River floods; development trajectory; land-use transport interaction model; hydrologic model; hydraulic model
Abstract :
[en] In this paper, the development trajectory of an integrated framework for the mitigation of future flood risk of the Ourthe river basin in Belgium is discussed. The paper contributes to the state-of-the-art by presenting an integrated multidisciplinary framework capable of making long-term projections (time horizon 2050 and 2100) with the objective of mitigating future flood risk by proposing alternative land-use scenarios. It bridges numerous different fields, including urban planning, transport engineering, hydrology, geology, environmental engineering, and economics. The overall design and validation results of the different sub-modules of the framework are presented, and ongoing and future enhancements are highlighted.
Research center :
Lepur : Centre de Recherche sur la Ville, le Territoire et le Milieu rural - ULiège LEMA : Local Environment Management & Analysis HECE Hydrogeology & Environmental Geology UEE - Urban and Environmental Engineering - ULiège
Disciplines :
Civil engineering Special economic topics (health, labor, transportation...)
Author, co-author :
Saadi, Ismaïl ; Université de Liège > Département ArGEnCo > Transports et mobilité
Bruwier, Martin ; Université de Liège > Département ArGEnCo > Hydraulics in Environmental and Civil Engineering
Aljoufie, M., M., Zuidgeest, M., Brussel, J., van Vliet, and M., van Maarseveen. 2013. “A Cellular Automata-based Land Use and Transport Interaction Model Applied to Jeddah, Saudi Arabia.” Landscape and Urban Planning 112: 89–99. doi:10.1016/j.landurbplan.2013.01.003
Arrault, A., P., Finaud-Guyot, P., Archambeau, M., Bruwier, S., Erpicum, M., Pirotton, and B., Dewals. 2016. “Hydrodynamics of Long-duration Urban Floods: Experiments and Numerical Modelling.” Natural Hazards and Earth System Sciences 16 (6): 1413–1429. doi:10.5194/nhess-16-1413-2016
Augustijn-Beckers, E. W., J., Flacke, and B., Retsios. 2011. “Simulating Informal Settlement Growth in Dar Es Salaam, Tanzania: An Agent-based Housing Model.” Computers, Environment and Urban Systems 35 (2): 93–103. doi:10.1016/j.compenvurbsys.2011.01.001
Auld, J., and A., Mohammadian. 2009. “Framework for the Development of the Agent-based Dynamic Activity Planning and Travel Scheduling (ADAPTS) Model.” Transportation Letters: The International Journal of Transportation Research 1 (3): 245–255. doi:10.3328/TL.2009.01.03.245-255
Bachmann, C., C., Kennedy, and M. J., Roorda. 2014. “Applications of Random-utility-based Multi-region Input-output Models of Transport and the Spatial Economy.” Transport Reviews 34 (4): 418–440. doi:10.1080/01441647.2014.907369
Balmer, M., K., Axhausen, and K., Nagel. 2006. “Agent-based Demand-modeling Framework for Large-scale Microsimulations.” Transportation Research Record: Journal of the Transportation Research Board 1985: 125–134. doi:10.3141/1985-14
Batty, M., Y., Xie, and Z., Sun. 1999. “Modeling Urban Dynamics through GIS-based Cellular Automata.” Computers, Environment and Urban Systems 23 (3): 205–233. doi:10.1016/S0198-9715(99)00015-0
Beckers, A., B., Dewals, S., Erpicum, S., Dujardin, S., Detrembleur, J., Teller, M., Pirotton, and P., Archambeau. 2013. “Contribution of Land Use Changes to Future Flood Damage along the River Meuse in the Walloon Region.” Natural Hazards and Earth System Sciences 13 (9): 2301–2318. doi:10.5194/nhess-13-2301-2013
Beckman, R. J., K. A., Baggerly, and M. D., McKay. 1996. “Creating Synthetic Baseline Populations.” Transportation Research Part A: Policy and Practice 30 (6): 415–429. doi:10.1016/0965-8564(96)00004-3
