Novel Disturbance Regimes and Ecological Responses

Literature Cited

1. Abatzoglou JT, Williams AP. 2016. Impact of anthropogenic climate change on wildfire across western US forests. PNAS 113:11770–75
   [Google Scholar]
2. Albrich K, Rammer W, Seidl R 2020a. Climate change causes critical transitions and irreversible alterations of mountain forests. Glob. Change Biol. 26:4013–27
   [Google Scholar]
3. Albrich K, Rammer W, Turner MG, Ratajczak Z, Braziunas KH et al. 2020b. Simulating forest resilience: a review. Glob. Ecol. Biogeog. 29:2082–96
   [Google Scholar]
4. Allen CR, Fontaine JJ, Pope KL, Garmestani AS. 2011. Adaptive management for a turbulent future. J. Environ. Manag. 92:1339–45
   [Google Scholar]
5. Andrus RA, Hart SF, Tutland N, Veblen TT 2021. Future dominance by quaking aspen expected following short-interval, compounded disturbance interactions. Ecosphere 12:e03345
   [Google Scholar]
6. Ascoli D, Hacket-Pain A, LaMontagne JM, Cardil A, Conedera M et al. 2019. Climate teleconnections synchronize Picea glauca masting and fire disturbance: evidence for a fire-related form of environmental prediction. J. Ecol. 108:1186–98
   [Google Scholar]
7. Baskett ML, Fabina NS, Gross K. 2014. Response diversity can increase ecological resilience to disturbance in coral reefs. Am. Nat. 184:E16–31
   [Google Scholar]
8. Batllori E, De Cáceres M, Brotons L, Ackerly DD, Moritz MA, Lloret F. 2018. Compound fire-drought regimes promote ecosystem transitions in Mediterranean ecosystems. J. Ecol. 107:1187–98
   [Google Scholar]
9. Bergstrom DM, Wienecke BC, van den Hoff J, Hughes L, Lindenmayer DB et al. 2021. Combating ecosystem collapse from the tropics to the Antarctic. Glob. Change Biol. 27:1692–703
   [Google Scholar]
10. Biggs CR, Yeager L, Bolser DG, Bonsell C, Dichiera AM et al. 2020. Does functional redundancy affect ecological stability and resilience? A review and meta-analysis. Ecosphere 11:e03184
    [Google Scholar]
11. Bormann FH, Likens GE. 1979. Pattern and Process in a Forested Ecosystem New York: Springer-Verlag
12. Bowd EJ, Banks SC, Bissett A, May TW, Lindenmayer DB. 2022. Disturbance alters the forest soil microbiome. Mol. Ecol. 31:419–35
    [Google Scholar]
13. Bowman DMJS, Williamson GJ, Prior LD, Murphy BP. 2016. The relative importance of intrinsic and extrinsic factors in the decline of obligate seeder forests. Glob. Ecol. Biogeog. 23:1166–72
    [Google Scholar]
14. Buotte PC, Hicke JA, Preisler HK, Abatzoglou JT, Raffa KF, Logan JA. 2016. Climate influences on whitebark pine mortality from mountain pine beetle in the Greater Yellowstone Ecosystem. Ecol. Appl. 26:2507–24
    [Google Scholar]
15. Burrell AL, Sun Q, Baxter R, Kukavskaya EA, Zhila S et al. 2022. Climate change, fire return intervals and the growing risk of permanent forest loss in boreal Eurasia. Sci. Total Environ. 831:154885
    [Google Scholar]
16. Carpenter SR, Arrow KJ, Barrett S, Biggs R, Brock WA et al. 2012. General resilience to cope with extreme events. Sustainability 4:3248–59
    [Google Scholar]
17. Cattelino PJ, Noble IR, Slayter RO, Kessell SR. 1979. Predicting the multiple pathways of plant succession. Environ. Manag. 3:41–50
    [Google Scholar]
18. Coop JD, Parks SA, Stevens-Rumann CS, Crausbay SD, Higuera PE et al. 2020. Wildfire-driven forest conversion in western North American landscapes. BioScience 70:659–73
    [Google Scholar]
19. Correia DLP, Raulier F, Bouchard M, Filotas E. 2018. Response diversity, functional redundancy, and post-logging productivity in northern temperate and boreal forests. Ecol. Appl. 28:1282–91
    [Google Scholar]
