Abstract
The study assesses trends of precipitation and temperature extremes over Malawi and Mozambique from 1981 to 2020, based on model data and observations. Decadal precipitation trends during the primary rainfall season were analyzed using Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS) and Climate Research Unit (CRU). The spatial and temporal trends of wet and dry anomalies were examined using Standardized Precipitation and Evapotranspiration Index (SPEI). NASA’s NEX-GDDP-CMIP6 downscaled data was also analyzed to examine projected temperature trends up to 2050. Clear decadal trends were manifested using monthly and seasonal mean precipitation. Seasonal mean precipitation trends showed consistent decade-to-decade drying over northeastern region (CHIRPS), whereas CRU data show patches of dry conditions across the entire study domain, including southern parts despite increased frequency of tropical cyclones and associated floods during recent decades. The 6–12-month SPEI series also show consistent dry conditions especially over Malawi from 1981, with a peak during 1990–2000. This contrasts with the earlier decades, especially the 1960s which mostly experienced wetter conditions. The decadal differences with reference to 1961–2020 average, using 3-month SPEI, also show consistent drying particularly along the coast of Mozambique. Over Malawi, drier conditions were dominant in the northern region, while the southern region experienced relatively wetter conditions. With respect to temperature, the NEX-GDDP historical trends are consistent with CRU from 1981 to 2015. The projected mean temperature trends show consistent increase for all the 4 downscaled CMIP6 models, and for both SSP-245 and SSP-585 scenarios especially in the northern and southern parts of Malawi.
Similar content being viewed by others
Data availability
This paper used the following data: ClimateHazards Group InfraRed Precipitation with Station data (CHIRPS) https://data.chc.ucsb.edu/products/CHIRPS-2.0/; Climate Research Unit (CRU) https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.05/cruts.2103051243.v4.05/; Standardized Precipitation Evapotranspiration Index (SPEI) https://spei.csic.es/database.html; NASA NEX-GDDP-CMIP6 https://nex-gddp-cmip6.s3.us-west-2.amazonaws.com/index.html
Code availability (software application or custom code)
Not available.
References
Abramowitz M (1965) Handbook of mathematical functions with formulas. Graphs, and Mathematical Tables
ActionAid. (2006) Climate change, urban flooding, and the rights of the urban poor in Africa, key finding from 50 African cities, A report by ActionAid, ActionAid International.
Alexander LV, Zhang X, Peterson TC, Caesar J, Gleason B, Klein Tank AMG et al (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res: Atmos 111(D5)
Allen M, Babiker M, Chen Y, de Coninck HC (2018) IPCC SR15: Summary for policymakers. In IPCC Special Report Global Warming of 1.5 °C. Intergovernmental Panel on Climate Change
Alley R, Berntsen T, Bindoff NL, Chen Z, Chidthaisong A, Friedlingstein P et al (2007) Climate change 2007: the physical science basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Pane l on Climate Change. Summary for Policymakers, IPCC Secretariat, Geneva, Switzerland, p 21
Asante K, Brito R, Brundrit G, Epstein P, Nussbaumer P and Patt A (2009) Study on the impact of climate change on disaster risk in Mozambique
Ash KD, Matyas CJ (2012) The influences of ENSO and the subtropical Indian Ocean Dipole on tropical cyclone trajectories in the southwestern Indian Ocean. Int J Climatol 32(1):41–56