Bert, F. E., G. P., Podestá, S. L., Rovere, A. N., Menéndez, M., North, E., Tatara, C. E., Laciana, E., Weber, and F. R., Toranzo. 2011. “An Agent Based Model to Simulate Structural and Land Use Changes in Agricultural Systems of the Argentine Pampas.” Ecological Modelling 222 (19): 3486–3499. doi:10.1016/j.ecolmodel.2011.08.007
Bruwier, M., P., Archambeau, S., Erpicum, M., Pirotton, and B., Dewals. 2016. “Discretization of the Divergence Formulation of the Bed Slope Term in the Shallow-water Equations and Consequences in Terms of Energy Balance.” Applied Mathematical Modelling 40 (17–18): 7532–7544. doi:10.1016/j.apm.2016.01.041
Bruwier, M., S., Erpicum, M., Pirotton, P., Archambeau, and B. J., Dewals. 2015. “Assessing the Operation Rules of a Reservoir System Based on a Detailed Modelling Chain.” Natural Hazards and Earth System Sciences 15 (3): 365–379. doi:10.5194/nhess-15-365-2015
Cornelis, E., M., Hubert, P., Hunyen, K., Lebrun, G., Patriarche, A., De Witte, L., Creemers, et al. 2012. Belgian Daily Mobility (BELDAM): Enquête Sur La Mobilité Quotidienne Des Belges [Belgian Daily Mobility (BELDAM): Survey about the daily mobility of Belgians]. Brussels: SPF Mobilité & Transports
Creemers, L., G., Wets, and M., Cools. 2015. “Meteorological Variation in Daily Travel Behaviour: Evidence from Revealed Preference Data from the Netherlands.” Theoretical and Applied Climatology 120 (1–2): 183–194. doi:10.1007/s00704-014-1169-0
Detrembleur, S., F., Stilmant, B., Dewals, S., Erpicum, P., Archambeau, and M., Pirotton. 2015. “Impacts of Climate Change on Future Flood Damage on the River Meuse, with a Distributed Uncertainty Analysis.” Natural Hazards 77 (3): 1533–1549. doi:10.1007/s11069-015-1661-6
Devillet, G., M., Jaspard, and J., Vazquez Parras. 2014. Atlas du commerce en Wallonie. Structures, Dynamiques, Comportements spatiaux des consommateurs [Walloon Trade Atlas. Structures, Dynamics and Spatial Behaviour of Consumers]. Liège: Presses universitaires de Liège
Dewals, B. J., P., Archambeau, B., Khuat Duy, S., Erpicum, and M., Pirotton. 2012. “Semi-explicit Modelling of Watersheds with Urban Drainage Systems.” Engineering Applications of Computational Fluid Mechanics 6 (1): 46–57.10.1080/19942060.2012.11015402
Drogue, G., L., Pfister, T., Leviandier, A., El Idrissi, J. F., Iffly, P., Matgen, J., Humbert, and L., Hoffmann. 2004. “Simulating the Spatio-temporal Variability of Streamflow Response to Climate Change Scenarios in a Mesoscale Basin.” Journal of Hydrology 293 (1–4): 255–269. doi:10.1016/j.jhydrol.2004.02.009
Du, Y., W., Wen, F., Cao, and M., Ji. 2010. “A Case-based Reasoning Approach for Land Use Change Prediction.” Expert Systems with Applications 37 (8): 5745–5750. doi:10.1016/j.eswa.2010.02.035
Elmer, F., J., Hoymann, D., Düthmann, S., Vorogushyn, and H., Kreibich. 2012. “Drivers of Flood Risk Change in Residential Areas.” Natural Hazards and Earth System Sciences 12 (5): 1641–1657. doi:10.5194/nhess-12-1641-2012
Ernst, J., B. J., Dewals, S., Detrembleur, P., Archambeau, S., Erpicum, and M., Pirotton. 2010. “Micro-scale Flood Risk Analysis Based on Detailed 2D Hydraulic Modelling and High Resolution Geographic Data.” Natural Hazards 55 (2): 181–209. doi:10.1007/s11069-010-9520-y
Erpicum, S., B., Dewals, P., Archambeau, S., Detrembleur, and M., Pirotton. 2010. “Detailed Inundation Modelling Using High Resolution DEMs.” Engineering Applications of Computational Fluid Mechanics 4 (2): 196–208. doi:10.1080/19942060.2010.11015310
Erpicum, S., B., Dewals, P., Archambeau, and M., Pirotton. 2010. “Dam Break Flow Computation Based on an Efficient Flux Vector Splitting.” Journal of Computational and Applied Mathematics 234 (7): 2143–2151. doi:10.1016/j.cam.2009.08.110
Farooq, B., M., Bierlaire, R., Hurtubia, and G., Flötteröd. 2013. “Simulation Based Population Synthesis.” Transportation Research Part B: Methodological 58: 243–263. doi:10.1016/j.trb.2013.09.012
