Analysis of Water Quality for Marinculture in Moro, Karimun, Riau Islands with Principal Component Analysis
Downloads
Finding a good location is of important aspects in mariculture. This can be done by evaluating the water quality data. The aims of the study were to evaluate the seawater quality at Moro, Karimun, Riau Islands and to analyze its compatibility for mariculture by using principal component analysis (PCA) and multiple linear regressions. Generally, seawater qualities in the study area were in the tolerance range for mariculture. Surface water samples were collected from five different sampling points around Moro Sea. PCA results demonstrated that there were eleven variation factors which explained 95.4% of the total variance. In addition, based on PCA and multiple linear regressions, four water quality predictors for environmental quality could be identified, that is nitrite (NO2), temperature, pH and dissolved oxygen. Multiple linear regressions showed that the contribution of each parameter to the water quality was significant (R2=1, P < 0.05).
Abhilash, K.R., Sankar, R., Purvaja, R., Deepak, S. V, Sreeraj, C.R., Krishnan, P., Sekar, V., Biswas, A.K., Kumarapandiyan, G. and Ramesh, R., 2019. Impact of long-term seaweed farming on water quality : a case study from Palk Bay , India. Journal of Coastal Conservation, 23(2), pp. 485-499.
Arifin, Z., 2001. Heavy metal pollution in sediments of coastal waters of Indonesia, in: Proceeding of the Fifth IOC/WESTPAC International Scientific Symposium. Byun, SK (Ed), pp. 25–49.
Boyd, C.E., 1990. Water quality in ponds for aquaculture. Brimingham Publishing Co. Brimigham, Alabama. p. 483.
Brune, D.E., Schwartz, G., Eversole, A.G., Collier, J.A. and Schwedler, T.E., 2003. Intensification of pond aquaculture and high rate photosynthetic systems. Aquaculture Engineering, 28, pp. 65–86.
Burford, M.A., Thompson, P.J., McIntosh, R.P., Bauman, R.H. and Pearson, D.C., 2003. Nutrient and microbial dynamics in high-intensity, zero-exchange shrimp ponds in Belize. Aquaculture, 219, pp. 393–411.
Ebeling, J.M., Timmons, M.B. and Bisogni, J.J., 2006. Engineering analysis of the stoichiometry of photoautotrophic, autotrophic, and heterotrophic removal of ammonia–nitrogen in aquaculture systems. Aquaculture, 257, pp. 346–358.
Effendi, H., 2003. Telaah kualitas air, bagi pengelolaan sumber daya dan lingkungan perairan. Kanisius.
Effendi, I., Suprayudi, M.A., Nurjaya, I.W., Harris, E., Supriyono, E. and Junior, M.Z., 2016. Oceanography and water quality condition in several waters of Thousand Islands and its suitability for white shrimp Litopenaeus vannamei culture. Jurnal Ilmu dn Teknologi Kelautan Tropis, 8(1), pp 8–10.
Koklu, R., Sengorur, B. and Topal, B., 2010. Water quality assessment using multivariate statistical methods”a case study: Melen River System (Turkey). Water Resources Management, 24, pp. 959–978.
Levinton, J.S. and Levinton, J.S., 1995. Marine biology: function, biodiversity, ecology. Oxford University Press New York.
Manikannan, R., Asokan, S., Ali, A.H.M.S., 2011. Seasonal variations of physico-chemical properties of the Great Vedaranyam Swamp, Point Calimere Wildlife Sanctuary, South-east coast of India. African Journal of Environmental Science and Technology, 5, pp. 673–681.
Milovanovic, M., 2007. Water quality assessment and determination of pollution sources along the Axios/Vardar River, Southeastern Europe. Desalination, 213, pp. 159–173.
Mustapha, A. and Abdu, A., 2012. Application of principal component analysis & multiple regression models in surface water quality assessment. Journal of Environment and Earth Science, 2, pp.16–23.
Parinet, B., Lhote, A. and Legube, B., 2004. Principal component analysis: an appropriate tool for water quality evaluation and management”application to a tropical lake system. Ecological Modelling, 178, pp. 295–311.
Payne, A.I., 1986. The ecology of tropical lakes and rivers. United States.
Qin, S., Jiang, P. and Tseng, C., 2005. Transforming kelp into a marine bioreactor. Trends in Biotechnology, 23, pp. 264–268.
Simeonov, V., Stratis, J.A., Samara, C., Zachariadis, G., Voutsa, D., Anthemidis, A., Sofoniou, M. and Kouimtzis, T., 2003. Assessment of the surface water quality in Northern Greece. Water Research, 37, pp. 4119–4124.
Singh, K.P., Malik, A., Mohan, D. and Sinha, S., 2004. Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India)”a case study. Water Research, 38, pp. 3980–3992.
Song, Haijun, Wignall, P.B., Song, Huyue, Dai, X. and Chu, D., 2019. Seawater Temperature and Dissolved Oxygen over the Past 500 Million Years. Journal of Earth Science, 30, pp. 236–243.
Stortini, C.H., Chabot, D. and Shackell, N.L., 2017. Marine species in ambient low-oxygen regions subject to double jeopardy impacts of climate change. Global Change Biology, 23, pp. 2284–2296.
Stumm, W. and Morgan, J.J., 2012. Aquatic Chemistry: Chemical Equilibria and Rates in Natural Waters. Jhon Wiley & Sons.
Vialle, C., Sablayrolles, C., Lovera, M., Jacob, S., Huau, M.-C. and Montréjaud-Vignoles, M., 2011. Monitoring of water quality from roof runoff: Interpretation using multivariate analysis. Water Research, 45, pp. 3765–3775.
Welch, E.B. and Naczk, F., 1992. Ecological effects of waste water: Applied limnology and pollutant effects. CRC Press.
Yu, Z., Robinson, S.M.C., Xia, J., Sun, H. and Hu, C., 2016. Growth, bioaccumulation and fodder potentials of the seaweed Sargassum hemiphyllum grown in oyster and fish farms of South China. Aquaculture, 464, pp. 459–468.
1. The copyright of this journal belongs to the Editorial Board, based on the author's consent, while the moral rights of the publication belong to the author(s).
2. The formal legal aspect of journal accessibility refers to the same Creative Common Attribution + Noncommercial + ShareAlike (CC BY-NC-SA), implying that publication can be used for non-commercial purposes in its original form.
3. Every publication (printed/electronic) is open access for educational, research and library purposes. In addition to the objectives stated above, the editorial board is not responsible for copyright infringement