A Real-time Traffic Routing Framework for Flood Risk Management Using Live Urban Observation Data
Authors: Dong Na , Robson Craig , Barr Stuart , Dawson Richard 
Published: March 2020

&lt;p&gt;Reliable transportation infrastructure is crucial to ensure the mobility, safety and economy of urban areas. Flooding in urban environments can disrupt the flow of people, goods, services and emergency responders as a result of disruption or damage to transport systems. Pervasive sensors for urban monitoring and traffic surveillance, coupled with big data analytics, provide new opportunities for managing the impacts of urban flooding through intelligent traffic management systems in real-time.&lt;/p&gt;&lt;p&gt;A framework has been developed to assess the effect of urban surface water on road network traffic movements, accounting for real-time traffic conditions and changes in road capacity under flood conditions. Through this framework, inferred future traffic disruptions and short-term congestions, along with their spatiotemporal prorogation can be provided to assist flood risk warning and safety guidance. Within this framework, both flood modelling results from the HiPIMS 2D hydrodynamic model, and traffic prediction from machine leaning, are integrated to enable improved traffic forecasting that accounts for surface water conditions. Information from 130 traffic counters and 46 CCTV cameras distributed over Newcastle upon Tyne (UK) are employed which include information on location, historical traffic flow, and imagery.&lt;/p&gt;&lt;p&gt;Figure 1 shows a flowchart of the traffic routing system. Congestion is evaluated on the basis of the level of service (LOS) value which is a function of both free flow speed and actual traffic density providing a quantitative measure for the quality of vehicle traffic service. Surface water results in decreased driving speeds which can in turn cause in a sudden increase of traffic density near the flooded road, and queuing in connected roads. A relationship among flood depth, free flow speed, flow rate and density has been constructed to examine the density curve variation in the whole process along with the surface flood dynamic. Based on the new speed-flow model and congestion degree an updated road network can be acquired using geometric calculation and network analysis. Finally, flooded traffic flows are rerouted by shortest path calculation associated with the origin-destination and changes in road capacity and vehicle speeds. A case study under a flood event similar to the one on June 28&lt;sup&gt;th&lt;/sup&gt; 2012, which is a return period of 1 in 100 years, is demonstrated for Newcastle upon Tyne (UK).&amp;#160;&lt;/p&gt;&lt;p&gt;&lt;img 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&quot; alt=&quot;&quot;&gt;&lt;/p&gt;&lt;p&gt;Figure 1. Flowchart of the integrated traffic routing model that accounts for surface water flooding.&lt;/p&gt;