Recent Budget of Hydroclimatology and Hydrosedimentology of the Congo River in Central Africa
Abstract
:1. Introduction
2. Geographical Presentation of the Congo River Basin (CRB)
3. Brief History of Hydropluviometric Networks in the Congo Basin
3.1. Rainfall Network
3.2. Discharges Network
3.3. TSS, TDS, DOC Data
4. State-of-the Art Hydroclimatological and Hydrosedimentological Studies of the Congo River Basin
4.1. Hydroclimatologial Studies
4.2. Hydrosedimentological and Biogeochemical Studies
5. Recent Results
5.1. Spatially Interpolated Rainfall Data
5.2. Stationarity and Step Changes in Time Series and Wavelet Analysis of Rainfall Series
5.3. Rainfall and Discharge Trends in the Congo River Basin
- (i)
- (ii)
- the Lualaba basin shows high rainfall in the early 1960s and a decreasing rainfall trend around the 1980s;
- (iii)
- in the Sangha basin, annual rainfall has not significantly changed;
- (iv)
- for all the basins analyzed, the end of the 1980s and the beginning of the 1990s seem to have experienced relatively more rain, in a context of declining rainfall since 1970;
- (v)
- trends and changes in the rainfall can also be seen in the runoff record, sometimes with a time lag of a few years.
5.4. Hydrological Regimes of the Congo River and the Special Case of Ubangi River
5.5. Main Features, Concentrations, and Fluxes of the Congo River
5.6. Hydrological and Hydrogeochemical Anomalies Congo River Basin
6. Hydrological Modeling in the Congo River Basin
7. Human Use, Integrated Management, and the Future
7.1. Human Use Exploitation
7.2. Need for a Coherent Policy for Future Protection and Management
8. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Shem, O.W.; Dickinson, R.E. How the Congo basin deforestation and the equatorial monsoonal circulation influences the regional hydrological cycle. In Proceedings of the 86th Annual American Meteorological Society Meeting, Atlanta, GA, USA, 29 January–2 February 2006; Available online: http://www.ametsoc.org/ (accessed on 4 June 2020).
- Mahé, G.; Olivry, J.-C. Assessment of freshwater yields to the ocean along the intertropical Atlantic coast of Africa. Comptes Rendus de l’Académie des Sci. Ser. IIAEarth Planet. Sci. 1999, 328, 621–626. [Google Scholar]
- Nguimalet, C.R.; Orange, D. Caractérisation de la baisse hydrologique actuelle de la rivière Oubangui à Bangui, République Centrafricaine. La Houille Blanche 2019, 1, 78–84. [Google Scholar] [CrossRef]
- Runge, J. The Congo River, Central Africa. In Large Rivers: Geomorphology and Management; Gupta, A., Ed.; Wiley and Sons: London, UK, 2007; pp. 293–309. [Google Scholar]
- De Wasseige, C.; Marshall, M.; Mahé, G.; Laraque, A. Interactions between climate characteristics and forests. In The Forests of the Congo Basin-Forest and Climate Change; De Wasseige, C., Tadoum, M., Atyi, E.A., Doumenge, C., Eds.; Weyrich: Neufchâteau, Belgium, 2015; Volume 3, pp. 53–64. [Google Scholar]
- SIEREM (Système d’Informations Environnementales sur les Ressources en Eau et leur Modélisation), mai. Available online: www.hydrosciences.fr/sierem (accessed on 20 May 2020).
- BRLi (Bas Rhône Languedoc Ingénierie). Développement et Mise en Place de L’outil de Modélisation et D’allocation des Ressources en eau du Bassin du Congo. Rapport Technique de Construction et Calage du Modèle. Rapport d’étude Pour le Compte de la CICOS; Commission Internationale du bassin Congo-Oubangui-Sangha: Kinshasa, Democratic Republic of the Congo, 2016; p. 210. [Google Scholar]
- Runge, J.; Nguimalet, C.R. Physiogeographic features of the Ubangi catchment and environmental trends reflected in discharge and floods at Bangui 1911–1999, Central African Republic. Geomorphology 2005, 70, 311–324. [Google Scholar] [CrossRef]
- Bwangoy, J.-R.B.; Hansen, M.C.; Roy, D.P.; de Grandi, G.; Justice, C.O. Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices. Remote Sens. Environ. 2010, 114, 73–86. [Google Scholar] [CrossRef]
- Laraque, A.; Mietton, M.; Olivry, J.C.; Pandi, A. Impact of lithological and vegetal covers on flow discharge and water quality of Congolese tributaries from the Congo River. Rev. Des Sci. De L Eau 1998, 11, 209–224. [Google Scholar]
- USGS. Africa Land Cover Characteristics database Version 2.0. 2000. Available online: https://www.usgs.gov/media/files/africa-land-cover-characteristics-data-base-version-20 (accessed on 5 May 2020).
- Farr, T.G.; Rosen, P.A.; Caro, E.; Crippen, R.; Duren, R.; Hensley, S.; Kobrick, M.; Paller, M.; Rodriguez, E.; Roth, L.; et al. The Shuttle Radar Topography Mission. Rev. Geophys. 2007, 45. [Google Scholar] [CrossRef] [Green Version]
- Moukandi N’kaya, G.D.; Laraque, A.; Paturel, J.M.; Gulemvuga, G.; Mahé, G.; Tshimanga Muamba, R. A new look at hydrology in the Congo Basin, based on the study of multi-decadal chronicles. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Laraque, A.; Maziezoula, B. Banque de Données Hydrologiques des Affluents Congolais du Fleuve Congo-Zaïre et Informations Physiographiques-programme PEGI/GBF, Volet Congo-UR22/DEC; ORSTOM-Laboratoire d’hydrologie: Montpellier, France, 1995; p. 250. [Google Scholar]
- Laraque, A.; Bricquet, J.-P.; Pandi, A.; Olivry, J.-C. A review of material transport by the Congo River and its tributaries. Hydrol. Process. 2009, 23, 3216–3224. [Google Scholar] [CrossRef]
- Orange, D.; Sigha-Nkamdjou, L.; Mettin, J.-L.; Malibangar, D.; Debondji, D.; Feizouré, C. Evolution Menuselle de la Lame D’eau Précipitée sur le Bassin de L’Oubangui Depuis 1972. Rapport ORSTOM, Bangui; Géographie, La Faculté des Lettres et Sciences Humaines, Université de Bangui: Bangui, Central African Republic, 1994; p. 132. [Google Scholar]
- Callède, J.; Boulvert, J.; Thiébaux, J.P. Le Bassin de l’Oubangui; IRD: Marseille, France, 2009; ISBN 978-2-7099-1680-6. Available online: https://horizon.documentation.ird.fr/exl-doc/pleins_textes/divers16-07/010050233.pdf (accessed on 16 December 2019).
