Literature DB >> 29103069

Genetic programming-based mathematical modeling of influence of weather parameters in BOD5 removal by Lemna minor.

Sivapragasam Chandrasekaran1, Vanitha Sankararajan2, Nampoothiri Neelakandhan1, Mahalakshmi Ram Kumar1.   

Abstract

This study, through extensive experiments and mathematical modeling, reveals that other than retention time and wastewater temperature (Tw), atmospheric parameters also play important role in the effective functioning of aquatic macrophyte-based treatment system. Duckweed species Lemna minor is considered in this study. It is observed that the combined effect of atmospheric temperature (Tatm), wind speed (Uw), and relative humidity (RH) can be reflected through one parameter, namely the "apparent temperature" (Ta). A total of eight different models are considered based on the combination of input parameters and the best mathematical model is arrived at which is validated through a new experimental set-up outside the modeling period. The validation results are highly encouraging. Genetic programming (GP)-based models are found to reveal deeper understandings of the wetland process.

Entities:  

Keywords:  Apparent temperature; BOD5 removal; Genetic programming; Mathematical modeling; Weather conditions; Wetland system

Mesh:

Substances:

Year:  2017        PMID: 29103069     DOI: 10.1007/s10661-017-6337-0

Source DB:  PubMed          Journal:  Environ Monit Assess        ISSN: 0167-6369            Impact factor:   2.513


  8 in total

1.  Assessing the potentials of Lemna minor in the treatment of domestic wastewater at pilot scale.

Authors:  Anima Priya; Kirti Avishek; Gopal Pathak
Journal:  Environ Monit Assess       Date:  2011-08-09       Impact factor: 2.513

2.  Modeling of constructed wetland performance in BOD5 removal for domestic wastewater under changes in relative humidity using genetic programming.

Authors:  Vanitha Sankararajan; Nampoothiri Neelakandhan; Sivapragasam Chandrasekaran
Journal:  Environ Monit Assess       Date:  2017-03-15       Impact factor: 2.513

3.  The logistic growth of duckweed (Lemna minor) and kinetics of ammonium uptake.

Authors:  Kun Zhang; You-Peng Chen; Ting-Ting Zhang; Yun Zhao; Yu Shen; Lei Huang; Xu Gao; Jin-Song Guo
Journal:  Environ Technol       Date:  2014 Mar-Apr       Impact factor: 3.247

4.  Prediction of algal blooms using genetic programming.

Authors:  C Sivapragasam; Nitin Muttil; S Muthukumar; V M Arun
Journal:  Mar Pollut Bull       Date:  2010-06-26       Impact factor: 5.553

5.  Artificial neural network modeling of dissolved oxygen in reservoir.

Authors:  Wei-Bo Chen; Wen-Cheng Liu
Journal:  Environ Monit Assess       Date:  2014-02       Impact factor: 2.513

6.  Effect of circulation on wastewater treatment by Lemna gibba and Lemna minor (floating aquatic macrophytes).

Authors:  Dilek Demirezen Yilmaz; Hatice Akbulut
Journal:  Int J Phytoremediation       Date:  2011 Nov-Dec       Impact factor: 3.212

Review 7.  The capacity of duckweed to treat wastewater: ecological considerations for a sound design.

Authors:  Sabine Körner; Jan E Vermaat; Siemen Veenstra
Journal:  J Environ Qual       Date:  2003 Sep-Oct       Impact factor: 2.751

8.  Performance assessment of aquatic macrophytes for treatment of municipal wastewater.

Authors:  Mumtaz Shah; Hashim Nisar Hashmi; Arshad Ali; Abdul Razzaq Ghumman
Journal:  J Environ Health Sci Eng       Date:  2014-07-16
  8 in total

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