20. Davis KT, Dobrowski SZ, Higuera PE, Holden ZA, Veblen TT et al. 2019. Wildfires and climate change push low-elevation forests across a critical climate threshold for tree regeneration. PNAS 116:6193–98
    [Google Scholar]
21. Davis KT, Higuera PE, Sala A. 2018. Anticipating fire-mediated impacts of climate change using a demographic framework. Funct. Ecol. 32:1729–45
    [Google Scholar]
22. Donato DC, Campbell JL, Franklin JF. 2012. Multiple successional pathways and precocity in forest development: Can some forests be born complex?. J. Veg. Sci. 23:576–84
    [Google Scholar]
23. Dubayah R, Blair JB, Goetz S, Fatoyinbo L, Hansen M et al. 2020. The Global Ecosystem Dynamics Investigation: high-resolution laser ranging of the Earth's forests and topography. Sci. Remote Sens. 1:100002
    [Google Scholar]
24. Dudney J, Hobbs RJ, Heilmayr R, Battles JJ, Suding KN. 2018. Navigating novelty and risk in resilience management. Trends Ecol. Evol. 33:863–73
    [Google Scholar]
25. Duncan SL, McComb BC, Johnson KN. 2010. Integrating ecological and social ranges of variability in conservation of biodiversity: past, present, and future. Ecol. Soc. 15:5
    [Google Scholar]
26. Elsberry LA, Bracken MES. 2021. Functional redundancy buffers mobile invertebrates against the loss of foundation species on rocky shores. Mar. Ecol. Prog. Ser. 673:43–54
    [Google Scholar]
27. Enright NJ, Fontaine JB, Lamont BB, Miller BP, Westcott VC. 2014. Resistance and resilience to changing climate and fire regime depend on plant functional traits. J. Ecol. 102:1572–81
    [Google Scholar]
28. Falk DA, van Mantgem PJ, Keeley JE, Gregg RM, Guiterman CH et al. 2022. Mechanisms of forest resilience. For. Ecol. Manag. 512:120129
    [Google Scholar]
29. Falster DS, Brännström A, Westoby M, Dieckmann U. 2017. Multitrait successional forest dynamics enable diverse competitive coexistence. PNAS 114:E2719–28
    [Google Scholar]
30. Gill NS, Turner MG, Brown CD, Glassman SI, Haire SL et al. 2022. Limitations to propagule dispersal will constrain post-fire recovery of plants and fungi in many western coniferous forests. BioScience 72:347–64
    [Google Scholar]
31. Gladstone-Gallagher RV, Pilditch CA, Stephenson F, Thrush SF. 2019. Linking traits across ecological scales determines functional resilience. Trends Ecol. Evol. 34:1080–91
    [Google Scholar]
32. Gower K, Fontaine JB, Birnbaum C, Enright NJ. 2015. Sequential disturbance effects of hailstorm and fire on vegetation in a Mediterranean-type ecosystem. Ecosystems 18:1121–34
    [Google Scholar]
33. Grünig M, Seidl R, Senf C. 2023. Increasing aridity causes larger and more severe forest fires across Europe. Glob. Change Biol. 29:1648–59
    [Google Scholar]
34. Gustine RN, Hanan EF, Robichaud PR, Elliott WJ. 2022. From burned slopes to streams: how wildfire affects nitrogen cycling and retention in forests and fire-prone watersheds. Biogeochemistry 157:51–68
    [Google Scholar]
35. Hacket-Pain A, Bogdziewicz M. 2021. Climate change and plant reproduction: trends and drivers of mast seeding change. Philos. Trans. R. Soc. B 376:20200379
    [Google Scholar]
36. Hansen WD, Turner MG. 2019. Origins of abrupt change? Postfire subalpine conifer regeneration declines nonlinearly with warming and drying. Ecol. Monogr. 89:e01340
    [Google Scholar]
37. Harvey BJ, Donato DC, Romme WH, Turner MG. 2013. Influence of recent bark beetle outbreak on wildfire severity and post-fire tree regeneration in montane Douglas-fir forests. Ecology 94:2465–86
    [Google Scholar]
38. Harvey BJ, Donato DC, Turner MG. 2016. Drivers and trends in landscape patterns of stand-replacing fire in forests of the US Northern Rocky Mountains (1984–2010). Landsc. Ecol. 31:2367–83
