Abstract
Ten (10) bulk samples of four sequences were collected at the left and the right banks of Ngaye River (North Cameroon), to assess their origin, depositional conditions and paleoclimate. For this purpose, granulometric, mineralogical and geochemical analysis were performed. The sediments are sandy-clayey, silty-clayey to clayey which are exclusively made up of kaolinite, quartz, illite, accessory muscovite, feldspars, anatase and goethite. La/Sc, Th/Sc, Th/Co, Th/Cr concentration ratios suggested that these sediments were derived from UCC. The bivariate plots diagrams of Hf versus La/Th and La/Sc versus Co/Th show that Ngaye alluvial sediment is mainly composed with acidic source rock and old sedimentary rock. Additionally, the diagram of ΣREE versus La/Yb suggested that these sediments derived from alkali basalts, sedimentary and granites rocks. The correlation matrix implies that the distribution of trace elements in the analysed sequence samples shows a good correlation in the majority of the samples. Correlation coefficients between trace elements and total REE of the studied sequences indicate that REEs of the Ngaye alluvial sediments are mainly from the terrigenous formations. Discriminant diagrams, consisting of La-Th-Sc and Th-Co-Zr/10, suggest that the Ngaye alluvial sediment was deposited in continental island arc tectonic setting. Redox proxies (V/Ni, V/(V + Ni) suggested that anoxic depositional condition was prevailed during deposition of the Ngaye alluvial deposit. The Ga/Rb ratio values range from 0.19 to 1.47 whereas those of Sr/Cu ratio range from 2.81 to 29.34, suggested that Ngaye area was characterized by dry and humid climate condition during the depositional period.
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1 Introduction
Several works revealed that there are contrast behaviour between trace elements and rare earth element (REE). Some immobile elements such as Al, Ti, Zr, Th and REE are usually concentrated in the fine-grained sediments because their hosted minerals, including accessory primary minerals and secondary minerals, occur in this fraction size. These elements tend to concentrate in the suspended load of the river [1, 2]. Rare earth elements (REEs) and particularly TiO2 among other major elements can be used to determine geological processes, the tectonic setting and provenance of clastic sediments [3]. Some authors used trace element behaviour to understand the provenance, the sorting and the depositional history of sediments (e.g., [4, 5]). The genesis and depositional environment of clastic sediments depend on the nature of source rocks, weathering degree, climate, erosion action and the morphology of the region [4, 6]. Similarly, some trace elements (e.g. V, Ni, Co) of fine-grained sediments are also used as effective tracers of paleoclimate and depositional environments [7, 8]. Moreover, the geochemical characteristics of fine-grained sediments that record the information of paleoclimate are greatly affected by the depositional conditions (Xu et al. 2010 [9], [8]). In Central Africa, few studies focused on trace elements and/or REE geochemical method for deciphering provenance, depositional conditions and paleoclimate reconstitution. [10]. Therefore, the use of concentrations and distribution of REE and trace elements is critically important for the determination of the source rocks, environment of deposition as well as paleoclimatic condition of the clastic sediments within this area. Provenance of the Ngaye alluvial sediment has been in the past suggested as well as heavy mineral concentration [1]. However, depositional environment and paleoclimatic conditions of this deposit remain unknown till today. This paper presents trace elements and REE data from four deposition sequences of the Ngaye area. Accordingly, this work aims at discussing the use of trace elements and REEs geochemical methods for deciphering origin, depositional conditions and paleoclimate reconstitution, as well as their tectonic setting. Additionally, to better highlight the distribution of trace and REEs elements in the Ngaye alluvial sediments, statistical methods were also applied.
