Dynamics of physicochemical parameters
Descriptive statistics of all water quality parameters are given in Table 1. The ANOVA results revealed significant seasonal variations in water quality parameters at a significance level of
p<0.05, except for total alkalinity (Table 2). However, spatially, there were no significant differences observed, except for depth and Chl-a, which showed significance at a level of
p<0.05 (Table 3). The water quality parameters observed were found to be within the standard ranges specified by
Jhingran (1990). The water temperature of the reservoir indicated high productivity and a favourable environment for warm water fish culture
(Saha et al., 2021). Although, the Maphou reservoir is small in size, its mean depth (24.1±11.5 m) resembles that of a medium-sized reservoir due to its location along the Mapithel hill ranges. The mean transparency (2.36±0.59 m) of the reservoir corresponds to good water quality
(Lourantou et al., 2007). The TDS and EC values were found to be significantly lower than the maximum permissible limits (
WHO, 1997). In accordance with
Jhingran (1990), the EC value (154.65± 30.8 mS cm
-1) was within the permissible range, indicating that the reservoir could be classified as a moderately productive reservoir. The average TDS value (77.12±15.3 mg L
-1) was significantly lower than the maximum desirable limit of 500 mg L
-1, specified by
WHO (1997). The mean DO (9.52 ± 2.13 mg L
-1) was high due to strong wind action in the prevailing upland region and vigorous mixing of the sub-surface water. The pH range remained within the highest permissible range (
Jhingran, 1990). Based on the observed mean pH value (8.17±0.66), the water body could be classified as medium productive and will support good fishery (
Das and Nandi, 2001). The pH range in reservoir ecosystems, as stated by
Moehl and Davies (1993), can vary from 5 to 10. Alkaline pH is commonly observed in tropical and temperate reservoirs (
Mwaura, 2006). It is worth mentioning that other NE reservoirs such as Kyrdemkulai and Nongmahir, of Meghalaya are acidic in nature due to the presence of an acidic bed and catchment area (
Sugunan and Yadava, 1991). A typical inverse relationship between free CO
2 and pH was observed. The low mean BOD5 value (0.63±0.27 mg L
-1) suggests unpolluted and healthy water (
Chapman, 1992). The annual mean value of total alkalinity of the reservoir was 66.45±4.7 mg L
-1 which can be considered as a medium productive water body (
Jhingran, 1990). The annual mean value of the total hardness (72.4±8.85 mg L
-1) was found within the recommended range for fishery
(Kumar et al., 2020) and falls under the category of moderately soft water (
Mato, 2002) while, the other reservoirs of Northeast, India were categorised as a soft water (
Sharma and Pachuau, 2016;
Sharma and Sharma, 2021). The nutrient values
viz., TP (0.035±0.01 mg L
-1) and NO
3-N (0.039±0.02 mg L
-1) are low but within the acceptable ranges as per
Jhingran (1990). The value of NH
3 (0.034± 0.018 mg L
-1) and NO
2-N (0.047±0.035 mg L
-1) were also lower.
Sugunan, (2000) stated that most of Indian reservoirs are low in nutrient level and reservoirs constructed on low-order streams near mountains often experience less flow and lower input of organic matter and nutrients, resulting in sparse plankton. According to the
OECD (1982) standard, a Chl-a concentration of less than 3 mg L
-1 indicates poor nutrient conditions and oligotrophic water, which results in low phytoplankton biomass. In the present study, the mean Chl-a (2.05±0.94 mg L
-1) of the Maphou reservoir was lower than the recommended value therefore, it could be in an oligotrophic state because the water bodies situated near the mountains typically receive limited nutrients and have lower organic and nutrient inputs (
Ward and Stanford, 1983). Both GPP (0.939±0.36 mgC m
-3 hr
-1) and NPP (0.504±0.26 mgC m
-3 hr
-1) values are greater than the findings of Som Kamla Amba Reservoir (
Parmar and Sharma, 2018) and Morwane Dam (
Babar and Raje, 2015). Overall, the observed water quality parameters indicated the existence of a healthy condition in the Maphou reservoir.
Cluster analysis
Heatmap cluster analysis is depicted in Fig 2, based on the result of the month-wise cluster analysis, two major clusters, namely cluster 1 and cluster 2, were identified. Cluster 1 was further divided into two sub-clusters, cluster 1a and cluster 1b, based on differential physico-chemical parameters. Cluster 1a comprised the month of May, June and July. Cluster 1b consisted December, January, February, March and April. Cluster 2 includes the month of August, September, October and November. Therefore, heatmap cluster analysis suggests that the reservoir experienced three distinct seasons due to the marked seasonal fluctuation of water level and rainfall attributed to nutrient supply. However,
Sugunan (2000) suggested four seasons in Indian reservoirs based on the plankton dynamics.
Trophic state index
Seasonal and site-wise variations of TSI were presented in ANOVA Table 4 and 5, respectively. Temporally, all the TSI values were significantly different (
p<0.05) but spatially only TSI (Chl-a) showed a significant difference (
p<0.05). According to
Lamparelli (2004), aquatic ecosystems can be categorised into ultra-oligotrophic (TSI <24), oligotrophic (TSI 24 to ≤44), mesotrophic (44 to ≤54), eutrophic (54 to ≤74) and hypertrophic (>74). The resultant mean TSI for each four seasons (monsoon = 41.63±2.93; post-monsoon= 36.08± 4.69; winter = 37.59±3.04); pre-monsoon = 42.19±3.79) experienced an oligotrophic state. Most of the studied reservoirs located in the hilly area tend to be oligotrophic in nature (
Sharma, 1995;
Murugesan et al., 2003). Among the TSI, the highest mean value was supported by TSI (Chl-a) (45.72±3.7) followed by TSI (SD) (41.7±3.32) and least by TSI (TP) (30.7±5.23), indicating that the plankton production was contributed by phosphorous and turbidity level of the water. Pre-monsoon and monsoon seasons showed higher average trophic status which might be due to nutrient supply during monsoon rainfall and occasional rainfall in pre-monsoon. The reservoir is best suited for cage culture because of its oligotrophic state.
MEI, MSY, Fish yield
The MEI, based on electrical conductivity and depth was calculated as 8.55 which is higher than the upland reservoir Pong Dam (
Sugunan, 1995) but lower than Gumti reservoir (16.63) of Tripura (
Bhattacharya and Saha, 1986). The MEI indicates the reservoir’s ecological condition and is an important input for production potential estimation. The estimated fish yield was 14.98 kg ha
-1, which is lower than the national average yield of small reservoirs (
Sugunan, 1995). However, the value is very close to Pong dam
(Sugunan et al., 2002). The mean MSY (21.46 kg ha
-1) of the reservoir is close to the upland Pong dam (23.4 kg ha
-1) of Himachal Pradesh (
Sugunan, 1995) and Kabini reservoir (23.86 kg ha
-1) of Karnataka
(Sugunan et al., 2002) but lower than Gumti reservoir (50 kg ha
-1) of Tripura, NE, India (Bhattacharya and Saha, 1986). The average water spread area of Maphou reservoir was 1,215 ha at Full Reservoir Level (FRL) at an elevation of 880.75 meter due to which the reservoir was categorised under medium reservoir
(Borah et al., 2023), but the actual average water spread area of the reservoir was found to be 852.625 ha in the current study. Therefore, the reservoir can be categorised and validated as a small reservoir (<1,000 ha) based on the classification provided by Ministry of Agriculture, Government of India.