Biosorption of Methylene Blue by De-Oiled Algal Biomass: Equilibrium, Kinetics and Artificial Neural Network Modelling
Open accessAbstract
The main objective of the present study is to effectively utilize the de-oiled algal biomass (DAB) to minimize the waste streams from algal biofuel by using it as an adsorbent. Methylene blue (MB) was used as a sorbate for evaluating the potential of DAB as a biosorbent. The DAB was characterized by SEM, FTIR, pHPZC, particle size, pore volume and pore diameter to understand the biosorption mechanism. The equilibrium studies were carried out by variation in different parameters, i.e., pH (2-9), temperature (293.16-323.16 K), biosorbent dosage (1-10 g L(-1)), contact time (0-1,440 min), agitation speed (0-150 rpm) and dye concentration (25-2,500 mg L(-1)). MB removal was greater than 90% in both acidic and basic pH. The optimum result of MB removal was found at 5-7 g L(-1) DAB concentration. DAB removes 86% dye in 5 minutes under static conditions and nearly 100% in 24 hours when agitated at 150 rpm. The highest adsorption capacity was found 139.11 mg g(-1) at 2,000 mg L(-1) initial MB concentration. The process attained equilibrium in 24 hours. It is an endothermic process whose spontaneity increases with temperature. MB biosorption by DAB follows pseudo-second order kinetics. Artificial neural network (ANN) model also validates the experimental dye removal efficiency (R2 = 0.97) corresponding with theoretically predicted values. Sensitivity analysis suggests that temperature and agitation speed affect the process most with 23.62% and 21.08% influence on MB biosorption, respectively. Dye adsorption capacity of DAB in fixed bed column was 107.57 mg g(-1) in preliminary study while it went up to 139.11 mg g(-1) in batch studies. The probable mechanism for biosorption in this study is chemisorptions via surface active charges in the initial phase followed by physical sorption by occupying pores of DAB.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Remaining biomass from oil extraction can be used for biomethane, bioethanol, biosorbents for wastewater treatment, and biofertilizer.
“The remaining biomass from oil extraction can be used for biomethane, bioethanol, biosorbents for wastewater treatment, and biofertilizer [11, 16–18].”
From A Holistic Approach to Circular Bioeconomy Through the Sustainable Utilization of Microalgal Biomass for Biofuel and Other Value-Added Products (2024) · cites this paper as [16]
DMB of Microspora sp. achieves 86% removal of methylene blue within 24 h.
“Others used DMB of Microspora sp. for the biosorption of methylene blue, achieving 86% removal within 24 h [16].”
From A Holistic Approach to Circular Bioeconomy Through the Sustainable Utilization of Microalgal Biomass for Biofuel and Other Value-Added Products (2024) · cites this paper as [16]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Pseudo-second order model for sorption processes
Ho, Y., & McKay, G. (1999) · Process Biochemistry · doi:10.1016/s0032-9592(98)00112-5 · Cited by 17,568 · see citing works
Kinetics of Adsorption on Carbon from Solution
Weber, W. J. J., & Morris, J. C. (1963) · Journal of the Sanitary Engineering Division · doi:10.1061/jsedai.0000430 · Cited by 9,864 · see citing works
Chisti, Y. (2007) · Biotechnology Advances · doi:10.1016/j.biotechadv.2007.02.001 · Cited by 9,524 · see citing works
About the Theory of So-Called Adsorption of Soluble Substances
Lagergren, S. K. (1898) · Medical Entomology and Zoology · Cited by 5,216 · see citing works
Zur Theorie der sogenannten Adsorption gelöster Stoffe
(1907) · Zeitschrift für Chemie und Industrie der Kolloide · doi:10.1007/bf01501332 · Cited by 3,447 · see citing works
Kannan, N., & Sundaram, M. M. (2001) · Dyes and Pigments · doi:10.1016/s0143-7208(01)00056-0 · Cited by 1,971 · see citing works
