Abstract
Using discriminant analysis (DA) and principal component analysis/factor analysis (PCA/FA), we described the variations in the water quality of a constructed wetland (CW) purification system in Olympic Park supplied with reclaimed water (RW). The analyses were conducted across three seasons (spring, summer, and autumn) and four functional zones (composite vertical flow constructed wetland [CVW], plant oxidation pond [POP], mixed oxidation pond [MOP], and main lake [ML]). The results demonstrated the relatively high water quality of the CW, which was suitable for landscape reuse. The most severe contamination occurred in autumn and in the ML/MOP. Chemical oxygen demand (CODMn), NO3 −-N, oxidation–reduction potential (ORP), and total nitrogen (TN) caused 91.8 % of the temporal variations while DO, cyanobacteria (PCY), and pH caused 70.8 % of the spatial variations. The low accuracy of the DA indicated that the four functional areas exhibited similar pollution characteristics. Internal pollution was the major pollutant source in all selected seasons/functional zones. In spring, the CW was largely affected by organic matters. In summer, the CW was contaminated chiefly by nutrient pollutants (N and P), particularly in the CVW and POP. In autumn, the major threat became eutrophication. Enhancing water circulation and shortening hydraulic retention time can effectively weaken the effect of nutrient salts and organic pollutants.
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Abbreviations
- CW:
-
Constructed wetland
- CVW:
-
Composite vertical flow constructed wetland
- DA:
-
Discriminant analysis
- FCA:
-
Fuzzy comprehensive assessment
- MOP:
-
Mixed oxidation pond
- ML:
-
Main lake
- N and P:
-
Nitrogen and phosphorus
- ORP:
-
Oxidation–reduction potential
- PCA/FA:
-
Principal component analysis/factor analysis
- PCY:
-
Cyanobacteria
- POP:
-
Plant oxidation pond
- RW:
-
Reclaimed water
- Sal:
-
Salinity
- SCA:
-
Spearman correlation analysis
- TDS:
-
Total dissolved solids
- VF:
-
Varifactor
References
Alberto, W. D., Pilar, Mad, D., Marı́a, V. A., Fabiana, P. S., Cecilia, H. A., Ángeles, B., & Madl. (2001). Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality. A case study: Suquı́a river basin (Córdoba–Argentina). Water Research, 35(12), 2881–2894.
Ávila, C., Garfí, M., & García, J. (2013). Three-stage hybrid constructed wetland system for wastewater treatment and reuse in warm climate regions. Ecological Engineering, 61, 43–49.
Crook, J., & Surampalli, R. Y. (1996). Water reclamation and reuse criteria in the US. Water Science and Technology, 33, 451–462.
Cui, F., Yuan, B., & Wang, Y. (2011). Constructed wetland as an alternative solution to maintain urban landscape lake water quality: trial of Xing-Qing Lake in Xi’an City. Procedia Environmental Sciences, 10, 2525–2532.
Fu, C. P., Zhong, C. H., & Deng, C. G. (2005). Analysis on cause of the eutrophication of water body. Journal of Chongqing Jianzhu University, 27, 128–131.
Fu, J. X., Chen, Z., Ma, X. G., Shang, T., Zhang, W., & Cao, X. Y. (2011). Application of improved fuzzy comprehensive evaluation method in water quality assessment. Environmental Engineering, 29, 120–127.
Hao, L. H., Sun, P. X., Hao, J. M., Du, P. P., Zhang, X. J., Xu, Y. S., & Bi, J. H. (2012). The spatial and temporal distribution of chlorophyll-a and its influencing factors in Sanggou Bay. Ecology and Environmental Sciences, 21, 338–345.
He, S. B., Yan, L., Kong, H. N., Liu, Z. M., Wu, D. Y., & Hu, Z. B. (2007). Treatment efficiencies of constructed wetlands for eutrophic landscape river water. Pedosphere, 17, 522–528.
Huang, J., Wang, S. H., Luo, W. G., Yan, L., & Zhong, Q. S. (2006). Influence of plant photosynthetic characteristics on DO distribution, purification effect in constructed wetlands. Acta Scientiae Circumstantiae, 26, 1828–1832.
Jia, H., Sun, Z., & Li, G. (2014). A four-stage constructed wetland system for treating polluted water from an urban river. Ecological Engineering, 71, 48–55.
Kannel, P. R., Lee, S., Kanel, S. R., & Khan, S. P. (2007). Chemometric application in classification and assessment of monitoring locations of an urban river system. Analytica Chimica Acta, 582, 390–399.
Kyambadde, J., Kansiime, F., & Dalhammar, G. (2005). Nitrogen and phosphorus removal in substrate-free pilot constructed wetlands with horizontal surface flow in Uganda. Water, Air, and Soil Pollution, 165, 37–59.
Li, Z. H., & Luo, P. (2010). PASW/SPSS statistics statistical analysis tutorial (3rd ed., pp. 445–446). Beijing: Publishing House of Electronics Industry.
Liang, W., Wu, Z. B., Zhan, F. C., & Deng, J. Q. (2004). Seasonal variations of macrophytes root-zone microorganisms and purification effect in the constructed system. Journal of Lake Sciences, 16, 312–317.
Liu, C. W., Lin, K. H., & Kuo, Y. M. (2003). Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan. Science of the Total Environment, 313, 77–89.
Liu, H., Dai, M. L., Liu, X. Y., Ouyang, W., & Liu, P. B. (2004). Performance of treatment wetland systems for surface water quality improvement. Evirionmental Science, 25, 65–69.
