (Croatia) Landslide science for a safer geoenvironment (pp. 837–842). Berlin: Springer. Đomlija, P., Bernat, S., Mihalić, S. A., & Benac, Č. (2014). Landslide inventory in the area of Dubračina River Basin (Croatia) Landslide science for a safer geoenvironment (pp. 837–842). Berlin: Springer.
go back to reference Dou, J., Chang, K.-T., Chen, S., Yunus, A. P., Liu, J.-K., Xia, H., et al. (2015a). Automatic case-based reasoning approach for landslide detection: Integration of object-oriented image analysis and a genetic algorithm. Remote Sensing, 7(4), 4318–4342.CrossRef Dou, J., Chang, K.-T., Chen, S., Yunus, A. P., Liu, J.-K., Xia, H., et al. (2015a). Automatic case-based reasoning approach for landslide detection: Integration of object-oriented image analysis and a genetic algorithm. Remote Sensing, 7(4), 4318–4342.CrossRef
go back to reference Dou, J., Paudel, U., Oguchi, T., Uchiyama, S., & Hayakavva, Y. S. (2015). Shallow and deep-seated landslide differentiation using support vector machines: A case study of the Chuetsu Area, Japan. Terrestrial, Atmospheric & Oceanic Sciences, 26(2). Dou, J., Paudel, U., Oguchi, T., Uchiyama, S., & Hayakavva, Y. S. (2015). Shallow and deep-seated landslide differentiation using support vector machines: A case study of the Chuetsu Area, Japan. Terrestrial, Atmospheric & Oceanic Sciences, 26(2).
go back to reference Drǎguţ, L., Tiede, D., & Levick, S. R. (2010). ESP: A tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data. International Journal of Geographical Information Science, 24(6), 859–871.CrossRef Drǎguţ, L., Tiede, D., & Levick, S. R. (2010). ESP: A tool to estimate scale parameter for multiresolution image segmentation of remotely sensed data. International Journal of Geographical Information Science, 24(6), 859–871.CrossRef
go back to reference Gao, J., & Maro, J. (2010). Topographic controls on evolution of shallow landslides in pastoral Wairarapa, New Zealand, 1979–2003. Geomorphology, 114(3), 373–381.CrossRef Gao, J., & Maro, J. (2010). Topographic controls on evolution of shallow landslides in pastoral Wairarapa, New Zealand, 1979–2003. Geomorphology, 114(3), 373–381.CrossRef
go back to reference Goudie, A. (2004). Encyclopedia of geomorphology (Vol. 2). UK: Psychology Press. Goudie, A. (2004). Encyclopedia of geomorphology (Vol. 2). UK: Psychology Press.
go back to reference Guzzetti, F., Mondini, A. C., Cardinali, M., Fiorucci, F., Santangelo, M., & Chang, K.-T. (2012). Landslide inventory maps: New tools for an old problem. Earth-Science Reviews, 112(1), 42–66.CrossRef Guzzetti, F., Mondini, A. C., Cardinali, M., Fiorucci, F., Santangelo, M., & Chang, K.-T. (2012). Landslide inventory maps: New tools for an old problem. Earth-Science Reviews, 112(1), 42–66.CrossRef
go back to reference Heleno, S., Matias, M., Pina, P., & Sousa, A. (2015). Automated object-based classification of rain-induced landslides with VHR multispectral images in Madeira Island. Natural Hazards & Earth System Sciences Discussions, 3(9). Heleno, S., Matias, M., Pina, P., & Sousa, A. (2015). Automated object-based classification of rain-induced landslides with VHR multispectral images in Madeira Island. Natural Hazards & Earth System Sciences Discussions, 3(9).
go back to reference Hervás, J., & Rosin, P. L. (1996). Landslide mapping by textural analysis of ATM data. Paper presented at the Proceedings of the Thematic Conference on Geologic Remote Sensing. Hervás, J., & Rosin, P. L. (1996). Landslide mapping by textural analysis of ATM data. Paper presented at the Proceedings of the Thematic Conference on Geologic Remote Sensing.