García, A. M., I., Santé, R., Crecente, and D., Miranda. 2011. “An Analysis of the Effect of the Stochastic Component of Urban Cellular Automata Models.” Computers, Environment and Urban Systems 35 (4): 289–296. doi:10.1016/j.compenvurbsys.2010.11.001
Goderniaux, P., S., Brouyère, S., Blenkinsop, A., Burton, H. J., Fowler, P., Orban, and A., Dassargues. 2011. “Modeling Climate Change Impacts on Groundwater Resources Using Transient Stochastic Climatic Scenarios.” Water Resources Research 47 (12): 1–17. doi:10.1029/2010WR010082
Goderniaux, P., S., Brouyère, S., Wildemeersch, R., Therrien, and A., Dassargues. 2015. “Uncertainty of Climate Change Impact on Groundwater Reserves–Application to a Chalk Aquifer.” Journal of Hydrology 528: 108–121. doi:10.1016/j.jhydrol.2015.06.018
Guan, D., H., Li, T., Inohae, W., Su, T., Nagaie, and K., Hokao. 2011. “Modeling Urban Land Use Change by the Integration of Cellular Automaton and Markov Model.” Ecological Modelling 222 (20–22): 3761–3772. doi:10.1016/j.ecolmodel.2011.09.009
Guo, J. Y., and C. R., Bhat. 2007. “Population Synthesis for Microsimulating Travel Behavior.” Transportation Research Record: Journal of the Transportation Research Board 2014: 92–101. doi:10.3141/2014-12
He, Y., J., Zhou, P., Kou, N., Lu, and Q., Zou. 2011. “A Fuzzy Clustering Iterative Model Using Chaotic Differential Evolution Algorithm for Evaluating Flood Disaster.” Expert Systems with Applications 38 (8): 10060–10065. doi:10.1016/j.eswa.2011.02.003
Henson, K., K., Goulias, and R., Golledge. 2009. “An Assessment of Activity-based Modeling and Simulation for Applications in Operational Studies, Disaster Preparedness, and Homeland Security.” Transportation Letters: The International Journal of Transportation Research 1 (1): 19–39. doi:10.3328/TL.2009.01.01.19-39
Holguín-Veras, J., M., Jaller, I., Sánchez-Díaz, S., Campbell, and C. T., Lawson. 2014. “3–Freight Generation and Freight Trip Generation Models.” In Modelling Freight Transport, edited by L., Tavasszy and G., de Jong, 43–63. Oxford: Elsevier. doi:10.1016/B978-0-12-410400-6.00003-3
Hosseinali, F., A. A., Alesheikh, and F., Nourian. 2013. “Agent-based Modeling of Urban Land-use Development, Case Study: Simulating Future Scenarios of Qazvin City.” Cities 31: 105–113. doi:10.1016/j.cities.2012.09.002
Jenelius, E., and L. G., Mattsson. 2015. “Road Network Vulnerability Analysis: Conceptualization, Implementation and Application.” Computers, Environment and Urban Systems 49: 136–147. doi:10.1016/j.compenvurbsys.2014.02.003
Jonkman, S. N., M., Bočkarjova, M., Kok, and P., Bernardini. 2008. “Integrated Hydrodynamic and Economic Modelling of Flood Damage in the Netherlands.” Ecological Economics 66 (1): 77–90. doi:10.1016/j.ecolecon.2007.12.022
Jun, K. S., E. S., Chung, Y. G., Kim, and Y., Kim. 2013. “A Fuzzy Multi-criteria Approach to Flood Risk Vulnerability in South Korea by Considering Climate Change Impacts.” Expert Systems with Applications 40 (4): 1003–1013. doi:10.1016/j.eswa.2012.08.013
Khuat Duy, B., P., Archambeau, B. J., Dewals, S., Erpicum, and M., Pirotton. 2010. “River Modeling and Flood Mitigation in a Belgian Catchment.” Proceedings of the Institution of Civil Engineers: Water Management 163 (8): 417–423. doi:10.1680/wama.900042
Kreibich, H., I., Seifert, B., Merz, and A. H., Thieken. 2010. “Development of FLEMOcs–A New Model for the Estimation of Flood Losses in the Commercial Sector.” Hydrological Sciences Journal 55 (8): 1302–1314. doi:10.1080/02626667.2010.529815
Kundzewicz, Z., U., Ulbrich, T., brücher, D., Graczyk, A., Krüger, G., Leckebusch, L., Menzel, I., Pińskwar, M., Radziejewski, and M., Szwed. 2005. “Summer Floods in Central Europe–Climate Change Track?” Natural Hazards 36 (1): 165–189. doi:10.1007/s11069-004-4547-6