- Mahé, G.; Rouché, N.; Dieulin, C.; Boyer, J.F.; Ibrahim, B.; Crès, A.; Servat, E.; Valton, C.; Paturel, J.E. Carte des Pluies Annuelles en Afrique/Annual Rainfall Map of Africa; IRD: Bondy, France, 2012. [Google Scholar]
- Bultot, F. Atlas climatique du bassin congolais-les composantes du bilan de l’eau-t. 1971. Available online: https://donum.uliege.be/handle/2268.1/2165 (accessed on 5 May 2020).
- Boyer, J.F.; Dieulin, C.; Rouché, N.; Crès, A.; Servat, E.; Paturel, J.E.; Mahé, G. SIEREM: An environmental information system for water resources. In Water Resource Variability: Processes, Analyses and Impacts; IAHS Publications: La Havana, Cuba, 2006; Volume 308, pp. 19–25. [Google Scholar]
- UNH/GRDC Composite Runoff Fiels. Available online: http://www.grdc.sr.unh.edu (accessed on 20 May 2020).
- SO-HYBAM Amazon Basin Water Resources Observation Service Website. Available online: https://hybam.obs-mip.fr/ (accessed on 25 February 2020).
- Mateba 22 Report, Observations Limnimétriques: Kinshasa-Matadi-Boma, Inventaire 1903–1983 Navigabilité du Bief Maritime du Fleuve Zaïre; Laboratoire de Recherches Hydrauliques: Chatelet, Belgium, 1984; 50p.
- Olivry, J.-C.; Bricquet, J.-P.; Thiébaux, J.-P. Bilan annuel et variations saisonnières des flux particulaires du Congo à Brazzaville et de l’Oubangui à Bangui. La Houille Blanche. 1989, 3, 311–316. [Google Scholar] [CrossRef] [Green Version]
- Laraque, A.; Bricquet, J.-P.; Olivry, J.-C.; Berthelot, M. Transports solides et dissous du fleuve Congo (Bilan de six années d’observations). In Grands Bassins Fluviaux Périatlantiques: Congo, Niger, Amazone-Actes du Colloque PEGI-INSU-CNRS-ORSTOM; Olivry, J.-C., Boulègue, J., Eds.; ORSTOM Editions: Paris, France, 1995; pp. 133–145. [Google Scholar]
- Laraque, A.; Orange, D. Banque de Données Hydrochimiques Des Eaux de Surface d’Afrique Centrale (Congo et Oubangui) de 1987 à 1994-Programme PEGI/GBF; Volet Afrique Centrale-Laboratoire d’hydrologie, ORSTOM: Montpellier, France, 1996; p. 145. [Google Scholar]
- Laraque, A.; Orange, D.; Gries, S. Typologie Géochimique des Eaux de Surface Congolaises du Fleuve Congo-Statistique Descriptive par Population Géographique (SYSTAT) et Analyses Qualitatives et Temporelles par Station (EXCEL)-Tome 1; Lab. Hydrologie, ORSTOM: Montpellier, France, 1996; p. 204. Available online: https://horizon.documentation.ird.fr/exl-doc/pleins_textes/divers16-09/010051468.pdf (accessed on 20 May 2020).
- Laraque, A.; Orange, D.; Gries, S. Typologie Géochimique des Eaux de Surface Congolaises du Fleuve Congo-Systématique des Eaux par Station (SYSEAU). Tome 2; Lab. Hydrologie, ORSTOM: Montpellier, France, 1996; p. 193. Available online: https://horizon.documentation.ird.fr/exl-doc/pleins_textes/divers16-09/010051468.pdf (accessed on 20 May 2020).
