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JDR Vol.21 No.2 pp. 324-334
(2026)

Paper:

Community Classification Based on Landform Distribution and Flood Hazard Characteristics in Candaba Municipality, Pampanga River Basin, Philippines

Naoko Nagumo*,†, Miho Ohara**, and Patricia Ann Jaranilla-Sanchez*** ORCID Icon

*International Centre for Water Hazard and Risk Management (ICHARM), Public Works Research Institute (PWRI)
1-6 Minamihara, Tsukuba, Ibaraki 305-8516, Japan

Corresponding author

**Interfaculty Initiative in Information Studies, The University of Tokyo
Tokyo, Japan

***School of Environmental Science and Management, University of the Philippines Los Baños
Los Baños, Philippines

Received:
November 10, 2025
Accepted:
February 18, 2026
Published:
April 1, 2026
Keywords:
land classification, flood, residential patterns, Candaba Swamp, Pampanga River
Abstract

The Candaba Swamp, situated in the lower reaches of the Pampanga River on Luzon Island, is important for maintaining the local ecosystem and storing floodwaters. Analyses using an original land classification map and satellite images describing the situation of recent flood inundation show that severe flooding in the Candaba Swamp mainly results from concentrated flood flows from eastern tributary rivers and the Cabiao Floodway onto lower landform surfaces. Communities in Candaba municipality, which includes most of the swamp, are divided into four groups based on flood hazard characteristics identified from landform distributions and recent flood inundation conditions. In the most flood-prone group, located in the central swamp, the average floor height of living spaces above the ground is higher compared to the other groups. However, in two-story houses, the most common house type in the group, the flood inundation height reached an average of 1.8 ft above the floor level during the worst flood event in the past five years. These households also tend to have longer residency and show less intention to relocate, likely because flood inundation in the swamp brings both risks and certain benefits. Implementing flood countermeasures, including those that maximize the functions of the Candaba Swamp, should consider these flood hazard characteristics and local living practices.

Flooding of Barangay San Agustin, Candaba Municipality in September 2022

Flooding of Barangay San Agustin, Candaba Municipality in September 2022

Cite this article as:
N. Nagumo, M. Ohara, and P. Jaranilla-Sanchez, “Community Classification Based on Landform Distribution and Flood Hazard Characteristics in Candaba Municipality, Pampanga River Basin, Philippines,” J. Disaster Res., Vol.21 No.2, pp. 324-334, 2026.
Data files:
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Last updated on Apr. 22, 2026