Low-cost adaptation options to support green growth in agriculture, water resources, and coastal zones.
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
25 10 2022
25 10 2022
Historique:
received:
29
04
2022
accepted:
13
10
2022
entrez:
25
10
2022
pubmed:
26
10
2022
medline:
28
10
2022
Statut:
epublish
Résumé
The regional climate as it is now and in the future will put pressure on investments in sub-Saharan Africa in water resource management, fisheries, and other crop and livestock production systems. Changes in oceanic characteristics across the Atlantic Ocean will result in remarkable vulnerability of coastal ecology, littorals, and mangroves in the middle of the twenty-first century and beyond. In line with the countries' objectives of creating a green economy that allows reduced greenhouse gas emissions, improved resource efficiency, and prevention of biodiversity loss, we identify the most pressing needs for adaptation and the best adaptation choices that are also clean and affordable. According to empirical data from the field and customized model simulation designs, the cost of these adaptation measures will likely decrease and benefit sustainable green growth in agriculture, water resource management, and coastal ecosystems, as hydroclimatic hazards such as pluviometric and thermal extremes become more common in West Africa. Most of these adaptation options are local and need to be scaled up and operationalized for sustainable development. Governmental sovereign wealth funds, investments from the private sector, and funding from global climate funds can be used to operationalize these adaptation measures. Effective legislation, knowledge transfer, and pertinent collaborations are necessary for their success.
Identifiants
pubmed: 36284114
doi: 10.1038/s41598-022-22331-9
pii: 10.1038/s41598-022-22331-9
pmc: PMC9596419
doi:
Substances chimiques
Greenhouse Gases
0
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
17898Informations de copyright
© 2022. The Author(s).
Références
IPCC Climate Change 2022: Impacts, adaptation, and vulnerability. In Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (eds Pörtner, H.-O. et al.) 3056 (Cambridge University Press, 2022).
Serdeczny, O. et al. Climate change impacts in Sub-Saharan Africa: From physical changes to their social repercussions. Reg. Environ. Change 17(6), 1585–1600 (2017).
doi: 10.1007/s10113-015-0910-2
Adegoke, J., Sylla, M. B., Bossa, A. Y., Ogunjobi, O. K. & Adoukpe, J. Regional Climate Change Series: Floods 114 (WASCAL, 2019).
Taylor, C. M. et al. Frequency of extreme Sahelian storms tripled since 1982 in satellite observations. Nature 544(7651), 475–478 (2017).
pubmed: 28447639
doi: 10.1038/nature22069
Salack, S., Saley, I. A., Lawson, N. Z., Zabré, I. & Daku, E. K. Scales for rating heavy rainfall events in the West African Sahel. Weather Clim. Extremes 21, 36–42 (2018).
doi: 10.1016/j.wace.2018.05.004
ECOWAS. Hydromet Initiative: Strengthening Weather, Climate and Water Services in West Africa Analytical Report 64 (ECOWAS Commission, 2021).
Ayantunde, A. A., Asse, R., Said, M. Y. & Fall, A. Transhumant pastoralism, sustainable management of natural resources and endemic ruminant livestock in the sub-humid zone of West Africa. Environ. Dev. Sustain. 16(5), 1097–1117 (2014).
doi: 10.1007/s10668-014-9515-z
Zougmoré, R. et al. Toward climate-smart agriculture in West Africa : A review of climate change impacts, adaptation strategies and policy developments for the livestock, fishery, and crop production sectors. Agric. Food Secur. 5(1), 1–16 (2016).
doi: 10.1186/s40066-016-0075-3
Fonta, W. M., Ayuk, E. T. & van Huysen, T. Africa and the Green Climate Fund: Current challenges and future opportunities. Clim. Policy 18, 1210–1225. https://doi.org/10.1080/14693062.2018.1459447 (2018).
doi: 10.1080/14693062.2018.1459447
World Bank. Achievements in ACP Countries by Global Index Insurance Facility Phase (2010–2015) 50 (World Bank, 2016).
IFAD. Remote Sensing for Index Insurance Findings and Lessons Learned for Smallholder Agriculture 60 (Edition of International Fund of Agricultural Development (IFAD), 2018).
