Skip to main content
Log in

Numerical study of the antibiotic transport and distribution in the Laizhou Bay, China

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

A large number of antibiotic residues are discharged into aquatic environments due to the widespread use of antibiotics in daily life. After a series of processes in the water, the residues will potentially have adverse impacts on water ecosystem and human health. Therefore, it is critical for mediating the pollution to know how the antibiotics transport and distribute in the water. This study utilizes a two-dimensional lattice Boltzmann model to find out the transport and distribution of antibiotics in a highly polluted area, the Laizhou Bay in China. Furthermore, the model was used to simulate two scenarios in the Laizhou Bay, the antibiotics from sewage treatment plants and the contamination of mariculture. The simulated results show that the model as an effective tool can provide a useful basis for the management of antibiotics-related environmental issues in the Laizhou Bay.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

References

  • Andreozzi R, Raffaele M, Nicklas P (2003) Pharmaceuticals in STP effluents and their solar photodegradation in aquatic environment. Chemosphere 50(10):1319–30

    CAS  Google Scholar 

  • Chen H, Jing L, Teng Y, Wang J (2018) Multimedia fate modeling and risk assessment of antibiotics in a water-scarce megacity. Journal of Hazardous Materials 348:75–83

    CAS  Google Scholar 

  • Chi J, Yang Q (2012) Effects of Potamogeton crispus L. on the fate of phthalic acid esters in an aquatic microcosm. Water Research 46(8):2570–2578

    CAS  Google Scholar 

  • Du J, Zhao H, Chen J (2015) Simultaneous determination of 23-antibiotics in mariculture water using solid-phase extraction and high performance liquid chromatography-tandem mass spectrometry. Chinese J Chromatograph 33(4):348

    CAS  Google Scholar 

  • Fick J, Söderström H, Lindberg R, Phan C, Tysklind M, Larsson D (2010) Contamination of surface, ground, and drinking water from pharmaceutical production. Environmental Toxicology & Chemistry 28 (12):2522–2527

    Google Scholar 

  • Ginzburg I (2005) Equilibrium-type and link-type lattice Boltzmann models for generic advection and anisotropic-dispersion equation. Adv Water Resources 28(11):1171–1195

    CAS  Google Scholar 

  • Ginzburg I, Verhaeghe F, D’Humieres D (2008) Two-relaxation-time lattice Boltzmann scheme: about parametrization, velocity, pressure and mixed boundary conditions. Commun Comput Phys 3(3):427–478

    Google Scholar 

  • Gothwal R, Thatikonda S (2018) Mathematical model for the transport of fluoroquinolone and its resistant bacteria in aquatic environment. Environmental Science and Pollution Research 25(21):20439–20452

    CAS  Google Scholar 

  • Hallingsørensen B, Jørgensen E (2000) Algal toxicity of antibacterial agents used in intensive farming. Chemosphere 40(7):731–739

    Google Scholar 

  • Hallingsørensen B, Nors N, Lanzky P, Ingerslev F, Holten L, Jørgensen S (1998) Occurrence, fate and effects of pharmaceutical substances in the environment-A review. Chemosphere 36(2):357

    Google Scholar 

  • Holmström K, Gräslund S, Wahlström A, Poungshompoo S, Bengtsson B, Kautsky N (2003) Antibiotic use in shrimp farming and implications for environmental impacts and human health. Int J Food Sci Technol 38(3):255–266

    Google Scholar 

  • Kümmerer K (2003) Significance of antibiotics in the environment. Journal of Antimicrobial Chemotherapy 52(1):5–7

    Google Scholar 

  • Kümmerer K (2009) Antibiotics in the aquatic environment-a review-Part II. Chemosphere 75 (4):435–441

    Google Scholar 

  • Li C, Lu J, Liu J, Zhang G, Tong Y, Ma N (2016) Exploring the correlations between antibiotics and antibiotic resistance genes in the wastewater treatment plants of hospitals in Xinjiang, China. Environmental Science and Pollution Research 23(15):15111–15121

    CAS  Google Scholar 

  • Liu H, Zhang J, Shafiai SH (2016) A second-order treatment to the wet-dry interface of shallow water. J Hydrology 536:514–523

    Google Scholar 

  • Liu H, Zhang J, Wang H, Ding Y, Yi Y (2017) Numerical modeling of the tidal wave run-up and the eelgrass habitat at the Laizhou Bay. Ecological Modelling 360:378–386

    Google Scholar 

  • Liu J, Wong M (2013) Pharmaceuticals and personal care products (PPCPs): A review on environmental contamination in China. Environment International 59(3):208–224