2 Geological setting
The Ngaye alluvial deposits are located in North Cameroon with stems for the Northern border of the Adamawa plateau, between 7°13′–7°14′ N and 15°26′–15°28′ E, covering 151 km2 in the North of the Cretaceous Mbere Trough (Fig. 1). The climate is sub-tropical, with main annual rainfall of about 970 mm and a main annual temperature of about 27 °C. The vegetation is a savannah type with a dense (gallery) forest fringing some of the rivers [11]. The Cretaceous Mbere Trough is a deep trough between the border of the Adamawa Plateau in the North and the prolongation in Cameroon of the Yade Massif in Central African Republic, to the South (Fig. 1b). The Adamawa-Yade massif is dominated by a NE-SW elongated regional-scale plutonic complexes intrusion into a Paleoproterozoic basement and locally covered by Cretaceous deposits [1] and by Cenozoic rocks in the Cameroon Volcanic Line (Fig. 1a). The Adamawa-Yade batholith consists of a great variety of more or less deformed rock-types of different ages. The Adamawa plateau is an extension of the southern part of the Yade massif of the Central African Republic in Cameroon. The domain of Adamawa-Yade of Cameroon is dated Archaean and Paleoproterozoic. It is juxtaposed by the Neoproterozoic domain of West Cameroon, in its western part, is the Tibati-Banyo fault and in the South the Adamawa faults and the Neoproterozoic trench of Yaoundé. This area includes Paleoproterozoic relics totally or partially transformed by amphibolites during the Pan-African orogeny. The various lithologies include granites, diorites, gabbros and syenites [12]. The granites were emplaced into a ca. 2.1 Ga remobilized basement composed of sedimentary and meta-igneous rocks that later underwent medium-to-high grade Pan-African metamorphism [12]. The basement of the Ngaye region is mainly constituted of metamorphic rocks like gneiss, amphibolites and quartzites there are also plutonic rocks principally granites. The soils are essentially ferruginous [13], and the geomorphology comprises wide valleys dominated by symmetric hills [11]. The investigated clayed material is located at 7°14′35 N and 15°24′40 E (Fig. 1a).
3 Materials and methods
3.1 Sample collection and preparation
Two sequences of sediments (A and B) at the left and two (C and D) at the right banks of Ngaye River were selected (Fig. 2). Ten (10) bulk samples were collected according to the different colour of the layers. One hundred grams (100 g) of each sample was collected for analyses and was split up and prepared homogenously for granulometric mineralogical and chemical analysis. Grain size was measured according to the standard pipetting method for the silt- and clay-sized fractions. For this, the sample is dried in the open air after sifting with a sieve of 2 mm in diameter, 20 g of material is taken. Organic matter was destroyed, by moistening the material with distilled water, and adding 25 ml of bleach (NaClO47-50 c) the solution obtained was placed in the oven at 40 °C for 24 h. After 24 h, the sample is removed from the pan, then dispersed, with distilled water and 10 ml of sodium hexametaphosphate (NaPO3) (Molecular weight: 101.96), distilled water is added until it reaches 1000 ml, then it was placed on the agitator for 2H. The solution is taken 3 times for specific duration: Just after the mechanical agitation, the sample is removed, stirred and piped with a 20 ml pipette after 46 s. The second pipetting is after 4 min 48 s after shaking it. The third pipetting is after 8 h without shaking. Sand fractions were obtained with the remaining solution. Samples were, dried and sieved with a 200 sieve for coarse sands and 50 for fine sands. Collected solutions are placed on the steam at 40 °C for drying after withdrawal, the gathered solutions are placed on the steam at 40°c for drying, then the samples are measured, preliminarily knowing the weight of the plate containing each sample the weight of the dry sample is determined, and then the percentage of each sample is also determined. Five samples (20 g of the global fraction, 20 g of the coarse sand, 20 g of the fraction of fine sand, 20 g of the fraction of silt and 20 g of the clayish fraction) have been sent in geosciences laboratories in Sudbury (Canada) for mineralogic and geochemic analysis.
3.2 Samples analyses
The mineral assemblages were identified by X-ray diffraction after mounting the samples on glass. X-ray diffraction was performed on samples with Philips theta-2tetha (PW1050/81, PW3710) equipped by a monochromator with cobalt anticathode (Co-Kα = 1.7854 Å). For a trace and rare earth elements, samples were crushed using a jaw crusher with steel plates and pulverized in a ball mill made of 99.8% Al2O3 at the Geoscience Laboratories (Sudbury, Canada). Powder was digested by acid attack in closed beakers by inductively coupled plasma mass spectrometry analysis for lithophile trace element concentrations. Powder was treated in a mixture of HCl and HClO4 at 120 °C in sealed teflon containers for one week, after which they were rinsed out of its containers with dilute HNO3 and dried. The residue was again dissolved in a mixture of three acids (HNO3, HCl and HF) at 100 °C. Sample solutions were analysed in a Perkin Elmer Elan 9000 ICP-MS instrument.