Assante K, Vilankulos A (2009) Future impacts of climate change on river flow, floods, saline intrusion. In INGC. (2009). In: Asante K, Brundrit G, Epstein P, Fernandes A, Marques MR, Mavume A, Metzger M, Patt A, Queface A, Sanchez del Valle R et al (eds) Main Report: INGC Climate Change Report: Study on the Impact of Climate Change on Disaster Risk in Mozambique. INGC, Maputo, Mozambique
Ayehu GT, Tadesse T, Gessesse B, Dinku T (2018) Validation of new satellite rainfall products over the Upper Blue Nile Basin, Ethiopia. Atmos Meas Tech 11(4):1921–1936
Baker M, Bergstresser D, Serafeim G and Wurgler J (2018) Financing the response to climate change: The pricing and ownership of US green bonds
Baker AC, Larcker DF, Wang CC (2022) How much should we trust staggered difference-in-differences estimates? J Financ Econ 144(2):370–395
Beguería S, Vicente-Serrano SM, Reig F, Latorre B (2014) Standardized precipitation evapotranspiration index (SPEI) revisited: parameter fitting, evapotranspiration models, tools, datasets and drought monitoring. Int J Climatol 34(10):3001–3023
Behera SK, Yamagata T (2003) Influence of the Indian Ocean dipole on the Southern Oscillation. Journal of the Meteorological Society of Japan. Ser II 81(1):169–177
Boko M, Niang I, Nyong A, Vogel C, Githeko A, Medany M et al (2007) Africa. In: Climate Change 2007: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, Parry ML, Canziani OF, Palutikof JP, van der Linden PJ, Hanson CE (eds), Cambridge University Press: Cambridge, UK, pp 433–467
Cabral P, Augusto G, Akande A, Costa A, Amade N, Niquisse S et al (2017) Assessing Mozambique’s exposure to coastal climate hazards and erosion. Int J Disaster Risk Reduct 23:45–52
Colborn KL, Giorgi E, Monaghan AJ, Gudo E, Candrinho B, Marrufo TJ, Colborn JM (2018) Spatio-temporal modelling of weekly malaria incidence in children under 5 for early epidemic detection in Mozambique. Sci Rep 8(1):9238
Cristóvão L, Chichango F, Massinga P, Macanguisse J (2021) The potential of renewable energy in Mozambique: an overview. J Energy Technol Policy 11(2):30–37
Davis-Reddy CL, Vincent K (2017) Climate risk and vulnerability: a handbook for Southern Africa, 2nd edn. CSIR, Pretoria, South Africa
Denning G, Kabambe P, Sanchez P, Malik A, Flor R, Harawa R et al (2009) Input subsidies to improve smallholder maize productivity in Malawi: toward an African green revolution. PLoS Biol 7(1):e1000023
Deo RC, Byun HR, Adamowski JF, Begum K (2017) Application of effective drought index for quantification of meteorological drought events: a case study in Australia. Theor Appl Climatol 128:359–379
Dinar A, Hassan R, Mendelsohn R, Benhin J (2012) Climate change and agriculture in Africa: impact assessment and adaptation strategies. Routledge
Dinku T, Funk C, Peterson P, Maidment R, Tadesse T, Gadain H, Ceccato P (2018) Validation of the CHIRPS satellite rainfall estimates over eastern Africa. Q J R Meteorol Soc 144:292–312
Dosio A (2017) Projection of temperature and heat waves for Africa with an ensemble of CORDEX Regional Climate Models. Clim Dyn 49(1-2):493–519
du Plessis JA, Kibii JK (2021) Applicability of CHIRPS-based satellite rainfall estimates for South Africa. J South Afr Inst Civ Eng 63(3):43–54
Dube K, Nhamo G (2021) Tropical cyclones as an emerging global disaster risk and management issue. Cyclones Southern Afr: Volume 2: Found Fund Topics:3–16
Engelbrecht F, Adegoke J, Bopape MJ, Naidoo M, Garland R, Thatcher M et al (2015) Projections of rapidly rising surface temperatures over Africa under low mitigation. Environ Res Lett 10(8):085004
Epstein JM (2009) Modelling to contain pandemics. Nature 460(7256):687–687
Eriksen S, O’Brien K, Rosentrater L (2008) Climate change in Eastern and Southern Africa: impacts, vulnerability, and adaptation. GECHS Rep 2:2008-2