go back to reference Hong, Y., He, X., Cerato, A., Zhang, K., Hong, Z., & Liao, Z. (2015). Predictability of a physically based model for rainfall-induced shallow landslides: Model development and case studies. In Modern technologies for landslide monitoring and prediction (pp. 165–178). New York: Springer. Hong, Y., He, X., Cerato, A., Zhang, K., Hong, Z., & Liao, Z. (2015). Predictability of a physically based model for rainfall-induced shallow landslides: Model development and case studies. In Modern technologies for landslide monitoring and prediction (pp. 165–178). New York: Springer.
go back to reference Kasai, M., Ikeda, M., Asahina, T., & Fujisawa, K. (2009). LiDAR-derived DEM evaluation of deep-seated landslides in a steep and rocky region of Japan. Geomorphology, 113(1), 57–69.CrossRef Kasai, M., Ikeda, M., Asahina, T., & Fujisawa, K. (2009). LiDAR-derived DEM evaluation of deep-seated landslides in a steep and rocky region of Japan. Geomorphology, 113(1), 57–69.CrossRef
go back to reference Kellerer-Pirklbauer, A., Proske, H., & Strasser, V. (2010). Paraglacial slope adjustment since the end of the Last Glacial Maximum and its long-lasting effects on secondary mass wasting processes: Hauser Kaibling, Austria. Geomorphology, 120(1), 65–76.CrossRef Kellerer-Pirklbauer, A., Proske, H., & Strasser, V. (2010). Paraglacial slope adjustment since the end of the Last Glacial Maximum and its long-lasting effects on secondary mass wasting processes: Hauser Kaibling, Austria. Geomorphology, 120(1), 65–76.CrossRef
go back to reference Kohavi, R., & John, G. H. (1997). Wrappers for feature subset selection. Artificial Intelligence, 97(1), 273–324.CrossRef Kohavi, R., & John, G. H. (1997). Wrappers for feature subset selection. Artificial Intelligence, 97(1), 273–324.CrossRef
go back to reference Korup, O. (2006). Effects of large deep‐seated landslides on hillslope morphology, western Southern Alps, New Zealand. Journal of Geophysical Research: Earth Surface, 111(F1). Korup, O. (2006). Effects of large deep‐seated landslides on hillslope morphology, western Southern Alps, New Zealand. Journal of Geophysical Research: Earth Surface, 111(F1).
go back to reference Kursa, M. B., & Rudnicki, W. R. (2010). Feature selection with the Boruta package: Journal. Kursa, M. B., & Rudnicki, W. R. (2010). Feature selection with the Boruta package: Journal.
go back to reference Li, M., Ma, L., Blaschke, T., Cheng, L., & Tiede, D. (2016). A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments. International Journal of Applied Earth Observation and Geoinformation, 49, 87–98.CrossRef Li, M., Ma, L., Blaschke, T., Cheng, L., & Tiede, D. (2016). A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments. International Journal of Applied Earth Observation and Geoinformation, 49, 87–98.CrossRef
go back to reference Lin, C.-W., Tseng, C.-M., Tseng, Y.-H., Fei, L.-Y., Hsieh, Y.-C., & Tarolli, P. (2013). Recognition of large scale deep-seated landslides in forest areas of Taiwan using high resolution topography. Journal of Asian Earth Sciences, 62, 389–400.CrossRef Lin, C.-W., Tseng, C.-M., Tseng, Y.-H., Fei, L.-Y., Hsieh, Y.-C., & Tarolli, P. (2013). Recognition of large scale deep-seated landslides in forest areas of Taiwan using high resolution topography. Journal of Asian Earth Sciences, 62, 389–400.CrossRef
go back to reference Ma, H.-R., Cheng, X., Chen, L., Zhang, H., & Xiong, H. (2016). Automatic identification of shallow landslides based on Worldview2 remote sensing images. Journal of Applied Remote Sensing, 10(1), 016008.CrossRef Ma, H.-R., Cheng, X., Chen, L., Zhang, H., & Xiong, H. (2016). Automatic identification of shallow landslides based on Worldview2 remote sensing images. Journal of Applied Remote Sensing, 10(1), 016008.CrossRef
go back to reference Malamud, B. D., Turcotte, D. L., Guzzetti, F., & Reichenbach, P. (2004). Landslide inventories and their statistical properties. Earth Surface Processes and Landforms, 29(6), 687–711.CrossRef Malamud, B. D., Turcotte, D. L., Guzzetti, F., & Reichenbach, P. (2004). Landslide inventories and their statistical properties. Earth Surface Processes and Landforms, 29(6), 687–711.CrossRef