    [Google Scholar]
39. Herben T, Klimesova J, Chytry M. 2018. Effects of disturbance frequency and severity on plant traits: an assessment across a temperate flora. Funct. Ecol. 32:799–808
    [Google Scholar]
40. Herms DA, McCullough DG. 2014. Emerald ash borer invasion of North America: history, biology, ecology, impacts, and management. Annu. Rev. Entomol. 59:13–30
    [Google Scholar]
41. Hoecker TJ, Turner MG. 2022. A short-interval reburn catalyzes departures from historical structure and composition in mesic mixed-conifer forest. For. Ecol. Manag. 504:119814
    [Google Scholar]
42. Holling CS. 1973. Resilience and stability of ecological systems. Annu. Rev. Ecol. Syst. 4:1–23
    [Google Scholar]
43. Holling CS, Gunderson LH 2002. Resilience and adaptive cycles. Panarchy. Understanding the Transformations in Human and Natural Systems LH Gunderson, CS Holling 25–62. Washington, DC: Island Press
    [Google Scholar]
44. Holling CS, Meffe GK. 1996. Command and control and the pathology of natural resource management. Conserv. Biol. 10:328–37
    [Google Scholar]
45. Holz A, Wood SW, Veblen TT, Bowman DMJS. 2015. Effects of high-severity fire drove the population collapse of the subalpine Tasmanian endemic conifer Athrotaxis cupressoides. Glob. Change Biol. 21:445–58
    [Google Scholar]
46. Honkaniemi J, Rammer W, Seidl R. 2020. Norway spruce at the trailing edge: the effect of landscape configuration and composition on climate resilience. Landsc. Ecol. 35:591–606
    [Google Scholar]
47. Hughes TP, Kerry JT, Baird AH, Connolly SR, Dietzel A et al. 2018. Global warming transforms coral reef assemblages. Nature 556:492–96
    [Google Scholar]
48. Hughes TP, Linares C, Dakos V, van de Leemput IA, van Nes EH. 2013. Living dangerously on borrowed time during slow, unrecognized regime shifts. Trends Ecol. Evol. 28:149–55
    [Google Scholar]
49. Jackson ST. 2021. Transformational ecology and climate change. Science 373:1085–86
    [Google Scholar]
50. Jasinski JPP, Payette S. 2005. The creation of alternative stable states in the southern boreal forest, Quebec. Ecol. Monogr. 75:561–83
    [Google Scholar]
51. Johnstone JF, Allen CD, Franklin JF, Frelich LE, Harvey BJ et al. 2016. Changing disturbance regimes, climate warming and forest resilience. Front. Ecol. Environ. 14:369–78
    [Google Scholar]
52. Keane RE, Hessburg PF, Landres PB, Swanson FJ. 2009. The use of historical range and variability (HRV) in landscape management. For. Ecol. Manag. 258:1025–37
    [Google Scholar]
53. Keeley JE, Ne'eman G, Fotheringham CJ. 1999. Immaturity risk in a fire-dependent pine. J. Mediterr. Ecol. 1:41–48
    [Google Scholar]
54. Keeley JE, Pausas JG. 2022. Evolutionary ecology of fire. Annu. Rev. Ecol. Evol. Syst. 53:203–25
    [Google Scholar]
55. Kerns BK, Tortorelli C, Day MA, Nietupski T, Barros AMG et al. 2020. Invasive grasses: a new perfect storm for forested ecosystems?. For. Ecol. Manag. 463:117985
    [Google Scholar]
56. Kettridge N, Turetsky MR, Sherwood JH, Thompson DK, Miller CA et al. 2015. Moderate drop in water table increases peatland vulnerability to post-fire regime shift. Sci. Rep. 5:8063
    [Google Scholar]
57. Kiel NG, Turner MG. 2022. Where are the trees? Extent, configuration and drivers of poor forest recovery 30 years after the 1988 Yellowstone fires. For. Ecol. Manag. 524:120536
    [Google Scholar]
58. Kleinman JS, Goode JD, Fries AC, Hart JL 2019. Ecological consequences of compound disturbances in forest ecosystems: a systematic review. Ecosphere 10:e02962
    [Google Scholar]
59. Kossin JP, Knapp KR, Olander TL, Velden CS. 2020. Global increase in major tropical exceedance probability of the past four decades. PNAS 117:11975–80