Lawson, C., J., Holguín-Veras, I., Sánchez-Díaz, M., Jaller, S., Campbell, and E., Powers. 2012. “Estimated Generation of Freight Trips Based on Land Use.” Transportation Research Record: Journal of the Transportation Research Board 2269: 65–72. doi:10.3141/2269-08
Liu, F., D., Janssens, J., Cui, G., Wets, and M., Cools. 2015. “Characterizing Activity Sequences Using Profile Hidden Markov Models.” Expert Systems with Applications 42 (13): 5705–5722. doi:10.1016/j.eswa.2015.02.057
Mitsova, D., W., Shuster, and X., Wang. 2011. “A Cellular Automata Model of Land Cover Change to Integrate Urban Growth with Open Space Conservation.” Landscape and Urban Planning 99 (2): 141–153. doi:10.1016/j.landurbplan.2010.10.001
Mustafa, A. M., M., Cools, I., Saadi, and J., Teller. 2015. “Urban Development as a Continuum: A Multinomial Logistic Regression Approach.” In Computational Science and Its Applications–ICCSA 2015, edited by O., Gervasi, B., Murgante, S., Misra, M. L., Gavrilova, A. M. A. C., Rocha, C., Torre, D., Taniar and B. O., Apduhan, 729–744. Cham: Springer. doi:10.1007/978-3-319-21470-2_53
Mustafa, A., I., Saadi, M., Cools, and J., Teller. 2014. “Measuring the Effect of Stochastic Perturbation Component in Cellular Automata Urban Growth Model.” Procedia Environmental Sciences 22: 156–168. doi:10.1016/j.proenv.2014.11.016
Mustafa, A., I., Saadi, M., Cools, and J., Teller. 2015. “Modelling Uncertainties in Long-term Predictions of Urban Growth: A Coupled Cellular Automata and Agent-based Approach.” In Proceedings of the 14th International Conference on Computers in Urban Planning and Urban Management. Cambridge: Massachusetts Institute of Technology
Ntegeka, V., P., Baguis, E., Roulin, and P., Willems. 2014. “Developing Tailored Climate Change Scenarios for Hydrological Impact Assessments.” Journal of Hydrology 508: 307–321. doi:10.1016/j.jhydrol.2013.11.001
Paulus, R., B. J., Dewals, S., Erpicum, M., Pirotton, and P., Archambeau. 2013. “Innovative Modelling of 3D Unsaturated Flow in Porous Media by Coupling Independent Models for Vertical and Lateral Flows.” Journal of Computational and Applied Mathematics 246: 38–51. doi:10.1016/j.cam.2012.07.032
Pendyala, R., C., Bhat, K., Goulias, R., Paleti, K., Konduri, R., Sidharthan, H. H., Hu, G., Huang, and K., Christian. 2012. “Application of Socioeconomic Model System for Activity-based Modeling.” Transportation Research Record: Journal of the Transportation Research Board 2303: 71–80. doi:10.3141/2303-08
Poelmans, L., A., Van Rompaey, and O., Batelaan. 2010. “Coupling Urban Expansion Models and Hydrological Models: How Important Are Spatial Patterns?” Land Use Policy 27 (3): 965–975. doi:10.1016/j.landusepol.2009.12.010
Pontius, R. G., Jr, D., Huffaker, and K., Denman. 2004. “Useful Techniques of Validation for Spatially Explicit Land-change Models.” Ecological Modelling 179 (4): 445–461. doi:10.1016/j.ecolmodel.2004.05.010
Pritchard, D. R., and E. J., Miller. 2012. “Advances in Population Synthesis: Fitting Many Attributes per Agent and Fitting to Household and Person Margins Simultaneously.” Transportation 39 (3): 685–704. doi:10.1007/s11116-011-9367-4
Ralha, C. G., C. G., Abreu, C. G. C., Coelho, A., Zaghetto, B., Macchiavello, and R. B., Machado. 2013. “A Multi-agent Model System for Land-use Change Simulation.” Environmental Modelling & Software 42: 30–46. doi:10.1016/j.envsoft.2012.12.003
Rasouli, S., and H., Timmermans. 2014. “Activity-based Models of Travel Demand: Promises, Progress and Prospects.” International Journal of Urban Sciences 18 (1): 31–60. doi:10.1080/12265934.2013.835118