Fauchereau N, Trzaska S, Rouault M, Richard Y (2003) Rainfall variability and changes in southern Africa during the 20th century in the global warming context. Na Hazards 29(2):139. https://doi.org/10.1023/A:1023630924100
Fisher JB, Melton F, Middleton E, Hain C, Anderson M, Allen R et al (2017) The future of evapotranspiration: global requirements for ecosystem functioning, carbon and climate feedbacks, agricultural management, and water resources. Water Resour Res 53(4):2618–2626
Fitchett JM (2018) Recent emergence of CAT5 tropical cyclones in the South Indian Ocean. South African Journal of Science, 114(11-12), 1-6. south-east Africa: temporal trends in a global context. Int J Climatol 34(13):3604–3615
Fitchett JM, Grab SW (2014) A 66‐year tropical cyclone record for south‐east Africa: temporal trends in a global context. Int J Climatol 34(13):3604–3615
Frake AN, Peter BG, Walker ED, Messina JP (2020) Leveraging big data for public health: mapping malaria vector suitability in Malawi with Google Earth Engine. PLoS One 15(8):e0235697
Funk C, Peterson P, Landsfeld M, Pedreros D, Verdin J, Shukla S, Husak G, Rowland J, Harrison L, Hoell A, Michaelsen J (2015) The climate hazards infrared precipitation with stations—a new environmental record for monitoring extremes. Scientific Data 2(1):150066. https://doi.org/10.1038/sdata.2015.66
Funk C, Davenport F, Harrison L, Magadzire T, Galu G, Artan GA, Shukla S, Indeje M, Pomposi C, Macharia D, Husak G, Nsadisa FD (2018) Anthropogenic enhancement of moderate-to-strong El Niño events likely contributed to drought and poor harvests in Southern Africa during 2016. In: Explaining Extreme Events of 2016 from a Climate Perspective. Bull Amer Meteor Soc 99(1):S1–S157
Funk C, Peterson P, Peterson S, Shukla S, Davenport F, Michaelsen J et al (2019) A high-resolution 1983–2016 T max climate data record based on infrared temperatures and stations by the Climate Hazard Center. J Clim 32(17):5639–5658
Giertz A, Caballero J, Galperin D, Makoka D, Olson J, German G (2015) Malawi agricultural sector risk assessment. Agriculture global practice technical assistance paper. World Bank, Washington, DC
Gore M, Abiodun BJ, Kucharski F (2020) Understanding the influence of ENSO patterns on drought over southern Africa using SPEEDY. Clim Dyn 54(1-2):307–327
Haghtalab N, Moore N, Ngongondo C (2019) Spatio-temporal analysis of rainfall variability and seasonality in Malawi. Regional Environ Change 19:2041–2054
Harris IPDJ, Jones PD, Osborn TJ, Lister DH (2014) Updated high-resolution grids of monthly climatic observations–the CRU TS3. 10 Dataset. Int J Climatol 34(3):623–642
Harris I, Osborn TJ, Jones P, Lister D (2020) Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset. Sci Data 7(1):109
Hernandez EA, Uddameri V (2014) Standardized precipitation evaporation index (SPEI)-based drought assessment in semi-arid south Texas. Environ Earth Sci 71:2491–2501
Horn LM, Hajat A, Sheppard L, Quinn C, Colborn J, Zermoglio MF et al (2018) Association between precipitation and diarrheal disease in Mozambique. Int J Environ Res Public Health 15(4):709
IPCC (2007a) In: Parry M, Canziani O, Palutikof J et al (eds) Climate change 2007: Impacts, adaptations, and Vulnerability. Contribution of Working Group Fourth Assessment Report of the IPCC. Cambridge University Press, Cambridge
IPCC (2007b) Climate Change 2007: Impacts, Adaptation and Vulnerability. In: Parry OF, Canziani JP, Palutikof PJ, van der Linden HCE (eds) Contribution of Working Group II to the Fourth Assessment. Report of the Intergovernmental Panel on Climate Change ML. Cambridge University Press, Cambridge, UK, p 976