go back to reference Martha, T. R., Kerle, N., Jetten, V., van Westen, C. J., & Kumar, K. V. (2010). Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods. Geomorphology, 116(1), 24–36.CrossRef Martha, T. R., Kerle, N., Jetten, V., van Westen, C. J., & Kumar, K. V. (2010). Characterising spectral, spatial and morphometric properties of landslides for semi-automatic detection using object-oriented methods. Geomorphology, 116(1), 24–36.CrossRef
go back to reference Martha, T. R., Kerle, N., van Westen, C. J., Jetten, V., & Kumar, K. V. (2011). Segment optimization and data-driven thresholding for knowledge-based landslide detection by object-based image analysis. IEEE Transactions on Geoscience and Remote Sensing, 49(12), 4928–4943.CrossRef Martha, T. R., Kerle, N., van Westen, C. J., Jetten, V., & Kumar, K. V. (2011). Segment optimization and data-driven thresholding for knowledge-based landslide detection by object-based image analysis. IEEE Transactions on Geoscience and Remote Sensing, 49(12), 4928–4943.CrossRef
go back to reference McKean, J., & Roering, J. (2004). Objective landslide detection and surface morphology mapping using high-resolution airborne laser altimetry. Geomorphology, 57(3), 331–351.CrossRef McKean, J., & Roering, J. (2004). Objective landslide detection and surface morphology mapping using high-resolution airborne laser altimetry. Geomorphology, 57(3), 331–351.CrossRef
go back to reference Moine, M., Puissant, A., & Malet, J.-P. (2009). Detection of landslides from aerial and satellite images with a semi-automatic method. Application to the Barcelonnette basin (Alpes-de-Hautes-Provence, France): Paper presented at the Landslide processes-from geomorphologic mapping to dynamic modelling. Moine, M., Puissant, A., & Malet, J.-P. (2009). Detection of landslides from aerial and satellite images with a semi-automatic method. Application to the Barcelonnette basin (Alpes-de-Hautes-Provence, France): Paper presented at the Landslide processes-from geomorphologic mapping to dynamic modelling.
go back to reference Möller, M., Lymburner, L., & Volk, M. (2007). The comparison index: A tool for assessing the accuracy of image segmentation. International Journal of Applied Earth Observation and Geoinformation, 9(3), 311–321.CrossRef Möller, M., Lymburner, L., & Volk, M. (2007). The comparison index: A tool for assessing the accuracy of image segmentation. International Journal of Applied Earth Observation and Geoinformation, 9(3), 311–321.CrossRef
go back to reference Mondini, A., Guzzetti, F., Reichenbach, P., Rossi, M., Cardinali, M., & Ardizzone, F. (2011). Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images. Remote Sensing of Environment, 115(7), 1743–1757.CrossRef Mondini, A., Guzzetti, F., Reichenbach, P., Rossi, M., Cardinali, M., & Ardizzone, F. (2011). Semi-automatic recognition and mapping of rainfall induced shallow landslides using optical satellite images. Remote Sensing of Environment, 115(7), 1743–1757.CrossRef
go back to reference Pal, N. R., & Pal, S. K. (1993). A review on image segmentation techniques. Pattern Recognition, 26(9), 1277–1294.CrossRef Pal, N. R., & Pal, S. K. (1993). A review on image segmentation techniques. Pattern Recognition, 26(9), 1277–1294.CrossRef
go back to reference Pontius, R. G., Jr., & Millones, M. (2011). Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment. International Journal of Remote Sensing, 32(15), 4407–4429.CrossRef Pontius, R. G., Jr., & Millones, M. (2011). Death to Kappa: Birth of quantity disagreement and allocation disagreement for accuracy assessment. International Journal of Remote Sensing, 32(15), 4407–4429.CrossRef
go back to reference Pradhan, B., Jebur, M. N., Shafri, H. Z. M., & Tehrany, M. S. (2016). Data fusion technique using wavelet transform and taguchi methods for automatic landslide detection from airborne laser scanning data and quickbird satellite imagery. IEEE Transactions on Geoscience and Remote Sensing, 54(3), 1610–1622.CrossRef Pradhan, B., Jebur, M. N., Shafri, H. Z. M., & Tehrany, M. S. (2016). Data fusion technique using wavelet transform and taguchi methods for automatic landslide detection from airborne laser scanning data and quickbird satellite imagery. IEEE Transactions on Geoscience and Remote Sensing, 54(3), 1610–1622.CrossRef
