Giuliani, M. and Castelletti, A.: Is robustness really robust? How different definitions of robustness impact decision-making under climate change, Climatic Change, 135, 409–424, https://doi.org/10.1007/s10584-015-1586-9, 2016.
Haasnoot, M., Kwakkel, J. H., Walker, W. E., and ter Maat, J.: Dynamic adaptive policy pathways: A method for crafting robust decisions for a deeply uncertain world, Global Environmental Change, 23, 485–498, https://doi.org/10.1016/j.gloenvcha.2012.12.006, 2013.
Haasnoot, M., van Aalst, M., Rozenberg, J., Dominique, K., Matthews, J., Bouwer, L. M., Kind, J., and Poff, N. L.: Investments under non-stationarity: economic evaluatio
n of adaptation pathways, Climatic Change, 161, 451–463, https://doi.org/10.1007/s10584-019-02409-6, 2020.
Han, Y. and Mozumder, P.: Building-level adaptation analysis under uncertain sea-level rise, Climate Risk Management, 32, 100305, https://doi.org/10.1016/j.crm.2021.100305, 2021.
Herman, J. D., Reed, P. M., Zeff, H. B., and Characklis, G. W.: How should robustness be defined for water systems planning under change, Journal of Water Resources Planning and Management, 141, 04015012, https://doi.org/10.1061/(ASCE)WR.1943-5452.0000509, 2015.
Hu, H.: SCS model, PRIM, and Multi-criteria trade-off, figshare [code], https://doi.org/10.6084/m9.figshare.24899340.v2, 2023.
Hu, H.: Extreme rain scenario and future uncertainties, figshare [data set], https://doi.org/10.6084/m9.figshare.30570743.v1, 2025.
Hu, H. Z., Tian, Z., Sun, L. X., Wen, J., Liang, Z., Dong, G., and Liu, J.: Synthesized trade-off analysis of flood control solutions under future deep uncertainty: An application to the central business district of Shanghai, Water Research, 166, 115067, https://doi.org/10.1016/j.watres.2019.115067, 2019.
Hui, P., Tang, J., Wang, S., Niu, X., Zong, P., and Dong, X.: Climate change projections over China using regional climate models forced by two CMIP5 global models. Part II: projections of future climate, International Journal of Climatology, 38, e78–e94, https://doi.org/10.1002/joc.5409, 2018.
Kasprzyk, J. R., Nataraj, S., Reed, P. M., and Lempert, R. J.: Many objective robust decision making for complex environmental systems undergoing change, Environmental Modelling & Software, 42, 55–71, https://doi.org/10.1016/j.envsoft.2012.12.007, 2013.
Kind, J. M., Baayen, J. H., and Botzen, W. J. W.: Benefits and Limitations of Real Options Analysis for the Practice of River Flood Risk Management, Water Resources Research, 54, 3018–3036, https://doi.org/10.1002/2017WR022402, 2018.
Kirshen, P., Caputo, L., Vogel, R. M., Mathisen, P., Rosner, A., and Renaud, T.: Adapting Urban Infrastructure to Climate Change: A Drainage Case Study, Journal of Water Resources Planning and Management, 141, 04014064, https://doi.org/10.1061/(ASCE)WR.1943-5452.0000443, 2015.
Kwakkel, J. H. and Haasnoot, M.: Supporting DMDU: A Taxonomy of Approaches and Tools, in: Decision making under deep uncertainty: from theory to practice, edited by: Marchau, V. A. W. J., Walker, W. E., Bloemen, P. J. T. M., and Popper, S. W., Springer Nature Switzerland AG, Cham, 355–374, https://doi.org/10.1007/978-3-030-05252-2_15, 2019.
Kwakkel, J. H., Haasnoot, M., and Walker, W. E.: Comparing robust decision-making and dynamic adaptive policy pathways for model-based decision support under deep uncertainty, Environmental Modelling & Software, 86, 168–183, https://doi.org/10.1016/j.envsoft.2016.09.017, 2016.
Lempert, R., Kalra, N., Peyraud, S., Mao, Z., and Tan, S. B.: Ensuring robust flood risk management in Ho Chi Minh City, World Bank Policy Research Working Paper, 6465, 2013.