IPCC (2018) Global warming of 1.5°C: An IPCC special report on the impacts of global warming of 1.5°C above pre-industrial levels and related global greenhouse gas emission pathways, in the context of strengthening the global response to the threat of climate change, sustainable development, and efforts to eradicate poverty. In: Delmotte et al. (eds) World Meteorological Organization, Geneva, Switzerland
Joshua MK, Ngongondo C, Monjerezi M, Chipungu F, Liwenga E, Majule AE et al (2016) Climate change in semi-arid Malawi: perceptions, adaptation strategies and water governance. Jàmbá: J Disaster Risk Stud 8(3):1–10
Jury MR, Funk C (2013) Climatic trends over Ethiopia: regional signals and drivers. Int J Climatol 33(8):1924–1935
Kalua A (2020) Urban residential building energy consumption by end-use in Malawi. Buildings 10(2):31
Kavwenje S, Zhao L, Chen L, Chaima E (2022) Projected temperature and precipitation changes using the LARS-WG statistical downscaling model in the Shire River Basin, Malawi. Int J Climatol 42(1):400–415
Kimani MW, Hoedjes JC, Su Z (2017) An assessment of satellite-derived rainfall products relative to ground observations over East Africa. Remote Sens 9(5):430
Kling H, Stanzel P, Preishuber M (2014) Impact modelling of water resources development and climate scenarios on Zambezi River discharge. J Hydrol: Regional Stud 1:17–43
Kossin JP (2018) A global slowdown of tropical-cyclone translation speed. Nature 558(7708):104–107
Kotir JH (2011) Climate change and variability in Sub-Saharan Africa: a review of current and future trends and impacts on agriculture and food security. Environ Dev Sustain 13:587–605
Kumbuyo CP, Shimizu K, Yasuda H, Kitamura Y (2015) Linkage between Malawi Rainfall and Global Sea Surface Temperature. J Rainwater Catchment Syst 20(2):7–13
Luhunga PM, Kijazi AL, Chang'a L, Kondowe A, Ng'Ongolo H, Mtongori H (2018) Climate change projections for Tanzania based on high-resolution regional climate models from the coordinated regional climate downscaling experiment (CORDEX)-Africa. Front Environ Sci 6:122
Machaieie HA, Silva CG, de Oliveira EN, Júnior HI, de Almeida HA (2020) Variability and trends of precipitation in Quelimane, Central Mozambique, and their relation to El Niño Southern Oscillation. J Geosci Environ Protect 8(7):1–16
Mahlalela PT, Blamey RC, Hart NCG, Reason CJC (2020) Drought in the Eastern Cape region of South Africa and trends in rainfall characteristics. Clim Dyn 55:2743–2759
Maidment RI, Grimes D, Black E, Tarnavsky E, Young M, Greatrex H et al (2017) A new, long-term daily satellite-based rainfall dataset for operational monitoring in Africa. Sci Data 4(1):1–19
Mango N, Makate C, Mapemba L, Sopo M (2018) The role of crop diversification in improving household food security in central Malawi. Agric Food Sec 7(1):1–10
Manhique AJ, Reason CJC, Rydberg L, Fauchereau N (2011) ENSO and Indian Ocean Sea surface temperatures and their relationships with tropical temperate troughs over Mozambique and the Southwest Indian Ocean. Int J Climatol 31(1):1–13
Maoyi ML, Abiodun BJ, Prusa JM, Veitch JJ (2018) Simulating the characteristics of tropical cyclones over the Southwest Indian Ocean using a stretched-grid global climate model. Clim Dyn 50:1581–1596
Marques MC, Burslem DF, Britez RM, Silva SM (2009) Dynamics and diversity of flooded and unflooded forests in a Brazilian Atlantic rain forest: a 16-year study. Plant Ecol Divers 2(1):57–64
Mataya DC, Vincent K, Dougill AJ (2020) How can we effectively build capacity to adapt to climate change? Insights from Malawi. Clim Dev 12(9):781–790
Matyas CJ, Silva JA (2013) Extreme weather and economic well-being in rural Mozambique. Nat Hazards 66:31–49
Maúre G, Pinto I, Ndebele-Murisa M, Muthige M, Lennard C, Nikulin G et al (2018) The southern African climate under 1.5 C and 2 C of global warming as simulated by CORDEX regional climate models. Environ Res Lett 13(6):065002