    [Google Scholar]
60. Landres PB, Morgan P, Swanson FJ. 1999. Overview of the use of natural variability concepts in managing ecological systems. Ecol. Appl. 9:1179–88
    [Google Scholar]
61. Lecina-Diaz J, Martinez-Vilalta J, Alvarez A, Vayreda J, Retana J. 2021. Assessing the risk of losing forest ecosystem services due to wildfires. Ecosystems 24:1687–701
    [Google Scholar]
62. Lepczyk CA, Wedding LM, Asner GP, Pittman SJ, Goulden T et al. 2021. Advancing landscape and seascape ecology from a 2D to a 3D science. BioScience 71:268–79
    [Google Scholar]
63. Loreau M, Mouquet N, Gonzalez A. 2003. Biodiversity as spatial insurance in heterogeneous landscapes. PNAS 100:12765–70
    [Google Scholar]
64. McDowell NG, Allen CD, Anderson-Teixeira K, Aukema BH, Bond-Lamberty B et al. 2020. Pervasive shifts in forest dynamics in a changing world. Science 368:eaaz9463
    [Google Scholar]
65. McGill BJ, Enquist BJ, Weiher E, Westoby M. 2006. Rebuilding community ecology from functional traits. Trends Ecol. Evol. 21:178–85
    [Google Scholar]
66. Miao S, Zou CB, Breshears DB. 2009. Vegetation responses to extreme hydrological events: sequence matters. Am. Nat. 173:113–18
    [Google Scholar]
67. Mina M, Messier C, Duveneck MJ, Fortin MJ, Aquilué N. 2022. Managing for the unexpected: building resilient forest landscapes to cope with global change. Glob. Change Biol. 28:4323–41
    [Google Scholar]
68. Moeser CD, Broxton PD, Harpold A, Robertson A. 2020. Estimating the effects of forest structure changes from wildfire on snow water resources under varying meteorological conditions. Water Resour. Res. 56:e2020WR027071
    [Google Scholar]
69. Moore JW, Schindler DE. 2022. Getting ahead of climate change for ecological adaptation and resilience. Science 376:1421–26
    [Google Scholar]
70. Mori AS, Furukawa T, Sasaki T. 2013. Response diversity determines the resilience of ecosystems to environmental change. Biol. Rev. 88:349–64
    [Google Scholar]
71. Osland MJ, Feher LC, Anderson GH, Vervaeke WC, Krauss KW et al. 2020. A tropical cyclone-induced regime shift: mangrove forest conversion to mudflat in Everglades National Parks (Florida, USA). Wetlands 40:1445–58
    [Google Scholar]
72. Paine RT, Tegner MJ, Johnson EA. 1998. Compounded perturbations yield ecological surprises. Ecosystems 1:535–45
    [Google Scholar]
73. Perry GLW, Seidl R, Bellvé A, Rammer W. 2022. An outlook for deep learning in ecosystem science. Ecosystems 25:1700–18
    [Google Scholar]
74. Pickett STA, Cadenasso ML, Meiners SJ. 2009. Ever since Clements: from succession to vegetation dynamics and understanding to intervention. Appl. Veg. Sci. 12:9–21
    [Google Scholar]
75. Pickett STA, White PS, eds. 1985. The Ecology of Natural Disturbance and Patch Dynamics New York: Academic
76. Puettmann KJ, Coates KD, Messier C. 2009. A Critique of Silviculture: Managing for Complexity Washington, DC: Island Press
77. Pugh TAM, Arneth A, Kautz M, Poulter B, Smith B. 2019. Important role of forest disturbances in the global biomass turnover and carbon sinks. Nat. Geosci. 12:730–35
    [Google Scholar]
78. Pulsford SA, Lindenmayer DB, Driscoll DA. 2016. A succession of theories: purging redundancy from disturbance theory. Biol. Rev. 91:148–67
    [Google Scholar]
79. Radeloff VC, Williams JW, Bateman BL, Burked KD, Carter SK et al. 2015. The rise of novelty in ecosystems. Ecol. Appl. 25:2051–68
    [Google Scholar]
80. Rammer W, Braziunas KH, Hansen WD, Ratajczak Z, Westerling AL et al. 2021. Widespread regeneration failure in forests of Greater Yellowstone under scenarios of future climate and fire. Glob. Change Biol. 27:4339–51