Sultan B., Bossa A.Y., Salack S. & Sanon M. Risques climatiques et agriculture en Afrique de l’Ouest. Edition de l’Institut de la Recherche pour le Development (1st Edition) 362 (2020).
Nyamekye, C., Thiel, M., Schönbrodt-Stitt, S., Zoungrana, B.J.-B. & Amekudzi, L. K. Soil and water conservation in Burkina Faso, West Africa. Sustainability 10(9), 3182 (2018).
doi: 10.3390/su10093182
Sanou, L., Zida, D., Savadogo, P. & Thiombiano, A. Comparison of aboveground vegetation and soil seed bank composition at sites of different grazing intensity around a savanna-woodland watering point in West Africa. J. Plant Res. 131(3), 1048. https://doi.org/10.1007/s10265-018-1048-3 (2018).
Rhodes E. R., Jalloh A., & Diouf A. Review of Research and Policies for Climate Change Adaptation in the Agriculture Sector in West Africa. Future Agricultures Working Paper 90 (2014).
Akinnagbe, O. M. & Irohibe, I. Agriculture adaptation strategies to climate change impacts in Africa: A review. Bangladesh J. Agric. Res. 39(3), 407–418 (2014).
doi: 10.3329/bjar.v39i3.21984
Vodounou, J.-B. K. & Doubogan Y. O. Agriculture paysanne et stratégies d’adaptation au changement climatique au Nord-Bénin. Cybergeo (2016).
Miller, K. M. et al. Infectious disease, shifting climates, and opportunistic predators: Cumulative factors potentially impacting wild salmon declines. Evol. Appl. 7(7), 812–855 (2014).
pubmed: 25469162
pmcid: 4227861
doi: 10.1111/eva.12164
USAID. Climate Change Risk Profile: West Africa Sahel, 24 (2018).
WACA. Effects Climate Change on Coastal Erosion and Flooding in Benin, Côte d'Ivoire, Mauritania, Senegal, and Togo. Technical Report 131 (2020).
Ouédraogo, I., Diouf, N. S., Ouédraogo, M., Ndiaye, O. & Zougmoré, R. Closing the gap between climate information producers and users: Assessment of needs and uptake in Senegal. Climate 6, 13. https://doi.org/10.3390/cli6010013 (2018).
doi: 10.3390/cli6010013
UNCC. Climate action and Support Trends 2019, Based on National Reports Submitted to the UNFCCC Secretariat Under the Current Reporting Framework 40 (United Nations Climate Change Secretariat, 2019).
UNEP. Adaptation Gap Report 2020. 120 (2021). https://www.unep.org/adaptation-gap-report-2020
World Bank. The World Bank Group Action Plan on Climate Change Adaptation and Resilience 24 (World Bank, 2019).
Fitzpatrick, R. G. J. et al. What drives intensification of mesoscale convective systems over the West African Sahel under climate change?. J. Clim. 33, 3151–3172 (2020).
doi: 10.1175/JCLI-D-19-0380.1
Sanogo, S. et al. Spatio-temporal characteristics of the recent rainfall recovery in West Africa. Int. J. Climatol. 35, 4589–4605. https://doi.org/10.1002/joc.4309 (2015).
doi: 10.1002/joc.4309
Almazroui, M. et al. Projected change in temperature and precipitation over Africa from CMIP6. Earth Syst. Environ. 4, 455–475. https://doi.org/10.1007/s41748-020-00161-x (2020).
doi: 10.1007/s41748-020-00161-x
Diallo, I. et al. Projected changes of summer monsoon extremes and hydroclimatic regimes over West Africa for the twenty-first century. Clim. Dyn. 47, 3931–3954. https://doi.org/10.1007/s00382-016-3052-4 (2016).
doi: 10.1007/s00382-016-3052-4
Nikulin, G. et al. The effects of 1.5 and 2 degrees of global warming on Africa in the CORDEX ensemble. Environ. Res. Lett. 13, 065003. https://doi.org/10.1088/1748-9326/aab1b1 (2018).