Mavume AF, Rydberg L, Rouault M, Lutjeharms JR (2009) Climatology and landfall of tropical cyclones in the south-west Indian Ocean. Western Ind Ocean J Mar Sci 8(1)
Mavume AF, Banze BE, Macie OA, Queface AJ (2021) Analysis of climate change projections for Mozambique under the representative concentration pathways. Atmosphere 12(5):58
Menon S, Denman KL, Brasseur G, Chidthaisong A, Ciais P, Cox PM et al (2007) Couplings between changes in the climate system and biogeochemistry (No. LBNL-464E). Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
MSF (2022) Cyclone Batsirai leaves people vulnerable to food shortages and malaria. Médecins Sans Frontières https://reliefweb.int/report/madagascar/cyclone-batsirai-leaves-people-vulnerable-food-shortages-and-malaria
Mtilatila L, Bronstert A, Bürger G, Vormoor K (2020) Meteorological and hydrological drought assessment in Lake Malawi and Shire River basins (1970–2013). Hydrol Sci J 65(16):2750–2764
Mucova SAR, Azeiteiro UM, Filho WL, Lopes CL, Dias JM, Pereira MJ (2021) Approaching Sea-Level Rise (SLR) change: strengthening local responses to sea-level rise and coping with climate change in Northern Mozambique. J Mar Sci Eng 9(2):205
Mumo L, Yu J, Fang K (2018) Assessing impacts of seasonal climate variability on maize yield in Kenya. Int J Plant Prod 12(4):297–307
Muthige MS, Malherbe J, Englebrecht FA, Grab S, Beraki A, Maisha TR, Van der Merwe J (2018) Projected changes in tropical cyclones over the Southwest Indian Ocean under different extents of global warming. Environ Res Lett 13(6):065019
Muthoni FK, Odongo VO, Ochieng J, Mugalavai EM, Mourice SK, Hoesche-Zeledon I et al (2019) Long-term spatial-temporal trends and variability of rainfall over Eastern and Southern Africa. Theor Appl Climatol 137:1869–1882
Mwafongo WMK (2000) An exploratory study of land use, management, and degradation: West Malombe Catchment, Mangochi RDP, Malawi. Soc Sci Re Rep Series-OSSREA 14
Nash DJ, Pribyl K, Endfield GH, Klein J, Adamson GC (2018) Rainfall variability over Malawi during the late 19th century. Int J Climatol 38:e629–e642
New M, Hewitson B, Stephenson DB, Tsiga A, Kruger A, Manhique A et al (2006) Evidence of trends in daily climate extremes over southern and west Africa. J Geophys Res: Atmos 111(D14)
Nicholson SE (2013) The West African Sahel: a review of recent studies on the rainfall regime and its interannual variability. Int Sch Res Notices 2013
Nicholson SE (2018) A multi-century history of drought and wetter conditions in Africa. In: White S, Pfister C, Mauelshagen F (eds) The palgrave handbook of climate history. Palgrave Macmillan, London. https://doi.org/10.1057/978-1-137-43020-5_20
Nicholson SE, Klotter D, Chavula G (2014) A detailed rainfall climatology for Malawi, Southern Africa. Int J Climatol 34(2):315–325
Ngongondo C, Kalanda-Joshua MD, Monjerezi M, Chipungu F, Kasei R, Malidadi C (2021) Exploring linkages between indigenous knowledge systems and conventional flood forecasting in the aftermath of tropical cyclone idai in Chikwawa, Malawi. In: Nhamo G, Dube K (eds) Cyclones in Southern Africa. Springer International Publishing, pp 207–226. https://doi.org/10.1007/978-3-030-74262-1_14
Nkunzimana A, Bi S, Alriah MAA, Zhi T, Kur NAD (2020) Comparative analysis of the performance of satellite-based rainfall products over various topographical unities in central East Africa: case of Burundi. Earth and Space Science 7(5):e2019EA000834
Nyamwanza AM, New MG, Fujisawa M, Johnston P, Hajat A (2017) Contributions of decadal climate information in agriculture and food systems in east and southern Africa. Clim Change 143:115–128
O'Brien K, Vogel C (2003) Coping with climate variability: the use of seasonal climate forecasts in Southern Africa. Ashgate Publishing Ltd.