    [Google Scholar]
81. Ratajczak Z, Carpenter SR, Ives AR, Kucharik CJ, Ramiadantsoa T et al. 2018. Abrupt change in ecological systems: inference and diagnosis. Trends Ecol. Evol. 33:513–26
    [Google Scholar]
82. Rissman AR, Burke KD, Anuhea H, Kramer AC, Radeloff VC et al. 2018. Forest management for novelty, persistence, and restoration influenced by policy and society. Front. Ecol. Environ. 16:454–62
    [Google Scholar]
83. Rogers-Bennett L, Catton CA. 2019. Marine heat wave and multiple stressors tip bull kelp forest to sea urchin barrens. Sci. Rep. 9:15050
    [Google Scholar]
84. Schoennagel T, Balch J, Dennison P, Harvey B, Krawchuk M et al. 2017. Adapt to more wildfire in western North American forests as climate changes. PNAS 114:4582–90
    [Google Scholar]
85. Schuurman GW, Cole DN, Cravens AE, Covington S, Crausbay SD et al. 2022. Navigating ecological transformation: resist–accept–direct as a path to a new resource management paradigm. BioScience 72:16–29
    [Google Scholar]
86. Sebastian A, Gori A, Blessing RB, van der Wiel K, Bass B. 2019. Disentangling the impacts of human and environmental change on catchment response during Hurricane Harvey. Environ. Res. Lett. 14:124023
    [Google Scholar]
87. Seidl R, Albrich K, Thom D, Rammer W. 2018. Harnessing landscape heterogeneity for managing future disturbance risks in forest ecosystems. J. Environ. Manag. 209:46–56
    [Google Scholar]
88. Seidl R, Honkaniemi J, Aakla T, Aleinikov A, Angelstam P et al. 2020. Globally consistent climate sensitivity of natural disturbances across boreal and temperate forest ecosystems. Ecography 43:967–78
    [Google Scholar]
89. Seidl R, Spies TA, Peterson DL, Stephens SL, Hicke JA. 2016. Searching for resilience: addressing the impacts of changing disturbance regimes on forest ecosystem services. J. Appl. Ecol. 53:120–29
    [Google Scholar]
90. Seidl R, Thom D, Kautz M, Martin-Beniot D, Peltoniemi M et al. 2017. Forest disturbances under climate change. Nat. Clim. Change 7:395–402
    [Google Scholar]
91. Seidl R, Turner MG. 2022. Post-disturbance reorganization of forest ecosystems in a changing world. PNAS 119:e220219119
    [Google Scholar]
92. Senf C, Müller J, Seidl R. 2019. Post-disturbance recovery of forest cover and tree height differ with management in Central Europe. Landsc. Ecol. 34:2837–50
    [Google Scholar]
93. Senf C, Pflugmacher D, Zhiqiang Y, Sebald J, Knorn J et al. 2018. Canopy mortality has doubled in Europe's temperate forests over the last three decades. Nat. Comm. 9:4978
    [Google Scholar]
94. Senf C, Seidl R 2021a. Mapping the forest disturbance regimes of Europe. Nat. Sustain. 4:63–70
    [Google Scholar]
95. Senf C, Seidl R 2021b. Persistent impacts of the 2018 drought on forest disturbance regimes in Europe. Biogeosciences 18:5223–30
    [Google Scholar]
96. Senf C, Seidl R. 2022. Post-disturbance canopy recovery and the resilience of Europe's forests. Glob. Ecol. Biogeog. 31:25–36
    [Google Scholar]
97. Silva Pedro M, Rammer W, Seidl R 2015. Tree species diversity mitigates disturbance impacts on the forest carbon cycle. Oecologia 177:619–30
    [Google Scholar]
98. Simard M, Romme WH, Griffin JM, Turner MG. 2011. Do mountain pine beetle outbreaks change the probability of active crown fire in lodgepole pine forests?. Ecol. Monogr. 81:3–24
    [Google Scholar]
99. Stevens-Rumann CS, Kemp KB, Higuera PE, Harvey BJ, Rother MT et al. 2017. Evidence for declining forest resilience to wildfires under climate change. Ecol. Lett. 21:243–52
    [Google Scholar]
100. Stevens-Rumann CS, Prichard SJ, Strand EK, Morgan P. 2016. Prior wildfires influence burn severity of subsequent large fires. Can. J. For. Res. 46:1375–85