doi: 10.1088/1748-9326/aab1b1
Monerie, P. A., Wainwright, C. M. & Sidibé, M. Model uncertainties in climate change impacts Sahel precipitation in ensembles of CMIP5 and CMIP6 simulations. Clim. Dyn. 55, 1385–1401. https://doi.org/10.1007/s00382-020-05332-0 (2020).
doi: 10.1007/s00382-020-05332-0
Salack, S. et al. Global warming induced hybrid rainy seasons in the Sahel. Environ. Res. Lett. 11, 104008 (2016).
doi: 10.1088/1748-9326/11/10/104008
Giannini, A. & Kaplan, A. The role of aerosols and greenhouse gases in Sahel drought and recovery. Clim. Change 152, 449–466. https://doi.org/10.1007/s10584-018-2341-9 (2019).
pubmed: 31007317
doi: 10.1007/s10584-018-2341-9
van Oort, P. A. J. & Zwart, S. J. Impacts of climate change on rice production in Africa and causes of simulated yield changes. Glob. Change Biol. 24(3), 1029–45 (2018).
doi: 10.1111/gcb.13967
Uger, F. I. Impact of climate variability on yam production in Benue State : An empirical analysis. Int. J. Innov. Res. Soc. Sci. Strat. Manag. Tech. 4(2), 2467–8155 (2017).
Angba, C. W., Baines, R. N. & Butler, A. J. Examining yam production in response to climate change in Nigeria : A co-integration model approach. Soc. Sci. 9(4), 42 (2020).
doi: 10.3390/socsci9040042
Jarvis, A., Ramirez-Villegas, J., Campo, B. V. H. & Navarro-Racines, C. Is cassava the answer to African climate change adaptation?. Trop. Plant Biol. 5(1), 9–29 (2012).
doi: 10.1007/s12042-012-9096-7
Durodola, O. S. & Mourad, K. A. Modelling the impacts of climate change on soybeans water use and yields in Ogun-Ona River Basin, Nigeria. Agriculture 10(12), 593 (2020).
doi: 10.3390/agriculture10120593
FAO. The State of Food and Agriculture 2019 (Food and Agriculture Organization of the United Nations, 2019).
Amouzou, K. A. et al. CROPGRO-Cotton model for determining climate change impacts on yield, water-and N-use efficiencies of cotton in the Dry Savanna of West Africa. Agric. Syst. 165, 85–96 (2018).
doi: 10.1016/j.agsy.2018.06.005
Diarra, A., Barbier, B., Zongo, B. & Yacouba, H. Impact of climate change on cotton production in Burkina Faso ». Afr. J. Agric. Res. 12(7), 494–501 (2017).
doi: 10.5897/AJAR2015.10763
Schroth, G., Läderach, P., Martinez-Valle, A. I., Bunn, C. & Jassogne, L. Vulnerability to climate change of cocoa in West Africa: Patterns, opportunities, and limits to adaptation. Sci. Total Environ. 556, 231–241 (2016).
pubmed: 26974571
doi: 10.1016/j.scitotenv.2016.03.024
Bunn, C. et al. Recommendation domains to scale-out climate change adaptation in cocoa production in Ghana. Clim. Serv. 16, 100123 (2019).
doi: 10.1016/j.cliser.2019.100123
Lahive, F., Hadley, P. & Daymond, A. J. The physiological responses of cacao to the environment and the implications for climate change resilience. A review. Agron. Sustain. Dev. 39(1), 1–22 (2019).
doi: 10.1007/s13593-018-0552-0
Naughton, C. C., Lovett, P. N. & Mihelcic, J. R. Land suitability modeling of shea (Vitellaria paradoxa) distribution across sub-Saharan Africa. Appl. Geogr. 58, 217–227 (2015).
doi: 10.1016/j.apgeog.2015.02.007
Bello, D. et al. Climate change and cashew (Anacardium occidentale L.) productivity in Benin (West Africa): Perceptions and endogenous measures of adaptation. Int. J. Biol. Chem. Sci. 11(3), 924–946 (2017).
doi: 10.4314/ijbcs.v11i3.1
Dimobe, K. et al. Climate change reduces the distribution area of the shea tree (Vitellaria paradoxa CF Gaertn.) in Burkina Faso. J. Arid Environ. 181, 104237 (2020).
doi: 10.1016/j.jaridenv.2020.104237
Idrissou, Y. et al. Systèmes d’élevage pastoraux et changement climatique en Afrique de l’Ouest : Etat des lieux et perspectives. Livestock Res. Rural Dev. 31(8), 1–20 (2019).