Lempert, R. J., Popper, S. W., and Bankes, S. C.: Shaping the next one hundred years: new methods for quantitative, long-term policy analysis, RAND Corporation, Santa Monica, CA, MR-1626-RPC, https://doi.org/10.7249/MR1626, 2003.
Liang, P. and Ding, Y.: The long-term variation of extreme heavy precipitation and its link to urbanization effects in Shanghai during 1916–2014, Advances in Atmospheric Sciences, 34, 321–334, https://doi.org/10.1007/s00376-016-6120-0, 2017.
Lin, W. B., Sun, Y. M., Nijhuis, S., and Wang, Z.: Scenario-based flood risk assessment for urbanizing deltas using future land-use simulation (FLUS): Guangzhou metropolitan area as a case study, Science of the Total Environment, 739, 139899, https://doi.org/10.1016/j.scitotenv.2020.139899, 2020.
Malekpour, S. and Newig, J.: Putting adaptive planning into practice: A meta-analysis of current applications, Cities, 106, 102866, https://doi.org/10.1016/j.cities.2020.102866, 2020.
Marchau, V. A. W. J., Walker, W. E., Bloemen, P. J. T. M., and Popper, S. W. (Eds.): Decision making under deep uncertainty: from theory to practice, Springer Nature Switzerland AG, Cham, https://doi.org/10.1007/978-3-030-05252-2, 2019.
Matrosov, E. S., Woods, A. M., and Harou, J. J.: Robust decision making and info-gap decision theory for water resource system planning, Journal of Hydrology, 494, 43–58, https://doi.org/10.1016/j.jhydrol.2013.03.006, 2013.
McPhail, C., Maier, H. R., Kwakkel, J. H., Giuliani, M., Castelletti, A., and Westra, S.: Robustness metrics: How are they calculated, when should they be used and why do they give different results?, Earth's Future, 6, 169–191, https://doi.org/10.1002/2017EF000649, 2018.
Molina-Perez, E., Groves, D. G., Popper, S. W., Ramirez, A. I., and Crespo-Elizondo, R.: Developing a robust water strategy for monterrey, Mexico: diversification and adaptation for coping with climate, economic, and technological uncertainties, Rand Corporation, Santa Monica, CA, RR-3017-FAMM, ISBN 978-1-9774-0274-5,
https://www.rand.org/content/dam/rand/pubs/research_reports/RR3000/RR3017/RAND_RR3017.pdf (last access: 10 November 2025), 2019.
Quinn, J. D., Reed, P. M., Giuliani, M., and Castelletti, A.: Rival framings: A framework for discovering how problem formulation uncertainties shape risk management trade-offs in water resources systems, Water Resources Research, 53, 7208–7233, https://doi.org/10.1002/2017WR020524, 2017.
Ramm, T. D., Watson, C. S., and White, C. J.: Describing adaptation tipping points in coastal flood risk management, Computers, Environment and Urban Systems, 69, 74–86, https://doi.org/10.1016/j.compenvurbsys.2018.01.002, 2018a.
Ramm, T. D., Watson, C. S., and White, C. J.: Strategic adaptation pathway planning to manage sea-level rise and changing coastal flood risk, Environmental Science & Policy, 87, 92–101, https://doi.org/10.1016/j.envsci.2018.06.001, 2018b.
Ranger, N., Millner, A., Dietz, S., Fankhauser, S., Lopez, A., and Ruta, G.: Adaptation in the UK: a decision-making process, Environment Agency, Bristol, UK,
https://www.lse.ac.uk/granthaminstitute/wp-content/uploads/2014/03/PB-Ranger-adaptation-UK.pdf (last access: 10 November 2025), 2010.
Raso, L., Kwakkel, J., Timmermans, J., and Panthou, G.: How to evaluate a monitoring system for adaptive policies: criteria for signposts selection and their model-based evaluation, Climatic Change, 153, 267–283, https://doi.org/10.1007/s10584-018-2355-3, 2019.
Scussolini, P., Tran, T. V. T., Koks, E., Diaz-Loaiza, A., Ho, P. L., and Lasage, R.: Adaptation to sea level rise: a multidisciplinary analysis for Ho Chi Minh city, Vietnam, Water Resources Research, 53, 10841–10857, https://doi.org/10.1002/2017WR021344, 2017.
