TY - JOUR
T1 - Distinguishing the windthrow and hydrogeological effects of typhoon impact on agricultural lands
T2 - An integrative OBIA and PPGIS approach
AU - Chen, Tzu Hsin
AU - Lin, Kuan Hui Elaine
N1 - Funding Information:
This article presents a part of the research project funded by Integrated Research on Disaster Risk-International Centre of Excellence (IRDR-ICoE) and Centre for Sustainability Science, Academia Sinica, Taipei, Taiwan. The centre provided continuous support, which was indispensable in completing this work. We also acknowledge the Centre for Space and Remote Sensing Research, National Central University, Taiwan, for the valuable assistance with SPOT 5 imagery. Finally, we acknowledge our research partners in the Philippines, Dr Damasa (Demi) Magcal-Macandog at the Institute of Biological Sciences, University of the Philippines Los Banos, Dr Lilibeth Acosta at German Development Institute & Potsdam Institute for Climate Impact Research, Germany and adjunct professor of the School of Environmental Science and Management, University of the Philippines Los Banos, Prof. Edwin Abucay, Department of Community and Environmental Resource Planning, University of the Philippines Los Banos, and our very hard working research assistants, Ms Paula Macandog and Ms Elena Eugenio. We also thank the New Bataan municipal office, the mayor, Mr Lorenzo L. Balbin Jr., and our local partners at Compostela Valley State College, who aided in organizing the workshop and field survey. Without these people and the participation of the local villagers, this study would not have been possible. We thus express our sincere appreciation to them.
Funding Information:
This work was supported by the Centre for Sustainability Science, Academia Sinica; Integrated Research on Disaster Risk-International Centre of Excellence (IRDR-ICoE).
Publisher Copyright:
© 2017 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2018/1/2
Y1 - 2018/1/2
N2 - The agricultural impacts of tropical cyclones remain the primary threat to livelihoods in Southeast Asia and Latin America. The impacts take two forms, one is windthrow, i.e. uprooted or snapped trees, caused by strong wind, and the other is hydrogeological effects from heavy precipitation. The empirical effects are different for the two forms. However, little previous research has been devoted to distinguishing the two effects to estimate agricultural losses, and even fewer have used moderate-resolution (10 m resolution) images. This study presents a methodological progression to address this deficiency. First, an object-based image analytical method distinguishes the two effects using Satellite Pour l’Observation de la Terre — 5 satellite images. Various object-based features are compared to acquire their spectral, textural, and geometric characteristics for the interpretation. Second, a public participation geographical information system (PPGIS) approach is developed that combines community empowerment and collaborative field survey to rebuild and represent ground truth during disasters for image validation. The method is applied to a case study of typhoon Bopha that struck Compostela Valley, eastern Mindanao, the Philippines in December 2012. Our assessment indicates that the producer accuracy reaches 88.9% for debris and mud flows and 83.3% for windthrow, and user accuracy reaches 94% and 81%, respectively. The result indicates that the proposed methods have great potential for distinguishing the two effects. It also highlights the efficacy of integrating PPGIS with remote sensing, for image validation purposes and in practice to enhance local residents’ environmental consciousness for enhancing adaptive capacity in resource limited regions.
AB - The agricultural impacts of tropical cyclones remain the primary threat to livelihoods in Southeast Asia and Latin America. The impacts take two forms, one is windthrow, i.e. uprooted or snapped trees, caused by strong wind, and the other is hydrogeological effects from heavy precipitation. The empirical effects are different for the two forms. However, little previous research has been devoted to distinguishing the two effects to estimate agricultural losses, and even fewer have used moderate-resolution (10 m resolution) images. This study presents a methodological progression to address this deficiency. First, an object-based image analytical method distinguishes the two effects using Satellite Pour l’Observation de la Terre — 5 satellite images. Various object-based features are compared to acquire their spectral, textural, and geometric characteristics for the interpretation. Second, a public participation geographical information system (PPGIS) approach is developed that combines community empowerment and collaborative field survey to rebuild and represent ground truth during disasters for image validation. The method is applied to a case study of typhoon Bopha that struck Compostela Valley, eastern Mindanao, the Philippines in December 2012. Our assessment indicates that the producer accuracy reaches 88.9% for debris and mud flows and 83.3% for windthrow, and user accuracy reaches 94% and 81%, respectively. The result indicates that the proposed methods have great potential for distinguishing the two effects. It also highlights the efficacy of integrating PPGIS with remote sensing, for image validation purposes and in practice to enhance local residents’ environmental consciousness for enhancing adaptive capacity in resource limited regions.
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U2 - 10.1080/01431161.2017.1382741
DO - 10.1080/01431161.2017.1382741
M3 - Article
AN - SCOPUS:85048082380
SN - 0143-1161
VL - 39
SP - 131
EP - 148
JO - International Joural of Remote Sensing
JF - International Joural of Remote Sensing
IS - 1
ER -