Vadivelan, V., & Kumar, K. V. (2005) · Journal of Colloid and Interface Science · doi:10.1016/j.jcis.2005.01.007 · Cited by 1,651 · see citing works
Interpreting neural-network connection weights
Garson, G. D. (1991) · AI Expert archive · doi:10.5555/129449.129452 · Cited by 1,498 · see citing works
Al-Degs, Y. S., El‐Barghouthi, M. I., El‐Sheikh, A. H., & Walker, G. (2007) · Dyes and Pigments · doi:10.1016/j.dyepig.2007.03.001 · Cited by 1,294 · see citing works
Fungal decolorization of dye wastewaters: a review
Fu, Y., & Viraraghavan, T. (2001) · Bioresource Technology · doi:10.1016/s0960-8524(01)00028-1 · Cited by 1,119 · see citing works
Hao, O. J., Kim, H., & Chiang, P. (2000) · Critical Reviews in Environmental Science and Technology · doi:10.1080/10643380091184237 · Cited by 1,033 · see citing works
Garg, V. K. (2004) · Dyes and Pigments · doi:10.1016/j.dyepig.2004.03.005 · Cited by 799 · see citing works
Decolorization of the textile dyes by newly isolated bacterial strains
Chen, K.-C., Wu, J.-Y., Liou, D.-J., & Hwang, S. J. (2003) · Journal of Biotechnology · doi:10.1016/s0168-1656(02)00303-6 · Cited by 775 · see citing works
Utilization of powdered peanut hull as biosorbent for removal of anionic dyes from aqueous solution
Gong, R., Ding, Y., Li, M., Yang, C., Liu, H., & Sun, Y. (2004) · Dyes and Pigments · doi:10.1016/j.dyepig.2004.05.005 · Cited by 500 · see citing works
BANAT, F. A., Al‐Asheh, S., & Al-Makhadmeh, L. A. (2003) · Process Biochemistry · doi:10.1016/s0032-9592(03)00065-7 · Cited by 378 · see citing works
Gupta, V. K., Mittal, A., Krishnan, L., & Gajbe, V. (2004) · Separation and Purification Technology · doi:10.1016/j.seppur.2004.01.008 · Cited by 364 · see citing works
Venkatachalam, P., Vikram, S. S., & Srivastava, S. (2007) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2007.06.107 · Cited by 344 · see citing works
Adsorption behaviour of methylene blue onto Jordanian diatomite: A kinetic study
Al-Ghouti, M. A., Khraisheh, M. A. M., Ahmad, M. N., et al. (2008) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2008.10.018 · Cited by 301 · see citing works
Bidirectional reaction steps in metabolic networks: II. Flux estimation and statistical analysis
Wiechert, W., Siefke, C., de Graaf, A. A., & Marx, A. (1997) · Biotechnology and Bioengineering · doi:10.1002/(sici)1097-0290(19970705)55:1 · Cited by 239 · see citing works
Batch and fixed bed column studies for the removal of Indosol Yellow BG dye by peanut husk
Sadaf, S., & Bhatti, H. N. (2013) · Journal of the Taiwan Institute of Chemical Engineers · doi:10.1016/j.jtice.2013.05.004 · Cited by 235 · see citing works
Use of rice husk-based porous carbon for adsorption of Rhodamine B from aqueous solutions
Guo, Y., Zhao, J., Zhang, H., Yang, S., Qi, J., Wang, Z., & Xu, H. (2005) · Dyes and Pigments · doi:10.1016/j.dyepig.2004.09.014 · Cited by 234 · see citing works
Vilar, V. J. P., Botelho, C. M. S., & Boaventura, R. A. R. (2006) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2006.12.055 · Cited by 227 · see citing works
Prediction of azo dye decolorization by UV/H2O2 using artificial neural networks
Aleboyeh, A., Kasiri, M. B., Olya, M. E., et al. (2007) · Dyes and Pigments · doi:10.1016/j.dyepig.2007.05.014 · Cited by 221 · see citing works
Kumar, K. V., & Porkodi, K. (2006) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2006.12.010 · Cited by 212 · see citing works
Aber, S., Amani‐Ghadim, A. R., & Mirzajani, V. (2009) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2009.06.025 · Cited by 210 · see citing works
Biosorption of basic dyes by water hyacinth roots
Low, K. S., Lee, C. K., & Tan, K.-S. (1995) · Bioresource Technology · doi:10.1016/0960-8524(95)00007-2 · Cited by 201 · see citing works