- Orange, D.; Laraque, A.; Gries, S. Typologie Géochimique des Eaux de Surface de L’Oubangui-Statistique Descriptive par Population Géographique (SYSTAT) et Analyses Qualitatives et Temporelles par Station (EXCEL). Tome 1; Lab. Hydrologie, ORSTOM: Montpellier, France, 1996; p. 240. [Google Scholar] [CrossRef]
- Orange, D.; Laraque, A.; Gries, S. Typologie Géochimique Des Eaux de Surface de L’Oubangui-Systématique Des Eaux Par Station (SYSEAU). Tome 2; Hydrologie, ORSTOM: Montpellier, France, 1996; p. 136. [Google Scholar] [CrossRef]
- Tshimanga, R.M.; Tshitenge, J.M.; Kabuya, P.; Alsdorf, D.; Mahe, G.; Kibukusa, G.; Lukanda, V. A regional perceptive of flood forecasting and disaster management systems for the Congo River basin. In Flood Forecasting: An International Perspective; Adams, T.E., Pagano, T.C., Eds.; Academic Press: Cambridge, MA, USA; Elsevier: Amsterdam, The Netherlands, 2016; pp. 87–124. [Google Scholar]
- Dieulin, C.; Mahe, G.; Paturel, J.E.; Ejjiyar, S.; Tramblay, Y.; Rouche, N.; El Mansouri, B. A new 60-year 1940–1999 monthly gridded rainfall data set for Africa. Water 2019, 11, 387. [Google Scholar] [CrossRef] [Green Version]
- Lempicka, M. Bilan Hydrique du Bassin du Fleuve Zaïre. I: Ecoulement du Bassin 1950–1959; Office National de la Recherche et du Développement: Kinshasa, Democratic Republic of the Congo, 1971. [Google Scholar]
- Anthony, C.; Hirst, A.C.; Hastenrath, S. Diagnostics of hydrometeorological anomalies in the Zaïre (Congo) basin. J. R. Met. Soc. 1983, 109, 881–892. [Google Scholar]
- Janicot, S. Spatio-temporal variability of West African rainfall; part I: Regionalizations and typing. J. Clim. 1992, 5, 489–511. [Google Scholar] [CrossRef] [Green Version]
- Mahé, G. Modulation annuelle et fluctuations interannuelles des précipitations sur le bassin-versant du Congo. In Grands Bassins Fluviaux Périatlantiques: Congo, Niger, Amazone-Actes du colloque PEGI-INSU-CNRS-ORSTOM; Olivry, J.-C., Boulègue, J., Eds.; ORSTOM: Paris, France, 1995; pp. 13–26. [Google Scholar]
- Bigot, S.; Moron, V. Synchronism between temporal discontinuities in African rainfall and sea-surface temperatures. In Climate Dynamics; Tellus: Stockholm, Sweden, 1997; p. 26. [Google Scholar]
- Samba, G.; Nganga, D.; Mpounza, M. Rainfall and temperature variations over Congo Brazzaville between 1950 and 1998. Theor. Appl. Climatol. 2008, 91, 85–97. [Google Scholar] [CrossRef]
- Riou, C. Experimental study of potential evapotranspiration (PET) in Central Africa. J. Hydrol. 1983, 72, 88. [Google Scholar] [CrossRef]
- Samba Kimbata, M.-J. Précipitations et bilans de l’eau dans le bassin forestier du Congo et ses marges. Ph.D. Thesis, Université de Bourgogne, Dijon, France, 1991. [Google Scholar]
- Matsuyama, H.; Oki, T.; Shinoda, M.; Masuda, K. The seasonnal change of the Water Budget in the Congo River Basin. J. Meteorol. Soc. Jpn. 1994, 72, 281–299. [Google Scholar] [CrossRef] [Green Version]
- Kazadi, S.N.; Kaoru, F. Interannual and long term climate variability over the Zaïre River Basin during the last thirty years. J. Geophys. Res. Atmos. 1996, 101, 351–360. [Google Scholar] [CrossRef]
- Laraque, A.; Bellanger, M.; Adele, G.; Guebanda, S.; Gulemvuga, G.; Pandi, A.; Paturel, J.E.; Robert, A.; Tathy, J.P.; Yambélé, A. Recent evolutions of Congo, Ubangi and Sangha rivers flows. Geo-Eco-Trop 2013, 37, 93–99. [Google Scholar]
- Orange, D.; Wesselink, A.; Mahé, G.; Feizouré, C.T. The effects of climate changes on river baseflow and aquifer storage in Central Africa. In Sustainability of Water Resources under Uncreasing Uncertainty; Rosbjerg, D., Boutayeb, N., Gustard, A., Kundzewicz, Z., Rasmussen, P., Eds.; IAHS: Wallingford, UK, 1997; Volume 240, pp. 113–123. ISBN 1-901502)05-8. [Google Scholar]
- Mahé, G.; Olivry, J.-C.; Dessouassi, R.; Orange, D.; Bamba, F.; Servat, E. Relations eaux de surface–eaux souterraines d’une rivière tropicale au Mali. C. R. Acad. Sci. 2000, 330, 689–692. [Google Scholar] [CrossRef]
- Mahé, G.; Lienou, G.; Descroix, L.; Bamba, F.; Paturel, J.E.; Laraque, A.; Meddi, M.; Moukolo, N.; Hbaieb, H.; Adeaga, O.; et al. The rivers of Africa: Witness of climate change and human impact on the environment. Hydrol. Process. 2013. [Google Scholar] [CrossRef]
- Sircoulon, J. Variations des débits des cours d’eau et des niveaux des lacs en Afrique de l’Ouest depuis le 20ième siècle. In The Influence of Climate Change and Climatic Variability on the Hydrologic Regime and Water Ressources; Solomon, S., Beran, M., Hogg, W., Eds.; IAHS: Waterloo, ON, Canada, 1987; Volume 168, pp. 13–25. [Google Scholar]
- Wesselink, A.; Orange, D.; Feizouré, C.; Randriamiarisoa. Les régimes hydroclimatiques et hydrologiques d’un bassin versant de type tropical humide: L’Oubangui (République Centrafricaine). In L’hydrologie Tropicale: Géosciences et Outil Pour le Développement: Mélanges à la Mémoire de Jean Rodier; Chevallier, P., Pouyaud, B., Eds.; IAHS: Wallingford, UK, 1996; Volume 238, pp. 179–194. [Google Scholar]
- Olivry, J.-C.; Bricquet, J.-P.; Mahé, G. Vers un appauvrissement durable des ressources en eau de l’Afrique humide. In Hydrology of Warm Humid Regions. (Proc. Yokohama Symp., July 1993); Gladwell, J.S., Ed.; IAHS: Paris, France, 1993; Volume 216, pp. 67–78. [Google Scholar]
