Rapid knowledge of road network conditions is vital to formulate an efficient emergency response plan following any major disaster. Fallen buildings, immobile vehicles, and other forms of debris often render roads impassable to responders. The status of roadways is generally determined through time and resource heavy methods, such as field surveys and manual interpretation of remotely sensed imagery. Airborne lidar systems provide an alternative, cost-effective option for performing network assessments. The 3D data can be collected quickly over a wide area and provide valuable insight about the geometry and structure of the scene. This paper presents a method for automatically detecting and characterizing debris in roadways using airborne lidar data. Points falling within the road extent are extracted from the point cloud and clustered into individual objects using region growing. Objects are classified as debris or non-debris using surface properties and contextual cues. Debris piles are reconstructed as surfaces using alpha shapes, from which an estimate of debris volume can be computed. Results using real lidar data collected after a natural disaster are presented. Initial results indicate that accurate debris maps can be automatically generated using the proposed method. These debris maps would be an invaluable asset to disaster management and emergency response teams attempting to reach survivors despite a crippled transportation network.
机构:
Oregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USAOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Talsma, Carl J.
Good, Stephen P.
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Oregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USAOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Good, Stephen P.
Jimenez, Carlos
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Estellus, Paris, FranceOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Jimenez, Carlos
Martens, Brecht
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Univ Ghent, Lab Hydrol & Water Management, Ghent, BelgiumOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Martens, Brecht
Fisher, Joshua B.
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CALTECH, Jet Prop Lab, Pasadena, CA 91125 USAOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Fisher, Joshua B.
Miralles, Diego G.
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Univ Ghent, Lab Hydrol & Water Management, Ghent, BelgiumOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
Miralles, Diego G.
McCabe, Matthew F.
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King Abdullah Univ Sci & Technol, Div Biol & Environm Sci & Engn, Thuwal, Saudi ArabiaOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA
McCabe, Matthew F.
Purdy, Adam J.
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Univ Calif Irvine, Dept Earth Syst Sci, Irvine, CA USAOregon State Univ, Dept Biol & Ecol Engn, Corvallis, OR 97331 USA