     [Google Scholar]
101. Tang WY, Llort J, Weis J, Perron MMG, Basart S et al. 2021. Widespread phytoplankton blooms triggered by 2019–2020 Australian wildfires. Nature 598:370–75
     [Google Scholar]
102. Thrush SF, Hewitt JE, Dayton PK, Coco G, Lohrer M et al. 2009. Forecasting the limits of resilience: integrating empirical research with theory. Proc. R. Soc. B 276:3209–17
     [Google Scholar]
103. Trauernicht C, Brook BW, Murphy BP, Williamson GJ, Bowman DMJS. 2015. Local and pyrogeographic evidence that indigenous fire management creates pyrodiversity. Ecol. Evol. 5:1908–18
     [Google Scholar]
104. Turner MG. 2010. Disturbance and landscape dynamics in a changing world. Ecology 91:2833–49
     [Google Scholar]
105. Turner MG, Braziunas KH, Hansen WD, Harvey BJ. 2019. Short-interval fire erodes the resilience of subalpine lodgepole pine forests. PNAS 116:11319–28
     [Google Scholar]
106. Turner MG, Braziunas KH, Hansen WD, Hoecker TJ, Rammer W et al. 2022. The magnitude, direction and tempo of forest change in Greater Yellowstone in a warmer world with more fire. Ecol. Monogr. 92:e01485
     [Google Scholar]
107. Turner MG, Calder WJ, Cumming GS, Hughes TP, Jentsch A et al. 2020. Climate change, ecosystems, and abrupt change: science priorities. Philos. Trans. R. Soc. B 375:20190105
     [Google Scholar]
108. Van de Leemput IA, Dakos V, Scheffer M, van Nes EH. 2018. Slow recovery from local disturbances as an indicator of ecosystem resilience. Ecosystems 21:141–52
     [Google Scholar]
109. Viana-Soto A, Okujeni A, Pflugmacher D, Garcia M, Aguado I, Hostert P. 2022. Quantifying post-fire shifts in woody-vegetation cover composition in Mediterranean pine forests using Landsat time series and regression-based unmixing. Rem. Sens. Environ. 281:113239
     [Google Scholar]
110. Walker BH. 2020. Resilience: what it is and is not. Ecol. Soc. 25:11
     [Google Scholar]
111. Walters C. 1986. Adaptive Management of Renewable Resources New York: MacMillan
112. Wernberg T, Bennett A, Babcock RC, De Bettignies T, Cure K et al. 2016. Climate-driven regime shift of a temperate marine ecosystem. Science 353:169–72
     [Google Scholar]
113. White PS, Pickett STA 1985. Natural disturbance and patch dynamics: an introduction. The Ecology of Natural Disturbance and Patch Dynamics STA Pickett, PS White 3–13. New York: Academic
     [Google Scholar]
114. Witze A. 2020. The Arctic is burning like never before—and that's bad news for climate change. Nature 585:336–37
     [Google Scholar]
115. Woods A, Coates KD. 2013. Are biotic disturbance agents challenging basic tenets of growth and yield and sustainable forest management?. Forestry 86:543–54
     [Google Scholar]
116. Yachi S, Loreau M. 1999. Biodiversity and ecosystem productivity in a fluctuating environment: the insurance hypothesis. PNAS 96:1463–68
     [Google Scholar]
117. Yi C, Jackson N. 2021. A review of measuring ecosystem resilience. Environ. Res. Lett. 16:053008
     [Google Scholar]
118. Yousefpour R, Temperli C, Bugmann H, Elkin C, Hanewinkel M et al. 2013. Updating beliefs and combining evidence in adaptive forest management under climate change: a case study of Norway spruce (Picea abies L. Karst) in the Black Forest, Germany. J. Environ. Manag. 122:56–64
     [Google Scholar]
119. Yuan ZY, Li YH, Kallenbach RL. 2016. Anthropogenic disturbances are key to maintaining the biodiversity of grasslands. Sci. Rep. 6:22132
     [Google Scholar]
120. Zscheischler J, Westra S, van den Hurk JJM, Seneviratne SI, Ward PJ et al. 2018. Future climate risk from compound events. Nat. Clim. Change 8:469–77
     [Google Scholar]