Lawal, A. M., Chaibou, M., Mani, M., Garba, M. & Gouro, A. Pratiques d’éleveurs et résultats économiques d’élevage dans les exploitations urbaines et périurbaines de Niamey. Int. J. Biol. Chem. Sci. 12(1), 294–309 (2018).
doi: 10.4314/ijbcs.v12i1.24
Godde, C. M. et al. Global rangeland production systems and livelihoods at threat under climate change and variability. Environ. Res. Lett. 15(4), 044021 (2020).
doi: 10.1088/1748-9326/ab7395
Rahimi, J., Mutua, J. Y., Notenbaert, A. M., Dieng, D. & Butterbach-Bahl, K. Will dairy cattle production in West Africa be challenged by heat stress in the future?. Clim. Change 161(4), 665–685 (2020).
doi: 10.1007/s10584-020-02733-2
Anyanwu, C., Amadi-Eke, A., Nwaka, D., Ezeafulukwe, C. & Adaka, G. Climate change, effects and mitigation strategies on aquaculture: A review. Agric. For. Fish. 4(3–1), 70–72 (2015).
Roudier, P., Ducharne, A. & Feyen, L. Climate change impacts on runoff in West Africa: A review. Hydrol. Earth Syst. Sci. 18(7), 2789–2801 (2014).
doi: 10.5194/hess-18-2789-2014
Stanzel, P., Kling, H. & Bauer, H. Climate change impact on West African rivers under an ensemble of CORDEX climate projections. Clim. Serv. 11, 36–48 (2018).
doi: 10.1016/j.cliser.2018.05.003
Sidibe, M. et al. Near-term impacts of climate variability and change on hydrological systems in West and Central Africa. Clim. Dyn. 54(3), 2041–2070 (2020).
doi: 10.1007/s00382-019-05102-7
Bodian, A. et al. Future climate change impacts on streamflows of two main West Africa river Basins : Senegal and Gambia. Hydrology 5(1), 21 (2018).
doi: 10.3390/hydrology5010021
Liersch, S. et al. One simulation, different conclusions: The baseline period makes the difference!. Environ. Res. Lett. 15, 104014 (2020).
doi: 10.1088/1748-9326/aba3d7
Ntajal, J., Lamptey, B. L., Mahamadou, I. B. & Nyarko, B. K. Flood disaster risk mapping in the lower Mono river basin in Togo, West Africa. Int. J. Disast. Risk Reduct. 23, 93–103 (2017).
doi: 10.1016/j.ijdrr.2017.03.015
Liersch, S. et al. Water resources planning in the Upper Niger River basin: Are there gaps between water demand and supply?. J. Hydrol. 21, 176–194 (2019).
Behanzin, I. D., Thiel, M., Szarzynski, J. & Boko, M. GIS-based mapping of flood vulnerability and risk in the Bénin Niger River Valley. Int. J. Geomat. Geosci. 6(3), 1653–1669 (2016).
Sherpa, A. M., Koottatep, T., Zurbrügg, C. & Cissé, G. Vulnerability and adaptability of sanitation systems to climate change. J. Water Clim. Change 5(4), 487–495 (2014).
doi: 10.2166/wcc.2014.003
Jones, N., Bouzid, M., Few, R., Hunter, P. & Lake, I. Water, sanitation and hygiene risk factors for the transmission of cholera in a changing climate: Using a systematic review to develop a causal process diagram. J. Water Health 18(2), 145–158 (2020).
pubmed: 32300088
doi: 10.2166/wh.2020.088
Bah A., Camara I. & Noblet M. Evaluation de la Vulnérabilité du Secteur Ressources en eau à la Variabilité et aux Changements Climatiques dans la Région de Fatick 125 (Climate Analytics gGmbH, 2019).