go back to reference Radoux, J., & Bogaert, P. (2014). Accounting for the area of polygon sampling units for the prediction of primary accuracy assessment indices. Remote Sensing of Environment, 142, 9–19.CrossRef Radoux, J., & Bogaert, P. (2014). Accounting for the area of polygon sampling units for the prediction of primary accuracy assessment indices. Remote Sensing of Environment, 142, 9–19.CrossRef
go back to reference Rau, J.-Y., Chang, K.-T., Shao, Y.-C., & Lau, C.-C. (2012). Semi-automatic shallow landslide detection by the integration of airborne imagery and laser scanning data. Natural Hazards, 61(2), 469–480.CrossRef Rau, J.-Y., Chang, K.-T., Shao, Y.-C., & Lau, C.-C. (2012). Semi-automatic shallow landslide detection by the integration of airborne imagery and laser scanning data. Natural Hazards, 61(2), 469–480.CrossRef
go back to reference Rau, J.-Y., Jhan, J.-P., & Rau, R.-J. (2014). Semiautomatic object-oriented landslide recognition scheme from multisensor optical imagery and DEM. IEEE Transactions on Geoscience and Remote Sensing, 52(2), 1336–1349.CrossRef Rau, J.-Y., Jhan, J.-P., & Rau, R.-J. (2014). Semiautomatic object-oriented landslide recognition scheme from multisensor optical imagery and DEM. IEEE Transactions on Geoscience and Remote Sensing, 52(2), 1336–1349.CrossRef
go back to reference Segoni, S., Leoni, L., Benedetti, A., Catani, F., Righini, G., Falorni, G., et al. (2009). Towards a definition of a real-time forecasting network for rainfall induced shallow landslides. Natural Hazards and Earth System Sciences, 9(6), 2119–2133.CrossRef Segoni, S., Leoni, L., Benedetti, A., Catani, F., Righini, G., Falorni, G., et al. (2009). Towards a definition of a real-time forecasting network for rainfall induced shallow landslides. Natural Hazards and Earth System Sciences, 9(6), 2119–2133.CrossRef
go back to reference Stumpf, A., & Kerle, N. (2011). Object-oriented mapping of landslides using Random Forests. Remote Sensing of Environment, 115(10), 2564–2577.CrossRef Stumpf, A., & Kerle, N. (2011). Object-oriented mapping of landslides using Random Forests. Remote Sensing of Environment, 115(10), 2564–2577.CrossRef
go back to reference Stumpf, A., Lachiche, N., Malet, J.-P., Kerle, N., & Puissant, A. (2014). Active learning in the spatial domain for remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 52(5), 2492–2507.CrossRef Stumpf, A., Lachiche, N., Malet, J.-P., Kerle, N., & Puissant, A. (2014). Active learning in the spatial domain for remote sensing image classification. IEEE Transactions on Geoscience and Remote Sensing, 52(5), 2492–2507.CrossRef
go back to reference Tarolli, P. (2014). High-resolution topography for understanding Earth surface processes: Opportunities and challenges. Geomorphology, 216, 295–312.CrossRef Tarolli, P. (2014). High-resolution topography for understanding Earth surface processes: Opportunities and challenges. Geomorphology, 216, 295–312.CrossRef
go back to reference Tehrany, M. S., Pradhan, B., & Jebuv, M. N. (2014). A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery. Geocarto International, 29(4), 351–369.CrossRef Tehrany, M. S., Pradhan, B., & Jebuv, M. N. (2014). A comparative assessment between object and pixel-based classification approaches for land use/land cover mapping using SPOT 5 imagery. Geocarto International, 29(4), 351–369.CrossRef
go back to reference Tian, J., & Chen, D. M. (2007). Optimization in multi-scale segmentation of high-resolution satellite images for artificial feature recognition. International Journal of Remote Sensing, 28(20), 4625–4644.CrossRef Tian, J., & Chen, D. M. (2007). Optimization in multi-scale segmentation of high-resolution satellite images for artificial feature recognition. International Journal of Remote Sensing, 28(20), 4625–4644.CrossRef