O'Neill BC, Tebaldi C, Van Vuuren DP, Eyring V, Friedlingstein P, Hurtt G et al (2016) The scenario model intercomparison project (Scenario MIP) for CMIP6. Geosci Model Dev 9(9):3461–3482
Patricola CM, Wehner MF (2018) Anthropogenic influences on major tropical cyclone events. Nature 563(7731):339–346
Pauw P, Mbeva K, Van Asselt H (2019) Subtle differentiation of countries’ responsibilities under the Paris Agreement. Palgrave Commun 5(1)
Peng S, Ding Y, Liu W, Li Z (2019) 1 km monthly temperature and precipitation dataset for China from 1901 to 2017. Earth Syst Sci Data 11(4):1931–1946
Peng J, Dadson S, Hirpa F, Dyer E, Lees T, Miralles DG et al (2020) A pan-African high-resolution drought index dataset. Earth Syst Sci Data 12(1):753–769
Pillay MT, Fitchett JM (2019) Tropical cyclone landfalls south of the Tropic of Capricorn, southwest Indian Ocean. Clim Res 79(1):23–37
Potop V, Boroneanţ C, Možný M, Štěpánek P, Skalák P (2014) Observed spatiotemporal characteristics of drought on various time scales over the Czech Republic. Theor Appl Climatol 115:563–581
Prowse TD, Furgal C, Chouinard R, Melling H, Milburn D, Smith SL (2009) Implications of climate change for economic development in Northern Canada: energy, resource, and transportation sectors. AMBIO J Hum Environ 38(5):272–281. https://doi.org/10.1579/0044-7447-38.5.272
Ratnam JV, Behera SK, Masumoto Y, Yamagata T (2014) Remote effects of El Niño and Modoki events on the austral summer precipitation of southern Africa. J Clim 27(10):3802–3815
Reason CJC, Mulenga H (1999) Relationships between South African rainfall and SST anomalies in the Southwest Indian Ocean. Int J Climatol 19(15):1651–1673. https://doi.org/10.1002/(SICI)1097-0088(199912)19:15%3C1651::AID-JOC439%3E3.0.CO;2-U
Richard Y, Fauchereau N, Poccard I, Rouault M, Trzaska S (2001) 20th century droughts in southern Africa: spatial and temporal variability, teleconnections with oceanic and atmospheric conditions. Int J Climatol: J R Meteorol Soc 21(7):873–885
Ringler C, Zhu T, Cai X, Koo J, Wang D (2010) Climate change impacts onfood security in Sub-Saharan Africa. IFPRI discussion paper No. 01042, International Food Policy Research Institute (IFPRI), Washington DC, USA
Rocha A, Simmonds I (1997) Interannual variability of south‐eastern African summer rainfall. Part 1: relationships with air–sea interaction processes. Int J Climatol: J R Meteorol Soc 17(3):267–290
Rouault M, Richard Y (2005) Intensity and spatial extent of droughts in southern Africa. Geophys Res Lett 32(15)
Schewe J, Heinke J, Gerten D, Haddeland I, Arnell NW, Clark DB et al (2014) Multimodel assessment of water scarcity under climate change. Proc Natl Acad Sci 111(9):3245–3250
Seo SN, Mendelsohn R, Dinar A, Hassan R, Kurukulasuriya P (2009) A Ricardian analysis of the distribution of climate change impacts on agriculture across agro-ecological zones in Africa. Environ Resour Econ 43:313–332
Sharmila S, Walsh KJE (2018) Recent poleward shift of tropical cyclone formation linked to Hadley cell expansion. Nat Clim Change 8(8):730–736
Shongwe P, Masuku MB, Manyatsi AM (2014) Factors influencing the choice of climate change adaptation strategies by households: a case of Mpolonjeni Area Development Programme (ADP) in Swaziland. J Agric Stud 2(1):86–98
Silva JA, Matyas CJ (2014) Relating rainfall patterns to agricultural income: implications for rural development in Mozambique. Weather Clim Soc 6(2):218–237
Stagge JH, Tallaksen LM, Gudmundsson L, Van Loon AF, Stahl K (2015) Candidate distributions for climatological drought indices (SPI and SPEI). Int J Climatol 35(13):4027–4040
Sun Q, Miao C, AghaKouchak A, Duan Q (2016) Century‐scale causal relationships between global dry/wet conditions and the state of the Pacific and Atlantic Oceans. Geophys Res Lett 43(12):6528–6537
Tadeyo E, Chen D, Ayugi B, Yao C (2020) Characterization of spatio-temporal trends and periodicity of precipitation over Malawi during 1979–2015. Atmosphere 11(9):891
Tan C, Yang J, Li M (2015) Temporal-spatial variation of drought indicated by SPI and SPEI in Ningxia Hui Autonomous Region, China. Atmosphere 6(10):1399–1421
Thrasher B, Maurer EP, McKellar C, Duffy PB (2012) Bias correcting climate model simulated daily temperature extremes with quantile mapping. Hydrol Earth Syst Sci 16(9):3309–3314