- Mahé, G.; Olivry, J.-C. Variations des précipitations et des écoulements en Afrique de l’Ouest et centrale de 1951–1989. Sci. et Chang. planétaires/Sécheresse 1995, 6, 109–117. [Google Scholar]
- Bricquet, J.-P. Les écoulements du Congo à Brazzaville et la spatialisation des apports. In Grands Bassins Fluviaux Périatlantiques: Congo, Niger, Amazone-Actes du colloque PEGI-INSU-CNRS-ORSTOM; Olivry, J.-C., Boulègue, J., Eds.; ORSTOM: Paris, France, 1995; pp. 27–38. [Google Scholar]
- Bricquet, J.-P.; Bamba, F.; Mahe, G.; Toure, M.; Olivry, J.C. Evolution récente des ressources en eau de l’Afrique atlantique. Rev. des Sci. de l’Eau 1997, 3, 321–337. [Google Scholar]
- Lee, H.; Beighley, R.E.; Alsdorf, D.; Jung, H.C.; Shum, C.K.; Duan, J.; Guo, J.; Yamazaki, D.; Andreadis, K. Characterization of terrestrial water dynamics in the Congo Basin using GRACE and satellite radar altimetry. Remote Sens. Environ. 2011, 115, 3530–3538. [Google Scholar] [CrossRef] [Green Version]
- Lee, H.; Jung, H.-C.; Yuan, T.; Beighley, R.E.; Duan, J. Controls of terrestrial water storage changes over the central Congo Basin determine by integrating PalSAR scanSAR, EnviSat altimetry, and GRACE data. In Proceedings of the Chapman Conference, Washington, DC, USA, 25 September 2018; Volume 2014. [Google Scholar]
- Becker, M.; Santos da Silva, J.; Calmant, S.; Robinet, V.; Linguet, L.; Seyler, F. Water Level Fluctuations in the Congo Basin Derived from ENVISAT Satellite Altimetry. Remote Sens. 2014, 6, 9340–9358. [Google Scholar] [CrossRef] [Green Version]
- Moukandi N’kaya, G.D.; Orange, D.; Bayonne Padou, S.; Datok, P.; Laraque, A. Temporal Variability of Sediments, Dissolved Solids and Dissolved Organic Matter Fluxes in the Congo River at Brazzaville/Kinshasa. Geosciences 2020, 10, 341. [Google Scholar] [CrossRef]
- Mahé, G.; Lerique, J.; Olivry, J.-C. L’Ogooué au Gabon. Reconstitution des débits manquants et mise en évidence de variations climatiques à l’équateur. Hydrol. Continent. 1990, 5, 105–124. [Google Scholar]
- Liénou, G.; Mahé, G.; Paturel, J.E.; Servat, E.; Sighomnou, D.; Sigha-Nkamdjou, L.; Ekodeck, G.E.; Dezetter, A.; Dieulin, C. Impact de la variabilité climatique en zone équatoriale: Exemple de modification de cycle hydrologique des rivières du sud-Cameroun. Hydrol. Sci. J. Sci. Hydrol. 2008, 53, 789–801. [Google Scholar] [CrossRef]
- Hubert, P. The segmentation procedure as a tool for discrete modeling of hydro-meteorological regimes. Stoch. Environ. Res. Risk Assess. 2000, 14, 297–304. [Google Scholar] [CrossRef]
- Moron, V.; Bigot, S.; Roucou, P. Rainfall variability in subequatorial America and Africa and relationships with the main sea-surface temperatures modes (1851–1990). Int. J. Clim. 1995, 15, 1297–1322. [Google Scholar] [CrossRef]
- Tshitenge Mbuebue, J.-M.; Lukanda Mwamba, V.; Tshimanga Muamba, R.; Javaux, M.; Mahe, G. Wavelet Analysis on the Variability and the Teleconnectivity of the Rainfall of the Congo Basin for 1940–1999. In Proceedings of the Conférence Internationale sur l’hydrologie des grands bassins Fluviaux d’Afrique, Hammamet, Tunisia, 26–30 October 2015. [Google Scholar]
- Lubes Niel, H.; Masson, J.M.; Paturel, J.E.; Servat, E. Variabilité climatique et statistiques. Etude par simulation de la puissance et de la robustesse de quelques tests utilisés pour vérifier l’homogénéité de chroniques. Rev. des Sci. de l’Eau 1998, 11, 383–408. [Google Scholar] [CrossRef] [Green Version]
- KHRONOSTAT. Logiciel D’analyse Statistique de Séries Chronologiques; IRD Ex: Paris, France; Available online: http://www.hydrosciences.org/spip.php?article239 (accessed on 14 October 1999). (In French)
- WMO. World Meteorological Organization, Climatic Change. Report of a Working Group of the Commission for Climatology; WMO 195, TP 100, Tech. note n°79; WMO: Geneva, Switzerland, 1966. [Google Scholar]
- Laraque, A.; Mahé, G.; Orange, D.; Marieu, B. Spatiotemporal Variations in hydrological regimes within Central Africa during the XXth century. J. Hydrol. 2001, 245, 104–117. [Google Scholar] [CrossRef]
- Nguimalet, C.R.; Orange, D. Evolution annuelle de l’indice pluviométrique sur le bassin de l’Oubangui à Mobaye (1938–2015). In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga, M.R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Pham-Duc, B.; Sylvestre, F.; Papa, F.; Frappart, F.; Bouchez, C.; Crétaux, J.-F. The Lake Chad hydrology under current climate change. Nat. Sci. Rep. 2020, 10, 5498. [Google Scholar] [CrossRef] [Green Version]
- Nicholson, S. Climate and climatic variability of rainfall over eastern Africa. Rev. Geoph. 2017. [Google Scholar] [CrossRef] [Green Version]
- van Mierlo, J.G. Le mécanisme des alluvions du Congo. Annls. Ass. Ingrs. Éc Gand. 1926, 5, 349–354. [Google Scholar]
- Spronck, R. Mesures hydrographiques dans la région divagante de bief maritime du fleuve Congo. Mém. Inst. R. Colon. Sect. Sci. Technol. 1941, 3, 56. [Google Scholar]
- Eisma, D.; Kalf, J.; Vandergaast, S.J. Suspended Matter in the Zaire Estuary and the Adjacent Atlantic Ocean. Neth. J. Sea Res. 1978, 12, 382–406. [Google Scholar] [CrossRef]