3.3 Statistical analysis
In this paper, correlation matrix and agglomerative hierarchical clustering (AHC) were performed between geochemical parameters such as elemental trace and REEs in order to establish the correlation and similarity or dissimilarity between these parameters. The Pearson's correlation coefficient was used to show the interrelationship and coherence pattern among geochemical parameters of the studied samples. Considering the specificity of the current study, the strong value of correlation matrix is 0.89 because it takes into account only ten samples. Cluster analysis given by AHC was applied to study the relationship between trace elements.
4 Results
4.1 Lithological description
Sequence A is 1.40 m thick and has grey colour. It is made up of three layers (Fig. 2a). The bottom (NGA3) layer has a grey colour with 0.60 m thick, having little roots as compared to the two underlying layers. The middle layer (NGA2) is dark grey clay with 0.40 m thick with a sandy structure, and it is marked by a change of colour and the presence of millimetric root twigs. The top layer (NGA3) is 0.40 m thick with grey brown colour and a coarse massive structure with coloured grains. This layer carries vegetation composed of grasses and shrubs. It is crossed by roots with dark grey clay past. The three layers have similar sand proportion but different clay and silt proportion particle (Table 1). Sand and clay proportions are most abundant conferring a sandy clay texture to the sequence.
Sequence B has two layers (Fig. 2b): the bottom layer (NGB1) is 0.80 m thick and loam-grey in structure with dark reddish brown colour, containing flakes of micas. The top layer (NGB2) is 0.80 m thick with dark grey colour and contains altered mica flakes, quartz grains and numerous millimetric roots. The materials of sequence B have high silt contents compared to those of sequence A. The highest content is the one of the bottom layer sample (39.93 wt %) while its proportion in clay is low (15.49 wt %). Sand contents conferred silty-clayed texture.
Sequence C is 1.10 m thick and is made up of two layers: the bottom layer (NGC1) has 0.80 m of thickness and brown in colour. The top layer (NGC2) has 0.30 m of thickness, dark yellowish brown with fine sandy laminations. Both layers are characterized by a clayey sand texture (Fig. 2c). The clay contents are higher in this profile (< 40%) as compared to silt contents (Table 1).
Three layers constitute sequence D with thickness of about 1.60 m (Fig. 2d). The bottom layer (NGD1) which has 0.70 m of thickness, is clayey sand and has grey colour. The middle layer (NGD2) has 0.30 m of thickness with light brown colour and finally the upper layer (NGD3) which is 0.60 m thick colours reddish brown. Grain size particles of the three layers show sandy clay textures (Table 1).
X-ray diffractometry reveals the presence of kaolinite, smectites, illite-muscovite, vermiculite and goethite but also quartz, feldspars, pyroxene, anatase and amphibole (Fig. 3). Sequences B and D have high proportions of clay minerals including kaolinite and smectites (Fig. 3b, d). In contrast, Sequences A and C contain traces of smectites and abundance of kaolinite (Fig. 3c). Vermiculite is present in the upper layer (NGB2) of Profile B. Quartz, feldspars and illite-muscovite is abundant in all profiles (Fig. 3).
4.2 Distribution of trace elements
Distribution of trace elements varies from one sequence to another. Analytical results are indicated in Table 2. Trace elements of the first transition group have high concentrations in the bottom and top levels. For sequences B and C, they are slightly higher at the top of the sequence, with the exception of scandium. The highest values (29.10 ppm) are in the top of sequence A and their lowest values (7 ppm) is in the middle of sequence D. Elements such as Cr, Ni, Cu and Co have higher concentration in the bottom of sequence A and the lowest in the middle of sequence D. The Cr values varies between 49, 135 ppm, the Ni values varies between 18.70, 73.20 ppm, the Cu values varies between 18.70, and 72 ppm and the Co values varies between 8.45 and 24.85 ppm (Table 2). The concentrations of the second transition group are from moderate to low. The lowest values are in the middle of sequences A and B and at the top of sequences B and C (Table 2). Except for Zn with the high values (444 ppm) in the top of the sequence D, the other elements of the first series have concentrations less than 25 ppm (Table 2). The concentrations of large ion lithophile elements (LILE) like Ba, Sr, Li, Rb and Be vary between one profile to another. The Ba values vary between 166.43 and 1247 ppm; the lowest value is found in the top of sequence A, and the highest in the top of sequence C. Strontium values vary between 102 and 854 ppm; the lowest value is at the bottom of sequence D, and the highest values at the top of sequence A. The Li, Rb and Be have moderate to low concentrations, their values vary between 5 and 133 ppm. For U and Th, their concentrations are lower than those elements in the studied deposition sequences (Table 2).