    CAS  Google Scholar 

  • Lv T, Sun B, Wang J, Jin Y, He X, Yu H, qing Ma Y (2017) The hydrodynamic environment variability of Laizhou bay response to the marine engineering. Marine Environmental Science 36(4):571–577

    Google Scholar 

  • Meng L, Yang B, Xue N (2015) A review on environmental behaviors and ecotoxicology of fluoroquinolone antibiotics. Asian Journal of Ecotoxicology 10(2):76–88

    CAS  Google Scholar 

  • Min M, Lu G (2013) Antibiotics in water environment. Chem Bioeng 30(11):19–22

    CAS  Google Scholar 

  • Peng Y, Zhang J, Zhou J (2016) Lattice Boltzmann model using two relaxation times for shallow-water equations. Journal of Hydraulic Engineering 142(2):06015017

    Google Scholar 

  • Ryan C, Tan D, Arnold W (2011) Direct and indirect photolysis of sulfamethoxazole and trimethoprim in wastewater treatment plant effluent. Water Res 45(3):1280–6

    CAS  Google Scholar 

  • Shi H, Wang XC, Li Q, Jiang S (2016) Degradation of typical antibiotics during human feces aerobic composting under different temperatures. Environmental Science and Pollution Research 23 (15):15076–15087

    CAS  Google Scholar 

  • Torniainen K, Mattinen J, Askolin C, Tammilehto S (1997) Structure elucidation of a photodegradation product of ciprofloxacin. Journal of Pharmaceutical & Biomedical Analysis 15(7):887–894

    CAS  Google Scholar 

  • Xiao J, Liu L, Zou S (2008) Photodegradation behavior of representative macrolide antibiotics in water environment. Guangzhou Chemistry 33(2):1–5

    Google Scholar 

  • Xu H, Jiang T (1990) Numerical simulation on tidal current and pollutant diffusion in Laizhou Bay. Marine Science Bulletin 9(4):64–72

    Google Scholar 

  • Yang G, Fan M, Zhang G (2014) Emerging contaminants in surface waters in China - a short review. Environmental Research Letters 9(7):074018

    Google Scholar 

  • Zhang C (2013) The distribution, migration and transformation of PhACs in wastewater treatment process. Master’s Thesis, Hebei University of Engineering

  • Zhang L (2016) Optimization of quinolone antibiotics detection method and in water photolysis and hydrolysis characteristics research. Master’s Thesis, Jilin Agricultural University

  • Zhang Q, Ying G, Pan C, Liu Y, Zhao J (2015) Comprehensive evaluation of antibiotics emission and fate in the river basins of China: source analysis, multimedia modeling, and linkage to bacterial resistance. Environment Sci Technol 49(11):6772–6782

    CAS  Google Scholar 

  • Zhang R, Zhang G, Zheng Q, Tang J, Chen Y, Xu W, Zou Y, Chen X (2012) Occurrence and risks of antibiotics in the Laizhou Bay, China: impacts of river discharge. Ecotoxicology & Environmental Safety 80(2):208–215

    CAS  Google Scholar 

  • Zhang R, Zhang G, Zheng Q, Tang J, Jun L, Liu X, Zou Y, Chen X, Yang Z (2012) Concentrations and spatial distributions of selected quinolones antibiotics in Laizhou Bay and main rivers flowing into the bay. Marine Environmental Science 31(1):53–47

    Google Scholar 

  • Zhou J (2004) Lattice Boltzmann methods for shallow water flows. Springer, Berlin

    Google Scholar 

  • Zhou J (2011) Lattice Boltzmann method for advection and anisotropic dispersion equation. J Appl Mech 78(2):856–875

    Google Scholar 

  • Zou S, Xu W, Zhang R, Tang J, Chen Y, Zhang G (2011) Occurrence and distribution of antibiotics in coastal water of the Bohai Bay, China: Impacts of river discharge and aquaculture activities. Environmental Pollution 159(10):2913–2920

    CAS  Google Scholar 

Download references

Funding

This work was supported by the National Key R&D Program (2018YFC1406404) and the National Natural Science Foundation of China (51779011).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Haifei Liu.