Sylla, M. B., Faye, A., Klutse, N. A. B. & Dimobe, K. Projected increased risk of water deficit over major West African river basins under future climates. Clim. Change 151, 247–258 (2018).
doi: 10.1007/s10584-018-2308-x
Oumarou, A. A., Lu, H., Zhu, Y. A., Hamoud, Y. & Sheteiwy, M. The global trend of the net irrigation water requirement of maize from 1960 to 2050. Climate 7(10), 124 (2019).
doi: 10.3390/cli7100124
Turner, S. W., Ng, J. Y. & Galelli, S. Examining global electricity supply vulnerability to climate change using a high-fidelity hydropower dam model. Sci. Total Environ. 590, 663–675 (2017).
pubmed: 28283290
doi: 10.1016/j.scitotenv.2017.03.022
Mortey, E. M. et al. Sustainable hydroelectric dam management in the context of climate change: Case of the Taabo Dam in Côte D’Ivoire, West Africa. Sustainability 11(18), 4846 (2019).
doi: 10.3390/su11184846
Sterl, S. et al. Smart renewable electricity portfolios in West Africa. Nat. Sustain. 3, 710–719. https://doi.org/10.1038/s41893-020-0539-0 (2020).
doi: 10.1038/s41893-020-0539-0
Niang, I. et al. Climate Change: Impacts, Adaptation, and Vulnerability. Part B: Regional Aspects. In Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change (eds Barros, V. R. et al.) 1199–1265 (Cambridge University Press, 2014).
Sadio, M. et al. Shoreline changes on the wave-influenced Senegal river delta, West Africa: The roles of natural processes and human interventions. Water 9(5), 357 (2017).
doi: 10.3390/w9050357
Aman, A. et al. Physical forcing induced coastal vulnerability along the Gulf of Guinea. J. Environ. Prot. 10, 1194–1211 (2019).
doi: 10.4236/jep.2019.109071
Angnuureng, D. B. et al. Application of shore-based video and unmanned aerial vehicles (drones): Complementary tools for beach studies. Remote Sens. 12, 394–413 (2020).
doi: 10.3390/rs12030394
Kebede, A. S. et al. Applying the global RCP–SSP–SPA scenario framework at sub-national scale: A multi-scale and participatory scenario approach. Sci. Total Environ. 635, 659–672 (2018).
pubmed: 29680757
doi: 10.1016/j.scitotenv.2018.03.368
Jewett, L. & Romanou, A. Ocean acidification and other ocean changes. In Climate Science Special Report: Fourth National Climate Assessment (eds Wuebbles, D. J. et al.) 364–392 (US Global Change Research Program, 2017).
Hahn, J., Brandt, P., Schmidtko, S. & Krahmann, G. Decadal oxygen change in the eastern tropical North Atlantic. Ocean Sci. 13(4), 551–576. https://doi.org/10.5194/os-13-551-2017 (2017).
doi: 10.5194/os-13-551-2017
Cheung, W. W. et al. Building confidence in projections of the responses of living marine resources to climate change. ICES J. Mar. Sci. 73(5), 1283–1296 (2016).
doi: 10.1093/icesjms/fsv250
Thiaw, M. et al. Effect of environmental conditions on the seasonal and interannual variability of small pelagic fish abundance off North-West Africa: The case of both Senegalese sardinella. Fish. Oceanogr. 26(5), 583–601 (2017).
doi: 10.1111/fog.12218
Belhabib, D., Lam, V. W. & Cheung, W. W. Overview of West African fisheries under climate change: Impacts, vulnerabilities and adaptive responses of the artisanal and industrial sectors. Mar. Policy 71, 15–28 (2016).
doi: 10.1016/j.marpol.2016.05.009
Kifani, S., Quansah, E., Masski, H., Houssa, R. & Hilmi, K. Climate change impacts, vulnerabilities and adaptations: Eastern Central Atlantic marine fisheries. In Impacts of Climate Change on Fisheries and Aquaculture 159 (FAO, 2019).