go back to reference van Asselen, S., & Seijmonsbergen, A. (2006). Expert-driven semi-automated geomorphological mapping for a mountainous area using a laser DTM. Geomorphology, 78(3), 309–320.CrossRef van Asselen, S., & Seijmonsbergen, A. (2006). Expert-driven semi-automated geomorphological mapping for a mountainous area using a laser DTM. Geomorphology, 78(3), 309–320.CrossRef
go back to reference Van Westen, C. J., Castellanos, E., & Kuriakose, S. L. (2008). Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview. Engineering Geology, 102(3), 112–131.CrossRef Van Westen, C. J., Castellanos, E., & Kuriakose, S. L. (2008). Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview. Engineering Geology, 102(3), 112–131.CrossRef
go back to reference Vennari, C., Gariano, S., Antronico, L., Brunetti, M., Iovine, G., Peruccacci, S., et al. (2014). Rainfall thresholds for shallow landslide occurrence in Calabria, southern Italy. Natural Hazards and Earth System Sciences, 14(2), 317–330.CrossRef Vennari, C., Gariano, S., Antronico, L., Brunetti, M., Iovine, G., Peruccacci, S., et al. (2014). Rainfall thresholds for shallow landslide occurrence in Calabria, southern Italy. Natural Hazards and Earth System Sciences, 14(2), 317–330.CrossRef
go back to reference Vohora, V., & Donoghue, S. (2004). Application of remote sensing data to landslide mapping in Hong Kong. Remote Sensing and Spatial Information Sciences: International Archives of Photogrammetry. Vohora, V., & Donoghue, S. (2004). Application of remote sensing data to landslide mapping in Hong Kong. Remote Sensing and Spatial Information Sciences: International Archives of Photogrammetry.
go back to reference Wiegand, C., Rutzinger, M., Heinrich, K., & Geitner, C. (2013). Automated extraction of shallow erosion areas based on multi-temporal ortho-imagery. Remote Sensing, 5(5), 2292–2307.CrossRef Wiegand, C., Rutzinger, M., Heinrich, K., & Geitner, C. (2013). Automated extraction of shallow erosion areas based on multi-temporal ortho-imagery. Remote Sensing, 5(5), 2292–2307.CrossRef
go back to reference Yu, T.-T., Wang, T.-S., & Cheng, Y.-S. (2015). Analysis of factors triggering shallow failure and deep-seated landslides induced by single rainfall events. Journal of Disaster Research, 10(5), 966–972.CrossRef Yu, T.-T., Wang, T.-S., & Cheng, Y.-S. (2015). Analysis of factors triggering shallow failure and deep-seated landslides induced by single rainfall events. Journal of Disaster Research, 10(5), 966–972.CrossRef
go back to reference Zêzere, J. L., Trigo, R. M., & Trigo, I. F. (2005). Shallow and deep landslides induced by rainfall in the Lisbon region (Portugal): Assessment of relationships with the North Atlantic Oscillation. Natural Hazards and Earth System Science, 5(3), 331–344.CrossRef Zêzere, J. L., Trigo, R. M., & Trigo, I. F. (2005). Shallow and deep landslides induced by rainfall in the Lisbon region (Portugal): Assessment of relationships with the North Atlantic Oscillation. Natural Hazards and Earth System Science, 5(3), 331–344.CrossRef
go back to reference Zhang, Y., Maxwell, T., Tong, H., & Dey, V. (2010). Development of a supervised software tool for automated determination of optimal segmentation parameters for ecognition: na. Zhang, Y., Maxwell, T., Tong, H., & Dey, V. (2010). Development of a supervised software tool for automated determination of optimal segmentation parameters for ecognition: na.
go back to reference Zizioli, D., Meisina, C., Bordoni, M., & Zucca, F. (2014). Rainfall-triggered shallow landslides mapping through Pleiades images In Landslide science for a safer geoenvironment (pp. 325–329). New York: Springer. Zizioli, D., Meisina, C., Bordoni, M., & Zucca, F. (2014). Rainfall-triggered shallow landslides mapping through Pleiades images In Landslide science for a safer geoenvironment (pp. 325–329). New York: Springer.
Metadata
Title
Optimized Rule Sets for Automatic Landslide Characteristic Detection in a Highly Vegetated Forests
Authors
Biswajeet Pradhan
Mustafa Ridha Mezaal
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-55342-9_3