According to Bach and Irber [14], terrigenous and/or biogenic flux, sedimentation processes, diagenesis and some unknown factors mainly control distribution of the trace elements in sediments. In order to distinguish these complex effects, factors and processes, multivariate statistical method like correlation matrix (CM) and agglomerative hierarchical clustering (AHC) analysis were applied. This method can reveal similarities and/or dissimilarities in distribution of different elements within the studied sequences. The result of correlation matrix (CM) implies that the distribution of element in the samples of analysed sequences shows a very good correlation in the majority of the sample except the sample NGA3 which shows very poor correlation (r varies between 0.030 and 0.124) with others samples of the analysed profiles (Table 3).
The agglomerative hierarchical clustering (AHC) analysis has shown six classes of elements grouped in two strongly distinct clusters and two sub-clusters, based on the visual observation of the dendrogram (Fig. 4). These revealed dissimilarity in the distribution of different elements within the studied profiles. The cluster I groups elements of class 4 represent by Ba. The cluster 2A regroups elements of class 1, 2 and 3 which characterized the element of first and second transition group, the LILE such as Sr, Y, Hf, Li and others element which could indicate the influence of terrigenous detrital source provenance of these elements. Cluster 2B regroup element of class 5 and 6 represent by Zr and Sr. The cluster I and 2B group elements with the high concentrations (Ba, Sr and Zr) and their distribution in the different studied sequences can be the result of the sedimentary process.
4.3 REE-distribution
The concentrations of total REEs vary between 175 and 249 ppm (Table 4) with an average of 211.68 ppm. The Ngaye alluvial sediments are relatively enriched in REE [1] when we compared the concentration of those from the North American Shale Composite [15] (NASC) (173.21 ppm). The average values of the LREE and HREE concentrations in the studied samples are 194 and 16.54, respectively, and the LREE/HREE ratio is relatively high (5.72–17.45) which characterized relatively the high abundance of LREE in the Ngaye alluvial sediments. The NASC-normalized REE distribution pattern (Fig. 5) for the studied sequences shown that there is a significant enrichment of LREE and the right inclined REE pattern also revealing that the Ngaye alluvial sediments are enriched in LREE. In the other hand, the concentrations of three light rare earth elements (lanthanum, cerium and neodymium) vary between 151 and 206 ppm. The (La + Ce + Nd) /ΣREE) ratio varies from 0.62 to 0.87, this ratio indicates that the three LREE are predominant in studied deposits. Among the LREE, cerium concentrations are the highest. These vary from 111 to 78.44 ppm. The maximum value is in the top of sequence B and the lowest in the bottom of sequence D (Table 4).
4.4 Relation of REEs with trace elements
Table 5 shows the correlation coefficients between trace elements and total REEs of the studied sequences and indicates that there is a positive correlation between Cr, V, Cu, Co, Ga, Rb and ƩREE (correlation coefficients ˃ 0.50). Many of these elements are transition element, suggesting that REEs of the Ngaye alluvial sediments are mainly from the terrigenous formations.
5 Discussion
5.1 Origin and tectonic context
Previous works on these alluvial sediments indicate that the materials result from gneisses, amphibolites and granites [1]. The uniform, sandy-rich textures of profiles A, B, C and D are believed to be related to the hydrolytic processes that affect source rocks. The diversity of lithological formations, associated with hydrolytic processes (dominant bis-aluminization and monosialitization), justify the presence of different types of clay minerals in all of the studied profile. Also, it is important to note that despite the fact that the sampled profiles are already visually very different, their present a relatively same proportion of particle size distribution and clay mineral, with the exception of the smectite which is present as a trace in the sequence A and C. The difference in colour observed in the samples profiles may be reflected, climatic condition during deposition of these sediments. Grey to black colours in the bottom of sequences should be the consequence of humus or organic matter accumulation and dysoxic to anoxic conditions during cooler or humid period [16], [17]. Yellowish-brown to red colours observed in some sequences could be reflected the hydration of ferric oxide and extensive weathering of the parental mineral content during warm period as suggested previously by [18]. Reddish to brownish colour in the sequences can be related to favourable environmental conditions: high insolation and temperature, due to low latitude, and the lack of carbon limitation in an environment rich in carbonates and largely open to the atmosphere [19]. The redness and yellowness of sequences are chiefly caused by the contents of hematite and fullonite, and their correlations to climate are the best in humid regions in tropic and warm temperate regions.