Sanfo, S. & Gérard, F. Public policies for rural poverty alleviation: The case of agricultural households in the Plateau Central area of Burkina Faso. Agric. Syst. 110, 1–9. https://doi.org/10.1016/j.agsy.2012.02.006 (2012).
doi: 10.1016/j.agsy.2012.02.006
Rogers, D. et al. Weathering the Change: How to Improve Hydromet Services in Developing Countries 112 (World Bank, 2019).
doi: 10.1596/31507
WMO. Greenhouse Gas Bulletin: The State of Greenhouse Gases in the Atmosphere Based on Global Observations Through 2018 (World Meteorological Organization, Atmospheric Environment Research Division, Research Department, Geneva, 2019).
Tall, A., Coulibaly, J. Y. & Diop, M. Do climate services make a difference? A review of evaluation methodologies and practices to assess the value of climate information services for farmers: Implications for Africa. Clim. Serv. 11, 1–12 (2018).
doi: 10.1016/j.cliser.2018.06.001
Sanfo, S. et al. Effects of customized climate services on land and labor productivity in Burkina Faso and Ghana. Clim. Serv. 25, 100280. https://doi.org/10.1016/j.cliser.2021.100280 (2022).
doi: 10.1016/j.cliser.2021.100280
Giupponi, C. & Gain, A. K. Integrated water resources management (IWRM) for climate change adaptation. Reg. Environ. Change 17, 1865–1867 (2017).
doi: 10.1007/s10113-017-1173-x
Huyers, S., Hansen, J., Rose, A., Vaughan, C. & van Huysen, T. What We Know about Gender and Rural Climate Services. Preliminary Findings and Guidance. Info Notes 3 (Climate Change Agriculture and Food Security (CCAFS), 2017).
Lau, J. D. et al. Gender equality in climate policy and practice hindered by assumptions. Nat. Clim. Change 11, 186–219. https://doi.org/10.1038/s41558-021-00999-7 (2021).
doi: 10.1038/s41558-021-00999-7
Vaughan, C., Buja, L., Kruczkiewicz, A. & Goddard, L. Identifying research priorities to advance climate services. Clim. Serv. 4, 65–74 (2016).
doi: 10.1016/j.cliser.2016.11.004
World Bank. Achievements in ACP Countries by Global Index Insurance Facility Phase I (2010–2015) 20 (GIIF Team, 2016). https://www.indexinsuranceforum.org/sites/default/files/GIIF_ACP_Report_Eng_Web.pdf
IUCN. IUCN Resolutions, RECOMMENDATIONS, and other Decisions 106 (IUCN, 2016).
Hill, R. et al. Working with indigenous, local and scientific knowledge in assessments of nature and nature’s linkages with people. Curr. Opin. Environ. Sustain. 43(8), 20 (2020).
Swart, R., Robbert, B. & Lourenço, T. C. Science of adaptation to climate change and science for adaptation. Front. Environ. Sci. 2, 0029 (2014).
doi: 10.3389/fenvs.2014.00029
Nalau, J. & Verrall, B. Mapping the evolution and current trends in climate change adaptation science. Clim. Risk Manag. 32, 100290. https://doi.org/10.1016/j.crm.2021.100290 (2021).
doi: 10.1016/j.crm.2021.100290
Salack, S. et al. Designing Transnational Hydroclimatological Observation Networks and Data Sharing Policies in West Africa. Data Sci. J. 18(1), 33. https://doi.org/10.5334/dsj-2019-033 (2019).
doi: 10.5334/dsj-2019-033
Sidibe, M. et al. Trend, and variability in a new, reconstructed streamflow dataset for West and Central Africa, and climatic interactions, 1950–2005. J. Hydrol. https://doi.org/10.1016/j.jhydrol.2018.04.024 (2018).
doi: 10.1016/j.jhydrol.2018.04.024
Dieulin, C. et al. A new 60-year 1940–1999 monthly gridded rainfall data set for Africa. Water 11, 387. https://doi.org/10.3390/w11020387 (2019).
doi: 10.3390/w11020387
Knippertz, P. et al. The possible role of local air pollution in climate change in West Africa. Nat. Clim. Change 5, 815–2 (2015).