Adsorption of cationic dye from aqueous solutions by activated carbon
Karaca, S., Gürses, A., Açıkyıldız, M., et al. (2008) · Microporous and Mesoporous Materials · doi:10.1016/j.micromeso.2008.02.008 · Cited by 198 · see citing works
Sharma, Y. C., & Upadhyay, S. N. (2009) · Energy & Fuels · doi:10.1021/ef9001132 · Cited by 195 · see citing works
Khodaie, M., Ghasemi, N., Moradi, B., et al. (2013) · Journal of Chemistry · doi:10.1155/2013/383985 · Cited by 192 · see citing works
Khataee, A., Dehghan, G., Ebadi, A., Zarei, M., & Pourhassan, M. (2009) · Bioresource Technology · doi:10.1016/j.biortech.2009.11.079 · Cited by 190 · see citing works
Yang, Y., Lin, X., Wei, B., Zhao, Y., & Wang, J. (2013) · International Journal of Environmental Science and Technology · doi:10.1007/s13762-013-0306-0 · Cited by 180 · see citing works
Yang, Y., Wang, G., Wang, B., et al. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.08.125 · Cited by 179 · see citing works
Removal of Lead and Nickel Ions Using Zeolite Tuff
Ali, A. A., & El‐Bishtawi, R. (1997) · Journal of Chemical Technology & Biotechnology · doi:10.1002/(sici)1097-4660(199705)69:1 · Cited by 144 · see citing works
Rubín, E., Rodríguez, P. R., Herrero, R., Cremades, J., Bárbara, I., & de Vicente, M. E. S. (2004) · Journal of Chemical Technology & Biotechnology · doi:10.1002/jctb.1192 · Cited by 140 · see citing works
Recycling and reuse of spent microalgal biomass for sustainable biofuels
Rashid, N., Rehman, M. S. U., & Han, J.-I. (2013) · Biochemical Engineering Journal · doi:10.1016/j.bej.2013.04.001 · Cited by 106 · see citing works
Çelekli̇, A., Birecikligil, S., Geyik, F., & Bozkurt, H. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2011.09.106 · Cited by 104 · see citing works
Otero, M., Žabková, M., & Rodrigues, A. E. (2005) · Separation and Purification Technology · doi:10.1016/j.seppur.2005.02.011 · Cited by 102 · see citing works
Mohan, S. V., Ramanaiah, S. V., & Sarma, P. N. (2007) · Biochemical Engineering Journal · doi:10.1016/j.bej.2007.06.014 · Cited by 102 · see citing works
Hassan, & Ibrahim, O. M. (2013) · The Journal of applied sciences research · Cited by 75 · see citing works
Sadaf, S., Bhatti, H. N., Ali, S., & Rehman, K.-U. (2013) · Desalination and Water Treatment · doi:10.1080/19443994.2013.780985 · Cited by 70 · see citing works
Methylene Blue Adsorption on Natural and Modified Clays
Sarma, G. K., SenGupta, S., & Bhattacharyya, K. G. (2011) · Separation Science and Technology · doi:10.1080/01496395.2011.565012 · Cited by 59 · see citing works
Fernandez, M. E., Nunell, G. V., Bonelli, P. R., et al. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2011.12.003 · Cited by 55 · see citing works
Kumar, P. S., Pavithra, J., Suriya, S., et al. (2014) · Desalination and Water Treatment · doi:10.1080/19443994.2014.924032 · Cited by 51 · see citing works
Adsorption dynamics of methylene blue by acid activated carbon
Arivolix, S., Hema, M., Parthasarathy, S., et al. (2010) · Journal of chemical and pharmaceutical research · Cited by 49 · see citing works
Rajeshwarisivaraj, & Subburam, V. (2002) · Bioresource Technology · doi:10.1016/s0960-8524(02)00089-5 · Cited by 45 · see citing works
Gunasekar, V., & Venkatachalam, P. (2012) · Journal of Chemistry · doi:10.1155/2013/415280 · Cited by 38 · see citing works
Hisarlι, G. (2004) · Journal of Colloid and Interface Science · doi:10.1016/j.jcis.2004.08.089 · Cited by 35 · see citing works
Chao, Y., Gong, R., Liu, B., et al. (2004) · PubMed · Cited by 30 · see citing works
Adsorption dynamics in a stratified convergent tapered bed
Pota, A. A., & Mathews, A. P. (2000) · Chemical Engineering Science · doi:10.1016/s0009-2509(99)00032-9 · Cited by 20 · see citing works
Mechanism of adsorption of methylene blue on magnesium silicate.