- Coynel, A.; Seyler, P.; Etcheber, H.; Meybeck, M.; Orange, D. Spatial and seasonal dynamics of total suspended sediment and organic carbon species in the Congo River. Glob. Biogeochem. Cycles 2005, 19, GB4019. [Google Scholar] [CrossRef]
- Spencer, R.G.M.; Hernes, P.J.; Aufdenkampe, A.K.; Baker, A.; Gulliver, P.; Stubbins, A.; Aiken, G.R.; Dyda, R.Y.; Butler, K.D.; Mwamba, V.L.; et al. An initial investigation into the organic matter biogeochemistry of the Congo River. Geochim. Cosmochim. Acta 2012, 84, 614–627. [Google Scholar] [CrossRef]
- Spencer, R.G.M.; Hernes, P.J.; Dinga, B.; Wabakanghanzi, J.N.; Drake, T.W.; Six, J. Origins, seasonality, and fluxes of organic matter in the Congo River. Glob. Biogeochem. Cycles 2016, 30. [Google Scholar] [CrossRef]
- Seyler, P.; Coynel, A.; Moreira-Turcq, P.; Etcheber, H.; Colas, C.; Orange, D.; Bricquet, J.-P.; Laraque, A.; Guyot, J.L.; Meybeck, M. Organic carbon transported by the equatorial rivers: Example of Zaire-Congo and Amazon Rivers. In Soil Erosion and Carbon Dynamics; Roose, E.J., Lal, R., Feller, C., Barthes, B., Stewart, B.A., Eds.; CRC Press: Boca Raton, FL, USA, 2006; Volume 15, pp. 255–274. [Google Scholar]
- Bouillon, S.; Yambélé, A.; Gillikin, D.P.; Teodoru, C.; Darchambeau, F.; Lambert, T.; Borges, A.V. Contrasting biogeochemical characteristics of the Oubangui River and tributaries (Congo River basin). Sci. Rep. 2014, 4, 5402. [Google Scholar] [CrossRef]
- Devroey, E. Le Bassin Hydrographique Congolais; Coll Mémoires in-8° de la Section des Sciences Techniques Institut Royal Colonial Belge: Bruxelles, Belgium, 1941; p. 172. [Google Scholar]
- Nedeco (Netherlands Engineering Company). River Studies, Niger and Benué; North Holland Publishing Co.: Amsterdam, The Netherlands, 1959. [Google Scholar]
- Gibbs, R.J. Amazon river-environmental factors that control Iits dissolved and suspended load. Science 1967, 156, 1203–1232. [Google Scholar] [CrossRef]
- Symoens, J.J. La minéralisation des eaux naturelles. Résultats scientifiques. Explor. Hydrobiol. Bassin du Lac Bangwelo et du Luapula 1968, 2, 1–199. [Google Scholar]
- Holleman, J.N. The sediment yield of major rivers of the world. Water Resour. Res. 1968, 4, 737–747. [Google Scholar] [CrossRef]
- Vanderlinden, M.J.H. Reactions between Acids and Leaf Literi; Premier colloque Int. Biodegradation et humification. Ph.D. Thesis, Univ. Nancy, Nancy, France, 1975. [Google Scholar]
- Meybeck, M. Note on e1ementa1 contents of the Zaïre River. Neth. J. Sea Res. 1978, 12, 293–295. [Google Scholar] [CrossRef]
- Meybeck, M. Concentrations des eaux fluviales en éléments majeurs et apports en solution aux océans. Revue de Géologie Dyn. Géogr. Phys. 1979, 21, 215–246. [Google Scholar]
- Molinier, M. Note sur les débits et la qualité des eaux du Congo à Brazzaville. Cah. ORSTOM Série Hydrol. 1979, 16, 55–66. [Google Scholar]
- Deronde, L.; Symoens, J.J. L’exportation des éléments dominants du bassin du fleuve Zaïre: Une réévaluation. Ann. Limnol. 1980, 16, 183–188. [Google Scholar] [CrossRef]
- Grondin, J.L.; Gac, J.Y. Apports de matières aux océans: Bilan des six principaux fleuves d’Afrique. 1980; unpublished work. [Google Scholar]
- Eisma, D. Suspended matter as a carrier for pollutants in estuaries and the sea. In Marine Environmental Pollution, 2. Mining and Dumping; Geyer, R.A., Ed.; Elsevier: Amsterdam, The Netherlands, 1982; Volume 27, pp. 281–295. [Google Scholar]
- Meybeck, M. Carbon, nitrogen and phosphorus transport by world rivers. Am. J. Sci. 1982, 282, 401–450. [Google Scholar] [CrossRef]
- Kinga-Mouzeo. Transport Particulaire Actuel du Fleuve Congo et de Quelques Affluents; Enregistrement Quaternaire dans L’éventail Détritique Profond (Sédimentologie, Minéralogie et Géochimie). Ph.D. Thesis, Université de Perpignan, Perpignan, France, 1986; p. 251. [Google Scholar]
- Nkounkou, R.; Probst, J.-L. Hydrology and geochemistry of the Congo River system. SCOPE/UNEP Sonderband 1987, 64, 483–508. [Google Scholar]
- Olivry, J.-C.; Bricquet, J.-P.; Thiébaux, J.-P.; Sigha-Nkamdjou, L. Transport de matière sur les grands fleuves des régions intertropicales: Les premiers résultats des mesures de flux particulaires sur le bassin du fleuve Congo. In Sediment Budgets; AISH 174: Porto-Alegre, Brazil, 1988; pp. 509–521. [Google Scholar]
- Probst, J.-L.; Nkounkou, R.; Krempp, G.; Bricquet, J.-P.; Thiebaux, J.-P.; Olivry, J.-C. Dissolved major elements exported by the Congo and the Ubangi rivers during the period 1987–1989. J. Hydrol. 1992, 135, 237–257. [Google Scholar] [CrossRef]
- Moukolo, N.; Laraque, A.; Olivry, J.-C.; Bricquet, J.-P. Transport en solution et en suspension par le fleuve Congo (Zaïre) et ses principaux affluents de la rive droite. Hydrol. Sci. J. 1993, 38, 133–145. [Google Scholar] [CrossRef]
- Olivry, J.-C.; Bricquet, J.-P.; Laraque, A.; Guyot, J.-L.; Bourges, J.; Roche, M.A. Flux liquides, dissous et particulaires de deux grands bassins intertropicaux: Le Congo à Brazzaville et le Rio Madeira à Villabella. In Grands Bassins Fluviaux Périatlantiques: Congo, Niger, Amazone-Actes du Colloque PEGI-INSU-CNRS-ORSTOM; Olivry, J.-C., Boulègue, J., Eds.; ORSTOM: Paris, France, 1995; pp. 345–355. [Google Scholar]