To access the origin of the sediment, geochemistry trace of elements has been used as proxies (eg [4]). Thus, elevated values of Cr (˃ 150 ppm) and Ni (˃ 100 ppm) have been considerate of ultramafic sources. In this study, all the sampled profiles show relatively high Cr and low Ni contents, which indicate that Ngaye alluvial sediments do not come from ultramafic rock. REE patterns and the Eu anomaly values can be useful to the determination of the provenance of clastic sediment [2]. Felsic igneous rocks generally present negative Eu anomalies, whereas mafic igneous rocks contain little or lack of Eu anomalies. Total REE contents in sediment are closely related to the percentage of clay, and silt-sized particles such as REE are generally enriched in clay and silt fractions, but depleted in sand fraction, because of dilution by quartz and feldspar [20]. It is showed that clay minerals have a strong absorptive capacity for REEs [21, 22]. Also, in sediments, the LREE is preferentially immobilized by clay and Fe-oxyhydroxides particles while HREE tends to be maintained in solution [23], leading to a HREE fractionation which is more pronounced in fine-grained sediments. The analysed alluvial deposit samples show in the entire sampled profiles the high LREE (165–234, mean 194 ppm and low HREE (9.47–30.51; mean 15.93 values and negative Eu anomalies (1.00 in average compared to UCC rocks. Similar conclusion has been suggested for the recent sediment from lower Catumbela River in Angola [24]. In the other hand, the LREE-enriched patterns of the analysed samples compared to North American Shale (NASC) [25] may indicated a possible felsic source for the studied alluvial sediment. This may indicate that the Ngaye alluvial sediment comes from Felsic source rocks. The non-migratory elemental concentration ratios such as La/Sc, Th/Sc, Th/Co, Th/Cr are very useful as good discriminators between mafic and felsic source rocks. These ratios of the analysed alluvial deposit samples (Tables 2–4) have been compared to those of the upper continental crust (UCC), and the similarity in the observed values suggest that the sediment from the Ngaye were derived from rocks of similar composition as UCC [3]. La, Th and Zr are more concentrated in felsic igneous rocks, whereas Ni, Co, Sc and Cr have high concentration in mafic rocks (Ali et al. 2014). The La/Sc and Th/Sc ratios, therefore, are useful fingerprints of the source of sediments. The La/Sc ratios of the Ngaye alluvial sediments (1.39–5.95, average 3.70, as well as their Th/Sc ratios (0.08–2.58, average 1.24 are higher than those of the UCC (La/Sc = 2.70; Th/Sc = 0.97, suggesting a relatively more felsic source origin for the studied sediments. The similar result has been suggested for the recent sediment in the paleo-life rich Olduvai and Laetoli basins of northern Tanzania [26]. The relatively high Cr contents observed in practically all analysed sample of the Ngaye alluvial sediments may suggest a contribution of mafic source in these areas or probably indicate a multi-source provenance of the studied sediments [27]. This has been confirmed by the discrimination diagram of Hf vs La/Th which indicated a multi-source provenance of the sediments. These alluvial sediments are derived from acidic source and mainly from old sediment components (see Fig. 6a). Furthermore, majority of the sample plotted within the diagram of La/Sc versus Co/Th fall between andesites and felsic volcanic rock, confirming a multi-source provenance of the studied alluvial sediment (Fig. 6b).
Also the used of discrimination diagram of ƩREE versus La/Yb show that the entire studied samples fall within the intersectional region of sedimentary rock, granite area and alkali basalts (Fig. 7). However, Ndjigui et al. [1] have been suggested previously that gneisses and granites are the dominant source rocks of the Ngaye alluvial sediment. Our results show that the origin of the Ngaye alluvial sediments was mainly from alkali basalts, sedimentary and granites and gneisses rock (Fig. 6). From this, it means that ancient sedimentary rock mentioned here is probably from piedmont molassic facies constituted by old conglomerate and sandstone which have been weathered during the episode of primary uplifting of the Adamawa horst surrounding area of the Ngaye locality [28]. These may also explain the high proportion of quartz in sediment.
