Flood mitigation in coastal urban catchments using real-time stormwater infrastructure control and reinforcement learning

作者: Benjamin D. Bowes , Arash Tavakoli , Cheng Wang , Arsalan Heydarian , Madhur Behl

DOI: 10.2166/HYDRO.2020.080

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参考文章(33)
Luís García, Julián Barreiro-Gomez, Eduardo Escobar, Duván Téllez, Nicanor Quijano, Carlos Ocampo-Martínez, None, Modeling and real-time control of urban drainage systems: A review☆ Advances in Water Resources. ,vol. 85, pp. 120- 132 ,(2015) , 10.1016/J.ADVWATRES.2015.08.007
A. Castelletti, F. Pianosi, M. Restelli, A multiobjective reinforcement learning approach to water resources systems operation: Pareto frontier approximation in a single run Water Resources Research. ,vol. 49, pp. 3476- 3486 ,(2013) , 10.1002/WRCR.20295
Hamed R. Moftakhari, Amir AghaKouchak, Brett F. Sanders, David L. Feldman, William Sweet, Richard A. Matthew, Adam Luke, Increased nuisance flooding along the coasts of the United States due to sea level rise: Past and future Geophysical Research Letters. ,vol. 42, pp. 9846- 9852 ,(2015) , 10.1002/2015GL066072
F. Pianosi, A. Castelletti, M. Restelli, Tree-based fitted Q-iteration for multi-objective Markov decision processes in water resource management Journal of Hydroinformatics. ,vol. 15, pp. 258- 270 ,(2013) , 10.2166/HYDRO.2013.169
Charles D. Corbin, Gregor P. Henze, Peter May-Ostendorp, A model predictive control optimization environment for real-time commercial building application Journal of Building Performance Simulation. ,vol. 6, pp. 159- 174 ,(2013) , 10.1080/19401493.2011.648343
Andrea Castelletti, Hiroshi Yajima, Matteo Giuliani, Rodolfo Soncini-Sessa, Enrico Weber, Planning the Optimal Operation of a Multioutlet Water Reservoir with Water Quality and Quantity Targets Journal of Water Resources Planning and Management. ,vol. 140, pp. 496- 510 ,(2014) , 10.1061/(ASCE)WR.1943-5452.0000348
Jens G. Balchen, Dag Ljungquist, Stig Strand, State-space predictive control Chemical Engineering Science. ,vol. 47, pp. 787- 807 ,(1992) , 10.1016/0009-2509(92)80268-H
Schalk Jan van Andel, Roland Price, Arnold Lobbrecht, Frans van Kruiningen, Robert Mureau, Wilmer Barreto Cordero, Framework for Anticipatory Water Management: Testing for Flood Control in the Rijnland Storage Basin Journal of Water Resources Planning and Management. ,vol. 140, pp. 533- 542 ,(2014) , 10.1061/(ASCE)WR.1943-5452.0000254
James E. Neumann, Jason Price, Paul Chinowsky, Leonard Wright, Lindsay Ludwig, Richard Streeter, Russell Jones, Joel B. Smith, William Perkins, Lesley Jantarasami, Jeremy Martinich, Climate change risks to US infrastructure: impacts on roads, bridges, coastal development, and urban drainage Climatic Change. ,vol. 131, pp. 97- 109 ,(2015) , 10.1007/S10584-013-1037-4