Shanghai Municipal Water Authority: Shanghai Flood Control and Drainage Plan (2020–2035), Shanghai,
https://swj.sh.gov.cn/ghjhua/20211009/ae9ce5cd33384864b345c75a68e655d4.html (last access: 10 November 2025), 2020.
Shanghai Statistical Bureau: Shanghai Statistical Yearbook 2021, China Statistical Press, Beijing,
http://tjj.sh.gov.cn/tjnj/tjnj2021e.htm (last access: 10 November 2025), 2021.
Sun, X., Li, R., Shan, X., Xu, H., and Wang, J.: Assessment of climate change impacts and urban flood management schemes in central Shanghai, International Journal of Disaster Risk Reduction, 65, 102563, https://doi.org/10.1016/j.ijdrr.2021.102563, 2021.
Tariq, A. A., Lempert, R. J., Riverson, J., Schwartz, M., and Berg, N.: A climate stress test of Los Angeles' water quality plans, Climatic Change, 144, 625–639, https://doi.org/10.1007/s10584-017-2062-5, 2017.
Walker, W. E., Rahman, S. A., and Cave, J.: Adaptive policies, policy analysis, and policymaking, European Journal of Operational Research, 128, 282–289, https://doi.org/10.1016/S0377-2217(00)00071-0, 2001.
Wang, J., Yi, S., Li, M., Wang, L., and Song, C.: Effects of sea level rise, land subsidence, bathymetric change and typhoon tracks on storm flooding in the coastal areas of Shanghai, Science of the Total Environment, 621, 228–234, https://doi.org/10.1016/j.scitotenv.2017.11.224, 2018.
Ward, P. J., Jongman, B., Aerts, J. C. J. H., Bates, P. D., Botzen, W. J. W., Diaz-Loaiza, A., Hallegatte, S., Kind, J. M., Kwadijk, J., Scussolini, P., and Winsemius, H. C.: A global framework for future costs and benefits of river-flood protection in urban areas, Nature Climate Change, 7, 642–646, https://doi.org/10.1038/NCLIMATE3350, 2017.
Workman, M., Darch, G., Dooley, K., Lomax, G., Maltby, J., and Pollitt, H.: Climate policy decision making in contexts of deep uncertainty-from optimistion to robustness, Environmental Science & Policy, 120, 127–137, https://doi.org/10.1016/j.envsci.2021.03.002, 2021.
Xie, J., Chen, H., Liao, Z., Gu, X., Zhu, D., and Zhang, J.: An integrated assessment of urban flooding mitigation strategies for robust decision making, Environmental Modelling & Software, 95, 143–155, https://doi.org/10.1016/j.envsoft.2017.06.027, 2017.
Yang, T., Yan, X., Huang, X., and Wu, J.: Integrated management of groundwater exploitation and recharge in Shanghai based on land subsidence control, Proc. IAHS, 382, 831–836, https://doi.org/10.5194/piahs-382-831-2020, 2020.
Yang, W., Xu, K., Ma, C., Lian, J., Jiang, X., Zhou, Y., and Bin, L.: A novel multi-objective optimization framework to allocate support funds for flash flood reduction based on multiple vulnerability assessment, Journal of Hydrology, 603, 127144, https://doi.org/10.1016/j.jhydrol.2021.127144, 2021.
Yang, W., Zhang, J., and Krebs, P.: Investigating flood exposure induced socioeconomic risk and mitigation strategy under climate change and urbanization at a city scale, Journal of Cleaner Production, 387, 135929, https://doi.org/10.1016/j.jclepro.2023.135929, 2023.
Yin, J., Jonkman, S., Lin, N., Yu, D., Aerts, J., Wilby, R., Pan, M., Wood, E., Bricker, J., Ke, Q., Zeng, Z., Zhao, Q., Ge, J., and Wang, J.: Flood Risks in Sinking Delta Cities: Time for a Reevaluation?, Earth's Future, 8, e2020EF001614, https://doi.org/10.1029/2020EF001614, 2020.
Zhou, Q., Leng, G., Su, J., and Ren, Y.: Comparison of urbanization and climate change impacts on urban flood volumes: Importance of urban planning and drainage adaptation, Science of the Total Environment, 658, 24–33, https://doi.org/10.1016/j.scitotenv.2018.12.184, 2019.