Additional information

Responsible Editor: Marcus Schulz

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix: The Dry-wet boundary

Appendix: The Dry-wet boundary

When it comes to the dry-wet boundary, two cases with n < 4 and n ≥ 4 are included, n is the number of the adjacent wet nodes of a dry node (Fig. 12). The undetermined fα at dry nodes moving to wet nodes can be calculated by Eq. (21) (Liu et al. 2016). Take Fig. 12a for instance, f1,f2, and f8 at t + Δt can be calculated from

$$ \begin{array}{r} f_{\alpha}=f_{\alpha}^{(0)}-\tau_{a}{\varDelta} t[(\frac{\partial}{\partial t}+e_{\alpha j}\frac{\partial}{\partial x_{j}})f_{\alpha}^{(0)}+3\omega_{\alpha}\frac{g\overline{h}e_{\alpha j}\partial Z_{b}}{e^{2}\partial x_{j}}-3\omega_{\alpha}\frac{e_{\alpha i}F_{i}}{e^{2}}]+\\\tau_{a}^{2}({\varDelta} t)^{2}(1-\frac{1}{2\tau_{a}})[(\frac{\partial}{\partial t}+e_{\alpha j}\frac{\partial}{\partial x_{j}})^{2}f_{\alpha}^{(0)}+3\omega_{\alpha}\frac{ge_{\alpha j}}{{e^{2}}}(\frac{\partial h}{\partial t}+e_{\alpha j}\frac{\partial h}{\partial x_{j}})\frac{\partial Z_{b}}{\partial x_{j}}+\\3\omega_{\alpha}\frac{g\overline{h}e_{\alpha i}e_{\alpha j}\partial^{2} Z_{b}}{e^{2}\partial x_{i}\partial x_{j}}-3\omega_{\alpha}\frac{e_{\alpha j}}{{e^{2}}}(\frac{\partial F_{i}}{\partial t}+e_{\alpha j}\frac{\partial F_{i}}{\partial x_{j}})]. \end{array} $$
(21)

However, there are still undetermined f3 and f7, which can be calculated by the average value of its adjacent nodes for n < 4 as Eq. 22. If n ≥ 4 (Fig. 12b), only undetermined term f0 can be obtained by Liu et al. (2016)

$$ f_{\alpha}=\frac{1}{8}\sum\limits_{\alpha=1}^{8}f_{\alpha}(x+e_{\alpha}{\varDelta} t). $$
(22)
Fig. 12
figure 12

Sketch of the dry-wet interface (d and w represent dry and wet grids, respectively): an < 4; b n ≥ 4.

Therefore, the computing procedure can be summarized as:

  • i. Initialize the h, u, and v in the wet area;

  • ii. Calculate \(f_{\alpha }^{eq}\) from Eq. (11);

  • iii. In case of fα > 0 at the dry grid next to the dry-wet interface (the flow at a wet node has enough momentum to arrive at the adjacent dry node), fα at dry grid can be obtained by Eqs. (21) and (22). Aside from this case, the bounce-back boundary is implemented to determining fα;

  • iv. Calculate fα using Eq. (4);

  • v. Utilize step iii to obtain the undetermined fα at the dry grid at t + Δt;

  • vi.Update h, u, and v in the wet area with Eqs. (12)–(13);

  • vii. Go back to step ii and repeat steps iiivi until getting the results in the required time.

Similarly, for the ADR model, g1,g2, and g8 at t + Δt can be calculated by

$$ \begin{array}{c} g_{\alpha}=g_{\alpha}^{(0)}-\tau_{a}{\varDelta} t[(\frac{\partial}{\partial t}+s_{\alpha j}\frac{\partial}{\partial x_{j}})g_{\alpha}^{(0)}-\frac{S_{c}}{b}]+\\\tau_{a}^{2}({\varDelta} t)^{2}(1-\frac{1}{2\tau_{a}})[(\frac{\partial}{\partial t}+s_{\alpha j}\frac{\partial}{\partial x_{j}})^{2}g_{\alpha}^{(0)}-\frac{S_{c}}{b}], \end{array} $$
(23)

and

$$ g_{\alpha}^{(0)}=0, \frac{\partial g_{\alpha}^{(0)}}{\partial t}=\frac{g_{\alpha}^{(0)}(t)-g_{\alpha}^{(0)}(t-1)}{{\varDelta} t}=0, $$
(24)

g0 can be calculated from

$$ g_{0}=\frac{1}{8}\sum\limits_{\alpha=1}^{8}g_{\alpha}(x+s_{\alpha}{\varDelta} t). $$
(25)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xing, L., Liu, H. & Zhou, J.G. Numerical study of the antibiotic transport and distribution in the Laizhou Bay, China. Environ Sci Pollut Res 27, 37760–37772 (2020). https://doi.org/10.1007/s11356-020-09770-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-020-09770-5

Keywords

Navigation