- Sondag, F.; Laraque, A.; Riandey, C. Chimie des eaux du fleuve Congo à Brazzaville et de l’Oubangi à Bangui (années 1988 à 1992). In Grands Bassins Fluviaux Périatlantiques: Congo, Niger, Amazone-Actes du colloque PEGI-INSU-CNRS-ORSTOM; Olivry, J.-C., Boulègue, J., Eds.; ORSTOM: Paris, France, 1995; pp. 121–131. [Google Scholar]
- Laraque, A.; Castellanos, B.; Steiger, J.; Lopez, J.-L.; Pandi, A.; Rodriguez, M.; Rosales, J.; Adèle, G.; Perez, J.; Lagane, C. A comparison of the suspended and dissolved matter dynamics of two large inter-tropical rivers draining into the Atlantic Ocean: The Congo and the Orinoco. Hydrol. Process. 2013. [Google Scholar] [CrossRef]
- Borges, A.V.; Darchambeau, F.; Lambert, T.; Morana, C.; Allen, G.H.; Tambwe, E.; Toengaho Sembaito, A.; Mambo, T.; Nlandu Wabakhangazi, J.; Descy, J.-P.; et al. Variations in dissolved greenhouse gases (CO2, CH4, N2O) in the Congo River network overwhelmingly driven by fluvial-wetland connectivity. Biogeoscience 2019, 16, 3801–3834. [Google Scholar] [CrossRef] [Green Version]
- Mushi, C.A.; Ndomba, P.M.; Trigg, M.A.; Tshimanga, R.M.; Mtalo, F. Assessment of basin-scale soil erosion within the Congo River Basin: A review. Catena 2019, 178, 64–76. [Google Scholar] [CrossRef]
- Burgis, M.J.; Symoens, J.J. African Wetlands and Shallow Water Bodies-Zones Humides et lacs peu Profonds d’Afrique; ORSTOM: Paris, France, 1987; p. 650. [Google Scholar]
- O’Loughlin, F.; Trigg, M.A.; Schumann, G.J.-P.; Bates, P.D. Hydraulic characterization of the middle reach of the Congo River. Water Res. Resear. 2013, 49, 5059–5070. [Google Scholar] [CrossRef]
- Betbeder, J.; Gond, V.; Frappart, F.; Baghdadi, N.N.; Briant, G.; Bartholomé, E. Mapping of central Africa forested wetlands using remote sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2013. [Google Scholar] [CrossRef] [Green Version]
- Alsdorf, D.; Beighley, D.; Laraque, A.; Lee, H.; Tshimanga, R.; O’Loughlin, F.; Mahé, G.; Dinga, B.; Moukandi N’kaya, G.; Spencer, R.G.M. Opportunities for hydrologic research in the Congo Basin. Rev. Geophys. 2016, 54. [Google Scholar] [CrossRef] [Green Version]
- Laraque, A.; Pouyaud, B.; Rocchia, R.; Robin, R.; Chaffaut, I.; Moutsambote, J.M.; Maziezoula, B.; Censier, C.; Albouy, Y.; Elenga, H.; et al. Origin and function of a closed depression in equatorial humid zones: The lake Tele in the north Congo. J. Hydrol. 1998, 207, 236–253. [Google Scholar] [CrossRef]
- Marlier, G. Limnology of the Congo and Amazon Rivers. In Tropical Forest Ecoystems in Africa and South America: A Comparative Review; Meggers, B.J., Ayensu, E.S., Duckworth, W.D., Eds.; Smithsonian Institution Press: Washington, DC, USA, 1973; pp. 223–238. [Google Scholar]
- Alsdorf, D.; Bates, P.; Melack, J.; Wilson, M.; Dunne, T. The spatial and temporal complexity of the Amazon flood measured from space. Geophys. Res. Lett. 2007, 34, L08402. [Google Scholar] [CrossRef]
- Rudorff, C.M.; Melack, J.M.; Bates, P.D. Flooding dynamics on the lower Amazon floodplain: 2 Seasonal and interannual\hydrological variability. Water Resour. Res. 2014, 50, 635–649. [Google Scholar] [CrossRef]
- Bonnet, M.-P.; Barroux, G.; Seyler, P.; Pecly, G.; Moreira-Turcq, P.; Lagane, C.; Cochoneau, G.; Viers, J.; Seyler, F.; Guyot, J.-L. Seasonal links between the Amazon corridor and its flood plain: The case of the varzea of Curuai. In Dynamics and Biogeochemistry of River Corridors and Wetlands. In Proceedings of the Symposiums Held During the Seventh IAHS Scientific Assembly, Foz do Iguaçu, Brazil, 3–9 April 2005; p. 294. [Google Scholar]
- Martinez, J.M.; Le Toan, T. Mapping of flood dynamics and vegetation spatial distribution in the Amazon floodplain using multitemporal SAR data. Remote Sens. Environ. 2007, 108, 209–223. [Google Scholar] [CrossRef]
- Trigg, M.A.; Bates, P.D.; Wilson, M.D.; Schumann, G.; Baugh, C. Floodplain channel morphology and networks of the middle Amazon River. Water Resour. Res. 2012, 48. [Google Scholar] [CrossRef] [Green Version]
- Tshimanga, R.M. Two decades of hydrologic modeling and predictions in the Congo River Basin: Progress and prospect for future investigations. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Beighley, R.E.; Ray, R.L.; He, Y.; Lee, H.; Schaller, L.; Andreadis, K.M.; Durand, M.; Alsdorf, D.; Shum, C.K. Comparing satellite derived precipitation datasets using the Hillslope River Routing (HRR) model in the Congo River Basin. Hydrol. Process. 2011, 25, 3216–3229. [Google Scholar] [CrossRef]
- Tshimanga, R.M.; Hughes, D.A. Basin scale performance of a semi distributed rainfall runoff model for hydrological predictions and water resources assessment of large rivers: The Congo River. Water Resour. Res. 2014. [Google Scholar] [CrossRef]
- Aloysius, N.; Saiers, J. Simulated hydrologic response to projected changes in precipitation. Hydrol. Earth Syst. Sci. 2017, 21, 4115–4130. [Google Scholar] [CrossRef] [Green Version]
- Munzimi, Y. Satellite-Derived Rainfall Estimates (TRMM Products) Used for Hydrological Predictions of the Congo River Flow: Overview and Preliminary Results. START Report. 2008. Available online: http://start.org/alumni-spotlight/yolande-munzimi.html (accessed on 12 January 2020).