Thrasher B, Wang W, Michaelis A, Melton F, Lee T, Nemani R (2022) NASA global daily downscaled projections, CMIP6. Sci Data 9(1):262
Tirivarombo S, Osupile D, Eliasson P (2018) Drought monitoring and analysis: standardised precipitation evapotranspiration index (SPEI) and standardised precipitation index (SPI). Phys Chem Earth Parts A/B/C 106:1–10
Toté C, Patricio D, Boogaard H, Van Der Wijngaart R, Tarnavsky E, Funk C (2015) Evaluation of satellite rainfall estimates for drought and flood monitoring in Mozambique. Remote Sens 7(2):1758–1776
Trambauer P, Maskey S, Winsemius H, Werner M, Uhlenbrook S (2013) A review of continental scale hydrological models and their suitability for drought forecasting in (sub-Saharan) Africa. Phys Chem Earth Parts A/B/C 66:16–26
Trejo FJP, Barbosa HA, Peñaloza-Murillo MA, Moreno MA, Farias A (2016) Intercomparison of improved satellite rainfall estimation with CHIRPS gridded product and rain gauge data over Venezuela. Atmósfera 29(4):323–342
Trenberth KE (2011) Changes in precipitation with climate change. Clim Res 47(1-2):123–138
Tyson PD, Preston-Whyte RA (2000) Weather and climate of southern Africa. Oxford University Press
Uamusse MM, Tussupova K, Persson KM (2020) Climate change effects on hydropower in Mozambique. Appl Sci 10(14):4842
USAID (2013) Malawi climate change vulnerability assessment. African and Latin American Resilience to Climate Change Project (ARCC). Arlington, VA
Vicente-Serrano SM, Beguería S, López-Moreno JI (2010) A multiscalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index. J Clim 23(7):1696–1718
Vicente-Serrano SM, Gouveia C, Camarero JJ, Beguería S, Trigo R, López-Moreno JI, Azorín-Molina C, Pasho E, Lorenzo-Lacruz J, Revuelto J, Morán-Tejeda E, Sanchez-Lorenzo A (2013) Response of vegetation to drought timescales across global land biomes. Proc Natl Acad Sci 110(1):52–57. https://doi.org/10.1073/pnas.1207068110
Vicente-Serrano SM, Camarero JJ, Olano JM, Martín-Hernández N, Peña-Gallardo M, Tomás-Burguera M et al (2016) Diverse relationships between forest growth and the Normalized Difference Vegetation Index at a global scale. Remote Sens Environ 187:14–29
Vincent K, Dougill AJ, Mkwambisi DD, Cull T, Stringer LC, Chanika D (2014) Analysis of existing weather and climate information for Malawi. Univ Leeds:1–18
Walsh KJ, McBride JL, Klotzbach PJ, Balachandran S, Camargo SJ, Holland G et al (2016) Tropical cyclones and climate change. Wiley Interdiscip Rev: Clim Change 7(1):65–89
Wang W, Zhu Y, Xu R, Liu J (2015) Drought severity change in China during 1961–2012 indicated by SPI and SPEI. Nat Hazards 75:2437–2451
Warnatzsch EA, Reay DS (2020) Assessing climate change projections and impacts on Central Malawi’s maize yield: the risk of maladaptation. Sci Total Environ 711:134845
World Bank (2007) International trade and climate change: Economic, legal, and institutional perspectives. The World Bank
World Meteorological Organization (2012) Standardized precipitation index user guide. (Svoboda M, Hayes M, Wood D). (WMO-No. 1090), Geneva, Switzerland
Xin’e Tao HC, Xu C (2015) Characteristics of drought variations in Hanjiang Basin in 1961-2014 based on SPI/SPEI. J Water Resour Res 4(5):404–415
Funding
The first author was supported by the US National Institute of Food and Agriculture (NIFA) (Grant ID: CONS01038) for which we are sincerely grateful.
Author information
Authors and Affiliations
Contributions
The first author, Nellie Amosi, did all the analyses, initial drafting of the paper, edited, and contributed to writing of the final version. Second author, Richard Anyah guided the analyses, reviewed, edited, and contributed to writing the final version. Both authors responded to the reviewers’ comments.
Corresponding author
Ethics declarations
Ethical approval
We declare that the research reported in this manuscript is our original work.
Consent to participate
Not applicable
Consent for publication
We give consent to the journal of Theoretical and Applied Climatology to publish our article.
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Amosi, N., Anyah, R.O. Trends of precipitation and temperature extremes over Malawi and Mozambique during the recent decades from models and observations. Theor Appl Climatol 155, 783–804 (2024). https://doi.org/10.1007/s00704-023-04659-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-023-04659-y