Skip to main content

Comparison of BOD5 Removal in Water Hyacinth and Duckweed by Genetic Programming

  • Conference paper
  • First Online:

Part of the book series: Smart Innovation, Systems and Technologies ((SIST,volume 106))

Abstract

In this study, macrophyte-based plants such as duckweed (Lemna Minor) and water hyacinth (Eichhornia Crassipes) are considered for the removal of biochemical oxygen demand (BOD5) in domestic wastewater. The maximum value of BOD5 removal for duckweed and water hyacinth is almost the same (99%). Experiments are conducted in order to get a wide range of data for mathematical modeling. BOD5, retention time (t), and wastewater temperature (Tw) are the parameters considered for modeling, and a comparison is made between the models of these plants. This study reveals that there are similar functionality relationships that exist for both the plants between the parameters BOD5 and retention time on the removal of BOD5. This function is found to be linear. It is also revealed that Tw is also an important parameter as it influences the treatment systems. Genetic programming (GP) based modeling is effective to understand the wetland system by comparing the removal of BOD5.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD   219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  1. Dhoti, S., Dixit, S.: Water quality improvement through macrophyte-a review. Environ. Monit. Assess. 152, 149–153 (2009). https://doi.org/10.1007/s10661-008-0303-9

    Article  Google Scholar 

  2. Priya, A., Avishek, K., Pathak, G.: Assessing the potentials of Lemna minor in the treatment of domestic wastewater at pilot scale. Environ. Monit. Assess. 184, 4301–4307 (2012). https://doi.org/10.1007/s10661-011-2265-6

    Article  Google Scholar 

  3. Mandi, L.: Marrakesh wastewater purification experiment using vascular aquatic plants Eichhornia Crassipes and Lemna Gibba. Water Science Technology 29(4), 283–287 (1994)

    Article  Google Scholar 

  4. Iram, S., Ahmad, I., Riaz, Y., Zahra, A.: Treatment of wastewater by lemna minor. Pak. J. Bot. 44(2), 553–557 (2012)

    Google Scholar 

  5. Valipour, A., Raman, V.K., Motallebi, P.: Application of shallow pond system using water hyacinth for domestic wastewater treatment in the presence of high total dissolved solids and heavy metal salts. Environ. Eng. Manag. J. 9(6), 853–860 (2010)

    Article  Google Scholar 

  6. Akratos, C.S., Tsihrintzis, V.A.: Effect of temperature, HRT, vegetation and porous media on removal efficiency of pilot-scale horizontal subsurface flow constructed wetlands. Ecol. Eng. 29, 173–191 (2007). https://doi.org/10.1016/j.ecoleng.2006.06.013

    Article  Google Scholar 

  7. Korner, S., Vermaat, E.J., Veenstra, S.: The capacity of duckweed to treat wastewater: Ecological considerations for a sound design. J. Environ. Qual. 32, 1583–1590 (2003)

    Article  Google Scholar 

  8. Mietto, A., Politeo, M.: Breschigliaro, Borin, M.: Temperature influence on nitrogen removal in a hybrid constructed wetland system in northern Italy. Ecol. Eng. 75, 291–302 (2015). https://doi.org/10.1016/j.ecoleng.2014.11.027

    Article  Google Scholar 

  9. Langergraber, G.: Modeling of Processes in Subsurface Flow Constructed Wetlands: A Review. Vad. Zone J. 7(2), 830–842 (2008). https://doi.org/10.2136/vzj2007.0054

    Article  Google Scholar 

  10. Langergraber, G., Simunek, J.: Modeling variably saturated water flow and multicomponent reactive transport in constructed wetlands. Vad. Zone J. 4, 924–938 (2005). https://doi.org/10.2136/vzj2004.0166

    Article  Google Scholar 

  11. Kadaverugu, R.: Modelling of subsurface horizontal flow constructed wetlands using openFOAM. Model Earth Syst. Environ. 2, 55 (2016). https://doi.org/10.1007/s40808-016-0111-0

  12. Heide, T., Roijackers, R., Nes, E., Peeters, E.: A simple equation for describing the temperature dependent growth of free-floating macrophytes. Aquat. Bot. 84, 171–175 (2006). https://doi.org/10.1016/j.aquabot.2005.09.004

    Article  Google Scholar 

  13. Guo, Y., Liu, Y., Zeng, G., Hu, X., Xu, W., Lin, Y., Liu, S., Sun, H., Huang, H.: An integrated treatment of domestic wastewater using sequencing batch biofilm reactor combined with vertical flow constructed wetland and its artificial neural network simulation study. Ecol. Eng. 64, 18–26 (2014). https://doi.org/10.1016/j.ecoleng.2013.12.040

    Article  Google Scholar 

  14. Tomenko, V., Ahmedb, S., Popova, V.: Modelling constructed wetland treatment system performance. Ecol. Model. 205, 355–364 (2007). https://doi.org/10.1016/j.ecolmodel.2007.02.030

    Article  Google Scholar 

  15. Vanitha, S., Sivapragasam, C., Nampoothiri, N.: Modelling of dissolved oxygen using genetic programming approach. In: First International conference on Lecture Notes in computer science, vol. 10398, pp. 445–452. Springer, India (2017). https://doi.org/10.1007/978-3-319-64419-6_56

  16. Koza, J.R.: Genetic Programming: on the programming of computers by natural selection, 1st edn. MIT Press, Cambridge, MA (1992)

    MATH  Google Scholar 

  17. Sivapragasam, C., Muttil, N., Muthukumar, S.L., Arun, V.M.: Prediction of algal blooms using genetic programming. Mar. Pollut. Bull. 60, 1849–1855 (2010). https://doi.org/10.1016/j.marpolbul.2010.05.020

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Chandrasekaran Sivapragasam .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Mahalakshmi, R., Sivapragasam, C., Vanitha, S. (2019). Comparison of BOD5 Removal in Water Hyacinth and Duckweed by Genetic Programming. In: Satapathy, S., Joshi, A. (eds) Information and Communication Technology for Intelligent Systems . Smart Innovation, Systems and Technologies, vol 106. Springer, Singapore. https://doi.org/10.1007/978-981-13-1742-2_39

Download citation

Publish with us

Policies and ethics