- Kabuya, P.M.; Hughes, D.A.; Tshimanga, R.M.; Trigg, M.A. Understanding factors influencing the wetland parameters of a monthly rainfall-runoff model in the Upper Congo River Basin. In Proceedings of the EGU Conference Presentation, EGU2020-642, (in the Format Sharing Geoscience Online). 4–8 May 2020. [Google Scholar]
- Datok, P.; Fabre, C.; Sauvage, S.; Moukandi N’kaya, G.D.; Paris, A.; Dos Santos, V.; Laraque, A.; Sánchez Pérez, J.M. Investigating the role of the central cuvette of the Congo River in the hydrology of the basin. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Paris, A.; Calmant, S.; Gosset, M.; Fleischmann, A.; Conchy, T.; Garambois, P.A.; Bricquet, J.-P.; Papa, F.; Tshimanga, R.; Moukandi N’kaya, G.D.; et al. Monitoring hydrological variables from remote sensing and modelling in the Congo River basin. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Carr, A.; Trigg, M.A.; Tshimanga, R.; Smith, M.W.; Borman, D.J.; Bates, P.D. Modelling the Bathymetry and Hydraulics of the Congo River Multichannel Mainstem using Spatially Limited In-situ Data. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Trigg, M.; Carr, A.B.; Smith, M.W.; Tshimanga, R. Measuring Geomorphological Change on the Congo River Using Century Old Navigation Charts. Geomorphological Change on the Congo River. In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Molliex, S.; Kettner, A.J.; Laurent, D.; Droz, L.; Marsset, T.; Laraque, A.; Rabineau, M.; Moukandi N’Kaya, G.D. Simulating sediment supply from the Congo watershed over the last 155 ka. Q. Sci. Rev. 2019, 203, 38–55. [Google Scholar] [CrossRef]
- Pandi, A.; Ibiassi, G.; Tondo, B.; Ladel, J.; Laraque, A. Impact de la variabilité des écoulements sur la navigabilité de l’Oubangui, un affluent du fleuve Congo. In Proceedings of the International Conference, (WCCCAA: Water issues/challenges and Climate Change Adaptation in Africa), Bangui, Central African Republic, 24–28 October 2012; pp. 38–39. [Google Scholar]
- ATC; ACCF; SCEVN. Renseignements Sur Les Conditions de Navigabilité du Fleuve Congo et Rivières du Bassin Congo-Oubangui-Sangha; Rapport Technique: Brazzaville, République du Congo, 2000; p. 69. [Google Scholar]
- CICOS. Atlas du Bassin du Congo; CICOS: San Jose, CA, USA, 2016; p. 95. [Google Scholar]
- Wachter, S.J. Giant Dam Projects Aim to Transform African Power Supplies. The New York Times. 19 June 2007. Available online: https://www.nytimes.com/2007/06/19/business/worldbusiness/19iht-rnrghydro.1.6204822.html (accessed on 25 February 2020).
- Umolu, J.C. Macro perspectives for Nigeria’s water resources planning. Discussion of Ubangi-Lake Chad diversion schemes. In Proceedings of the First Biennial National Hydrology Symposium, Maiduguri, Nigeria, 26–28 November 1990; pp. 218–262. [Google Scholar]
- Kiari Fougou, H.; Lemoalle, J. Variabilité du lac Tchad: Quelle gestion hydraulique pour préserver les ressources naturelles? In Congo Basin-Hydrology, Climate, and Biogeochemistry: A Foundation for the Future; Alsdorf, D., Tshimanga Muamba, R., Moukandi N’kaya, G.D., Eds.; AGU, John Wiley & Sons Inc.: Malden, MA, USA, 2021; Unpublished work. [Google Scholar]
- Callède, J.; Ronchail, J.; Guyot, J.L.; Oliveira, E. Amazonian deforestation: Its influence on the Amazon discharge at Óbidos (Brasil). Rev. Sci. L Eau 2008, 21, 59–72. [Google Scholar]
- Milly, P.C.D.; Betancourt, J.; Falkenmark, M.; Hirsch, R.M.; Kundzewicz, Z.W.; Lettenmaier, D.P.; Stouffer, R.J. Stationarity is dead: Whither water management? Science 2008, 319, 573–574. [Google Scholar] [CrossRef]
- Milly, P.C.D.; Betancourt, J.; Falkenmark, M.; Hirsch, R.M.; Kundzewicz, Z.W.; Lettenmaier, D.P.; Stouffer, R.J.; Dettinger, M.D.; Krysanova, V. On critiques of ‘Stationarity is Dead: Whither water management?’. Water Res. Resear. 2015, 51, 7785–7789. [Google Scholar] [CrossRef] [Green Version]
Geographical Coordinates | Basin Area km2 | Hydro-Climatic Characteristics | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Latitude | Longitude E | Altitude m | Station | Outlet | Ratio st./ex. | % CRB at BZV/KIN | Rainfall mm | Interannual Average Discharge m3 s−1 | Specific Discharge L s−1 km−2 | Seasonal Variation Flow | ||