Saadi, I., F., Liu, A., Mustafa, J., Teller, and M., Cools. 2016. “A Framework to Identify Housing Location Patterns Using Profile Hidden Markov Models.” Advanced Science Letters 22 (9): 2117–2121. doi:10.1166/asl.2016.7053
Saadi, I., A., Mustafa, J., Teller, and M., Cools. 2016a. “Forecasting Travel Behavior Using Markov Chains-based Approaches.” Transportation Research Part C: Emerging Technologies 69: 402–417. doi:10.1016/j.trc.2016.06.020
Saadi, I., A., Mustafa, J., Teller, and M., Cools. 2016b. “Évaluation Des Impacts économiques Indirects Selon Un Scénario De Risque D’inondation [Evaluation of the indirect economic impacts under a scenario of flood risks]”. In Recueil Des Articles Des 34èmes Rencontres Universitaires De Génie Civil De L’AUGC. Liège: Université de Liège
Saadi, I., A., Mustafa, J., Teller, B., Farooq, and M., Cools. 2016. “Hidden Markov Model-based Population Synthesis.” Transportation Research Part B: Methodological 90: 1–21. doi:10.1016/j.trb.2016.04.007
Saadi, I., J., Teller, and M., Cools. 2016. “Belgium: The Use of MATSim within an Estimation Framework for Assessing Economic Impacts of River Floods.” In The Multi-agent Transport Simulation MATSim, edited by A., Horni, K., Nagel, and K. W., Axhausen, 399–404. London: Ubiquity Press. doi:10.5334/baw.63
Sohn, J., 2006. “Evaluating the Significance of Highway Network Links under the Flood Damage: An Accessibility Approach.” Transportation Research Part A: Policy and Practice 40 (6): 491–506. doi:10.1016/j.tra.2005.08.006
Suarez, P., W., Anderson, V., Mahal, and T. R., Lakshmanan. 2005. “Impacts of Flooding and Climate Change on Urban Transportation: A Systemwide Performance Assessment of the Boston Metro Area.” Transportation Research Part D: Transport and Environment 10 (3): 231–244. doi:10.1016/j.trd.2005.04.007
Thieken, A. H., H., Cammerer, C., Dobler, J., Lammel, and F., Schöberl. 2014. “Estimating Changes in Flood Risks and Benefits of Non-structural Adaptation Strategies–A Case Study from Tyrol, Austria.” Mitigation and Adaptation Strategies for Global Change 21 (3): 343–376. doi:10.1007/s11027-014-9602-3
van Pelt, S. C., J. J., Beersma, T. A., Buishand, B. J. J. M., van den Hurk, and P., Kabat. 2012. “Future Changes in Extreme Precipitation in the Rhine Basin Based on Global and Regional Climate Model Simulations.” Hydrology and Earth System Sciences 16 (12): 4517–4530. doi:10.5194/hess-16-4517-2012
van Pelt, S. C., P., Kabat, H. W., ter Maat, B. J. J. M., van den Hurk, and A. H., Weerts. 2009. “Discharge Simulations Performed with a Hydrological Model Using Bias Corrected Regional Climate Model Input.” Hydrology and Earth System Sciences 13 (12): 2387–2397. doi:10.5194/hess-13-2387-2009
Vansteenkiste, T., M., Tavakoli, V., Ntegeka, P., Willems, F., De Smedt, and O., Batelaan. 2013. “Climate Change Impact on River Flows and Catchment Hydrology: A Comparison of Two Spatially Distributed Models.” Hydrological Processes 27 (25): 3649–3662. doi:10.1002/hyp.9480
Wang, H., S., He, X., Liu, L., Dai, P., Pan, S., Hong, and W., Zhang. 2013. “Simulating Urban Expansion Using a Cloud-based Cellular Automata Model: A Case Study of Jiangxia, Wuhan, China.” Landscape and Urban Planning 110: 99–112. doi:10.1016/j.landurbplan.2012.10.016
Wildemeersch, S., P., Goderniaux, P., Orban, S., Brouyère, and A., Dassargues. 2014. “Assessing the Effects of Spatial Discretization on Large-scale Flow Model Performance and Prediction Uncertainty.” Journal of Hydrology 510: 10–25. doi:10.1016/j.jhydrol.2013.12.020
Ye, X., K. C., Konduri, R. M., Pendyala, B., Sana, and P., Waddell. 2009. “Methodology to Match Distributions of Both Household and Person Attributes in Generation of Synthetic Populations.” In Proceedings of 88th Annual Meeting of the Transportation Research Board. Washington, DC: Transportation Research Board of the National Academies