Meulemanvan, A. F., Logtestijn, R., Rijs, G. B., & Verhoeven, J. T. (2003). Water and mass budgets of a vertical-flow constructed wetland used for wastewater treatment. Ecological Engineering, 20, 31–44.
Mo, M. X., Zhang, S. T., Ye, X. C., Chen, R. Y., Song, X. L., & Zhang, Z. X. (2007). pH characters and influencing factors in Dianchi and Xingyun lakes of Yunnan plateau. Journal of Agro-Environment Science, 26, 269–273.
Morales, M. M., Martı, P., Llopis, A., Campos, L., & Sagrado, S. (1999). An environmental study by factor analysis of surface seawaters in the Gulf of Valencia (Western Mediterranean). Analytica Chimica Acta, 394, 109–117.
Onkal-Engin, G., Demir, I., & Hiz, H. (2004). Assessment of urban air quality in Istanbul using fuzzy synthetic evaluation. Atmospheric Environment, 38, 3809–3815.
Pekey, H., Karakaş, D., & Bakoglu, M. (2004). Source apportionment of trace metals in surface waters of a polluted stream using multivariate statistical analyses. Marine Pollution Bulletin, 49, 809–818.
Peng, L., Hua, Y., Cai, J., Zhao, J., Zhou, W., & Zhu, D. (2014). Effects of plants and temperature on nitrogen removal and microbiology in a pilot-scale integrated vertical-flow wetland treating primary domestic wastewater. Ecological Engineering, 64, 285–290.
Reghunath, R., Murthy, T. R., & Raghavan, B. R. (2002). The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India. Water Research, 36, 2437–2442.
Rousseau, D. P. L., Lesage, E., Story, A., Vanrolleghem, P. A., & Pauw, N. D. (2008). Constructed wetlands for water reclamation. Desalination, 218, 181–189.
Simeonov, V., Stratis, J. A., Samara, C., Zachariadis, G., Voutsa, D., Anthemidis, A., Sofoniou, M., & Kouimtzis, T. (2003). Assessment of the surface water quality in Northern Greece. Water Research, 37, 4119–4124.
Singh, K. P., Malik, A., & Sinha, S. (2005). Water quality assessment and apportionment of pollution sources of Gomti river (India) using multivariate statistical techniques—a case study. Analytica Chimica Acta, 538, 355–374.
Thoren, A. K., Legrand, C., & Tonderski, K. S. (2004). Temporal export of nitrogen from a constructed wetland: influence of hydrology and senescing submerged plants. Ecological Engineering, 23, 233–249.
Thurston, J. A., Foster, K. E., Karpiscak, M. M., & Gerba, C. P. (2001). Fate of indicator microorganisms, giardia and cryptosporidium in subsurface flow constructed wetlands. Water Research, 35, 1547–1551.
Wang, Q., Wu, X. H., Wu, S., Li, L. R., & Yu, X. R. (2011). The relationship between the ORP, DO, PH and denitrification process in vertical subsurface flow wetland. Journal of Yuxi Normal University, 27, 24–27.
Wang, Y. C., Lin, Y. P., Huang, C. W., Chiang, L. C., Chu, H. J., & Ou, W. S. (2012). A system dynamic model and sensitivity analysis for simulating domestic pollution removal in a free-water surface constructed wetland. Water, Air, & Soil Pollution, 223(5), 2719–2742.
Wu, D. J., Wang, J. S., & Ding, A. Z. (2006). Comparison of two ways to determine the index weight in evaluating groundwater quality. Journal of Geotechnical Investigation & Surveying, 07, 17–22.
Xiong, W., Guo, X. Y., & Zhao, F. (2013). Spatial-temporal variation of root-associated aerobic bacterial communities of phragmites australis and the linkage of water quality factors in constructed wetland. Acta Ecologica Sinica, 33(5), 1443–1455.
Zhang, H. G., & Hong, J. M. (2006). Functions of plants of constructed wetlands. Wetland Science, 04, 147–154.
Zhang, W. S., Li, X. X., Wang, X. Y., Yu, Y., Ren, W. P., & Li, J. H. (2012). Temporal and spatial variations of water pollution in Wuqing section of Beiyunhe River. Acta Scientiae Circumstantiae, 32, 836–846.
Zhao, S. M., Hu, N., Chen, Z. J., Zhao, B., & Liang, Y. X. (2009). Bioremediation of reclaimed wastewater used as landscape water by using the denitrifying bacterium Bacillus cereus. Bulletin of Environmental Contamination and Toxicology, 83, 337–340.
Zhou, F., Liu, Y., & Guo, H. C. (2007). Application of multivariate statistical methods to water quality assessment of the watercourses in Northwestern New Territories, Hong Kong. Environmental Monitoring and Assessment, 132, 1–13.
Acknowledgments
This work was supported by the National Natural Science Foundation of China (No. 40901281), the Beijing of Education Science and Technology Program (KM201310028012), and the International S&T Cooperation Program of China (2014DFA21620).
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Li, D., Huang, D., Guo, C. et al. Multivariate statistical analysis of temporal–spatial variations in water quality of a constructed wetland purification system in a typical park in Beijing, China. Environ Monit Assess 187, 4219 (2015). https://doi.org/10.1007/s10661-014-4219-2
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DOI: https://doi.org/10.1007/s10661-014-4219-2