In addition, in order to determine the tectonic setting of the studied area, the Th-Co-Zr/10 and La-Th-Sc ternary discrimination diagram have been used [29]. The data, plotted in these diagrams, fall within the continental island arc suggesting that the tectonic setting of the Ngaye alluvial sediment was a continental island arc (Fig. 8). This tectonic setting has previously been suggested for the Rey Bouba Greenstone Belt in northern Cameroon [30].
5.2 Depositional and paleoclimate condition interpretation
In order to interpret depositional environment during sedimentation, V/Ni, V/(V + Ni), V/Cr, Ni/Co and Th/U ratios are used as proxies to carry out depositional conditions [31]. Generally, range of ˃ 3.0 and 1.9–3.0 for the V/Ni ratio is indicative, respectively, of reducing and suboxic condition [7] as well as the value of V/(V + Ni) ratio of 0.84, 0.60–0.84 and 0.40–0.60, respectively, represent euxinic, anoxic and dysoxic conditions. Other trace elemental ratio such as Th/U, V/Cr, Ni/Co can also be used to determine depositional condition. However, recent study indicates that Th, Co and their ratios are inappropriate as indicators for reflecting redox conditions because their concentrations may be affected by detrital sources input [8]. The ratio Th/U can be used to indicate the weathering degree [32], as Th is immobile in the superficial environment while U is strongly mobile [33]. Th/U ratios of Ngaye samples are close and below Th/U ratio of UCC, indicating weak chemical weathering of the source rocks. The values of V/Ni ratio range from 1.98–2.78 except for the sample NGA1 (1.58) and values of V/(V + Ni) ratio range from 0.61–0.73 indicating suboxic to dysoxic condition during deposition of the Ngaye alluvial sediment.
Concerning the paleoclimate interpretation, some trace element and their ratios can be used as proxies such as Ga/Rb and Sr/Cu ratios [34], [10]. In general, the presence of the Gallium in some milieu is reflected warm and humid climate when it related with the fine-grained aluminosilicate as kaolinite. In addition, rubidium is associated with illite and implying weak chemical weathering related with dry and cold climatic conditions. Similarly, the declines Ga/Rb ratio in sediments indicate the evolution of climate from colder to drier. Likewise, high Ga/Rb and low Sr/Cu ratios in sediments indicate humid and warm climate conditions [31]. A range of 1.3–5.0 for the value of Sr/Cu ratio can indicate humid environment while the value higher than 5.0 represent arid environment [31, 34].
The Ga/Rb ratio values range from 0.19–1.47 whereas those Sr/Cu ratio range from 2.81–29.34. These proxies imply that Ngaye area was characterized by humid climate condition during the depositional period of Ngaye alluvial sediments. Recent works in Adamawa plateau [10] suggest this paleoclimate hypothesis.
6 Conclusion
Geochemical elements of the alluvial clays deposit in the Ngaye locality, Mbere-Djerem basin, North Cameroon shows that source rocks consist of alkali basalts, granites and sedimentary rocks, as suggested by the diagram of REE and La/Yb. Discriminant diagrams, consisting of La-Th-Sc and Th-Co-Zr/10, suggest that the tectonic setting of the Ngaye area was a continental island arc. Redox proxies (V/Ni, V/ (V + Ni)) indicate that the alluvial sediments were deposited in a relatively suboxic to dysoxic condition. The concentration of climate proxies trace elements and their ratios such as Sr/Cu and Ga/Rb indicate that the dry and humid climate was prevailing during the depositional period.
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Acknowledgements
This work was partially supported by the Geoscience Laboratories (Sudbury, Canada). The authors are grateful to team manager of the Cameroon Oil Transportation Company (COTCO) for providing logistic facilities during the field work. They also express their gratitude to all the anonymous reviewers who have greatly improved the quality of this manuscript.
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Soureiyatou, FD., Chavom, M.B. & Paul-désiré, N. Trace and rare earth elements (REE) distribution in Ngaye alluvial sediments of Mbere-Djerem Basin, North Cameroon: implications for origin, depositional conditions and paleoclimate reconstitution. SN Appl. Sci. 2, 2054 (2020). https://doi.org/10.1007/s42452-020-03766-z
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DOI: https://doi.org/10.1007/s42452-020-03766-z