Lualaba 1 | Kisangani | 00°30′11″ N | 25°11′30″ | 373 | 974,140 | 974,140 | 1.00 | 26.62 | 1307 | 7640 | 7.8 | 1.9 |
Kasaï 2 | Kutu-Moke | 03°11′50″ S | 17°20′45″ | 303 | 750,000 | 897,540 | 0.84 | 20.49 | 1456 | 8070 | 10.8 | 1.9 |
Sangha 3 | Ouesso | 01°37′00″ N | 16°03′00″ | 326 | 159,480 | 213,670 | 0.75 | 4.36 | 1625 | 1550 | 9.7 | 2.3 |
Ubangi 4 | Bangui | 04°22′00″ N | 18°35′00″ | 345 | 494,090 | 650,480 | 0.76 | 13.50 | 1499 | 3660 | 7.4 | 2.9 |
Batéké Plateau 5 | - | - | - | 305 | 42,570 | 90,000 | 0.47 | 1.16 | 1900 | 1330 | 31.24 | 1.1–1.5 |
‘Cuvette Centrale’ 6 | - | - | - | 305–335 | 1,192,190 | 32.57 | 1700 | - | - | |||
Congo 7 | BZV/KIN | 04°16′21.5″ S | 15°17′37.2″ | 314 | 3,659,900 | 3,730,740 | 0.98 | 100 | 1447 | 40,500 | 11.07 | 1.7 |
References | TSS | TDS | DOC |
---|---|---|---|
(mg L−1) | (mg L−1) | (mg L−1) | |
(Van Mierlo, 1926) [69] | 12 | ||
(Spronck, 1941) [70] | 40.7 | 82 | |
(Devroey, 1941) [77] | 38.2 | ||
(Nedeco, 1959) [78] | 50 | ||
(Gibbs, 1967) [79] | 23 | ||
(Symoens, 1968) [80] | 36.6 | ||
(Holeman, 1968) [81] | 58 | ||
(Vanderliden, 1975) [82] | 41 | ||
(Eisma et al., 1978) [71] | 31.8 | ||
(Meybeck, 1978) [83] | 38.25 | ||
(Meybeck, 1979) [84] | 39.3 | ||
(Molinier, 1979) [85] | 26.5 | 51.4 | |
(Deronde & Symoens, 1980) [86] | 28.93 | ||
(Grondin & Gac, 1980) [87] | 31 | ||
(Eisma, 1982) [88] | 32 | 8.5 | |
(Meybeck, 1984) [89] | 34.99 | ||
(Kinga-Mouzeo, 1986) [90] | 27 | 27.93 | 9.8 |
(NKounkou & Probst, 1987) [91] | 36.05 | ||
(Olivry et al., 1988) [92] | 25.4 | 59 | |
(Olivry et al., 1989) [24] | 25.4 | 59 | |
(Probst et al., 1992) [93] | 34.18 | ||
(Moukolo et al., 1992) [94] | 25.9 | 52.3 | |
(Laraque et al., 1995) [25] | 19.27 | 36.35 | |
(Olivry et al., 1995) [95] | 26 | 36 | |
(Sondag et al., 1995) [96] | 36 | ||
(Coynel et al., 2005) [72] | 26.3 | 10.6 | |
(Seyler et al., 2006) [75] | 27.1 | 9.8 | |
(Laraque et al., 2009) [15] | 24.98 | 36.89 | |
(Laraque et al., 2013) [97] | 25.4 | 29.4 | 11.4 |
(Spencer et al., 2016) [74] | 21.7 | 9.2 | |
(Borges et al., 2019) [98] | 11.9 | ||
(Moukandi N’kaya et al., 2020) [56] | 27.13 | 30.92 | 12.78 |
Parameters & Units | Mean ± Std | Max | Min | Max/Min |
---|---|---|---|---|
Qy (m3 s−1) | 39,660 ± 8.70 | 61,330 | 22,710 | 2.7 |
Temperature (T °C) | 27.7 ± 1.6 | 31.7 | 20.0 | 1.6 |
pH | 6.8 ± 0.7 | 8.9 | 5.1 | 1.8 |
EC (µs cm−1 at 25 °C) | 28.4 ± 4.98 | 36.0 | 20.0 | 1.8 |
Ionic load (mg L−1) | 20.3 ± 4.1 | 27.6 | 11.6 | 2.4 |
SiO2 | 10.5 ± 1.1 | 14.4 | 5.7 | 2.5 |
TSS (mg L−1) | 27.2 ± 7.9 | 53.2 | 10.6 | 5.0 |
TDS (mg L−1) | 31.1 ± 3.8 | 39.5 | 18.2 | 2.2 |
DOC (mg L−1) | 12.7 ± 5.0 | 29.3 | 5.2 | 5.6 |
TOTAL (mg L−1) | 71.0 | - | - | - |
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Laraque, A.; Moukandi N’kaya, G.D.; Orange, D.; Tshimanga, R.; Tshitenge, J.M.; Mahé, G.; Nguimalet, C.R.; Trigg, M.A.; Yepez, S.; Gulemvuga, G. Recent Budget of Hydroclimatology and Hydrosedimentology of the Congo River in Central Africa. Water 2020, 12, 2613. https://doi.org/10.3390/w12092613
Laraque A, Moukandi N’kaya GD, Orange D, Tshimanga R, Tshitenge JM, Mahé G, Nguimalet CR, Trigg MA, Yepez S, Gulemvuga G. Recent Budget of Hydroclimatology and Hydrosedimentology of the Congo River in Central Africa. Water. 2020; 12(9):2613. https://doi.org/10.3390/w12092613
Chicago/Turabian StyleLaraque, Alain, Guy D. Moukandi N’kaya, Didier Orange, Raphael Tshimanga, Jean Marie Tshitenge, Gil Mahé, Cyriaque R. Nguimalet, Mark A. Trigg, Santiago Yepez, and Georges Gulemvuga. 2020. "Recent Budget of Hydroclimatology and Hydrosedimentology of the Congo River in Central Africa" Water 12, no. 9: 2613. https://doi.org/10.3390/w12092613
APA StyleLaraque, A., Moukandi N’kaya, G. D., Orange, D., Tshimanga, R., Tshitenge, J. M., Mahé, G., Nguimalet, C. R., Trigg, M. A., Yepez, S., & Gulemvuga, G. (2020). Recent Budget of Hydroclimatology and Hydrosedimentology of the Congo River in Central Africa. Water, 12(9), 2613. https://doi.org/10.3390/w12092613