Tanada, S., Tomitaro, K. I. T. A., Boki, K., et al. (1980) · Chemical and Pharmaceutical Bulletin · doi:10.1248/cpb.28.2503 · Cited by 11 · see citing works
FT-Raman, FTIR spectra and normal coordinate analysis of 5-bromo-2-nitropyridine
Sundaraganesan, N., Ilakiamani, S., Saleem, H., et al. (2004) · Indian Journal of Pure & Applied Physics · Cited by 11 · see citing works
Biosequestering Potential of Spirulina platensis for Uranium
Dheetcha, A., & Mishra, S. (2008) · Current Microbiology · doi:10.1007/s00284-008-9277-7 · Cited by 9 · see citing works
Self-citationDemir, G. K., Dural, M. U., Alyürük, H., et al. (2012) · Neural Network World · doi:10.14311/nnw.2012.22.029 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Ezhumalai, G., Arun, M., Manavalan, A., Rajkumar, R., & Heese, K. (2024) · Microbial Ecology · doi:10.1007/s00248-024-02376-1 · Cited by 99 · see citing works
Lipid Extracted Microalgal Biomass Residue as a Fertilizer Substitute for Zea mays L.
Maurya, R., Chokshi, K., Ghosh, T., Trivedi, K., Pancha, I., Kubavat, D., Mishra, S., & Ghosh, A. (2016) · Frontiers in Plant Science · doi:10.3389/fpls.2015.01266 · Cited by 72 · see citing works
Self-citation
- Authors
- Maurya, R., Ghosh, T., Paliwal, C., Shrivastav, A., Chokshi, K., Pancha, I., Ghosh, A., & Mishra, S.
- Affiliations
- Central Salt and Marine Chemicals Research Institute (IN)
- Corresponding author
- Mishra, Sandhya
- ORCID
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2014-10-13
- Volume
- 9
- Issue
- 10
- Pages
- e109545
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4195660
- OpenAlex
- W2013212640
- Cited by
- 83
- References
- 53
- Citations by year
- 2026: 3 · 2025: 6 · 2024: 4 · 2023: 8 · 2022: 14 · 2021: 8 · 2020: 10 · 2019: 7 · 2018: 4 · 2017: 4 · 2016: 12 · 2015: 2 · 2014: 1
- FWCI
- 4.81
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Ministry of Earth Sciences
- China Scholarship Council
- Academy of Scientific and Innovative Research
- Central Salt and Marine Chemicals Research Institute, Council of Scientific and Industrial Research
- Topics
- Physical Sciences › Environmental Science › Water Science and Technology › Adsorption and biosorption for pollutant removal
- Physical Sciences › Environmental Science › Water Science and Technology › Coagulation and Flocculation Studies
- Physical Sciences › Engineering › Mechanical Engineering › Carbon Dioxide Capture Technologies
- Keywords
- methylene blue, biosorption, dye removal, adsorption kinetics, pseudo-second-order kinetics, adsorption isotherms, neural network model, fixed-bed column, chemisorption, physisorption, pH effect, temperature effects, stirring speed
- MeSH terms
- Adsorption, Kinetics, Methylene Blue, Thermodynamics, Neural Networks, Computer, Water Purification, Biomass, Wastewater
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review