doi: 10.1038/nclimate2727
Weedon, G. P. et al. The WFDEI meteorological forcing data set: WATCH Forcing Data methodology applied to ERA-Interim reanalysis data. Water Resour. Res. https://doi.org/10.1002/2014WR015638 (2014).
doi: 10.1002/2014WR015638
Meinshausen, M. et al. The SSP greenhouse gas concentrations and their extensions to 2500. Geosci. Model Dev. Discuss. 13, 3571–3605 (2019).
doi: 10.5194/gmd-13-3571-2020
Lange, S. Trend-preserving bias adjustment and statistical downscaling with ISIMIP3BASD (v1.0). Geosci. Model Dev. 12, 3055–3070 (2019).
doi: 10.5194/gmd-12-3055-2019
Cucchi, M. et al. WFDE5: Bias-adjusted ERA5 reanalysis data for impact studies. Earth Syst. Sci. Data 12, 2097–2120. https://doi.org/10.5194/essd-12-2097-2020 (2020).
doi: 10.5194/essd-12-2097-2020
Heinzeller, D. et al. The WASCAL high-resolution regional climate simulation ensemble for West Africa: Concept, dissemination and assessment. Earth Syst. Sci. Data 10, 815–835 (2018).
doi: 10.5194/essd-10-815-2018
Dieng, D. et al. Performance analysis and projected changes of agroclimatological indices across West Africa based on high-resolution regional climate model simulations. J. Geophys. Res. 123, 7950–7973 (2018).
Cannon, A. J. Multivariate bias correction of climate model output: Matching marginal distributions and intervariable dependence structure. J. Clim. 29(19), 7045–7064 (2016).
doi: 10.1175/JCLI-D-15-0679.1
Hoogenboom G. et al. Decision Support System for Agrotechnology Transfer (DSSAT) Version 4.7 ( www.DSSAT.net ). (DSSAT Foundation, 2017).
Aldermann, P. D. A comprehensive R interface for the DSSAT Cropping Systems Model. Comput. Electron. Agric. 172, 105325. https://doi.org/10.1016/j.compag.2020.105325 (2020).
doi: 10.1016/j.compag.2020.105325
Han, E., Ines, A. V. M. & Koo, J. Development of a 10-km resolution global soil profile dataset for crop modeling applications. Environ. Model. Softw. https://doi.org/10.1016/j.envsoft.2019.05.012 (2019).
pubmed: 31481849
pmcid: 6694752
doi: 10.1016/j.envsoft.2019.05.012
Hengl, T. et al. SoilGrids1km: Global soil information based on automated mapping. PLoS ONE 9(8), e105992. https://doi.org/10.1371/journal.pone.0105992 (2014).
pubmed: 25171179
pmcid: 4149475
doi: 10.1371/journal.pone.0105992
Jakeman, A. J., Littlewood, I. G. & Whitehead, P. G. Computation of the instantaneous unit hydrograph and identifiable component flows with application to two small upland catchments. J. Hydrol. 117, 275–300 (1990).
doi: 10.1016/0022-1694(90)90097-H
Perrin, C., Michel, C. & Andreassian, V. Improvement of a parsimonious model for streamflow simulation. J. Hydrol. 279, 275–289. https://doi.org/10.1016/S0022-1694(03)00225-7 (2003).
doi: 10.1016/S0022-1694(03)00225-7
Knoben, W. J. M., Freer, J. E. & Woods, R. A. Technical note: Inherent benchmark or not? Comparing Nash-Sutcliffe and Kling-Gupta efficiency scores. Hydrol. Earth Syst. Sci. 23, 4323–4331. https://doi.org/10.5194/hess-23-4323-2019 (2019).
doi: 10.5194/hess-23-4323-2019
Gornitz, V. Global coastal hazards from future sea-level rise. Palaeogeogr. Palaeoclimatol. Palaeoecol. 89, 379–398. https://doi.org/10.1016/0031-0182(91)90173-O (1991).
doi: 10.1016/0031-0182(91)90173-O
Feng, L., Chiam, Y. K. & Lo S. K. et al. Text-mining techniques and tools for systematic literature reviews: A systematic literature review. Conference Paper. https://doi.org/10.1109/APSEC.2017.10 (2017).