Exploring the effects of different combinations of predictor variables for the treatment of wastewater by microalgae and biomass production
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DT algorithms can efficiently assess extensive microalgae datasets and identify optimal combinations of predictor factors for constructing new trials.
“DT algorithms can efficiently assess extensive microalgae datasets and identify optimal combinations of predictor factors for constructing new trials.”
From Reinvigorating algal cultivation for biomass production with digital twin technology - a smart sustainable infrastructure (2024) · cites this paper as [89]
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Growth Efficiency of Chlorella sorokiniana in Synthetic Media and Unsterilized Domestic Wastewater
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Palanisamy, K. M., Bhuyar, P., Rahim, M. H. A., Govindan, N., & Maniam, G. P. (2023) · International Journal of Energy Research · doi:10.1155/2023/2257271 · Cited by 22 · see citing works
Jery, A. E., Noreen, A., Isam, M., Arias‐Gonzáles, J. L., Younas, T., Al-Ansari, N. A., & Sammen, S. S. (2023) · Applied Water Science · doi:10.1007/s13201-023-01957-8 · Cited by 21 · see citing works
Kong, T., Li, A., & Zhang, L. (2025) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2025.118131 · Cited by 20 · see citing works
Verma, M., & Mishra, V. (2023) · Waste and Biomass Valorization · doi:10.1007/s12649-023-02050-6 · Cited by 18 · see citing works
Self-citationMachine learning framework for wastewater circular economy — Towards smarter nutrient recoveries
Soo, A., Gao, L., & Shon, H. K. (2024) · Desalination · doi:10.1016/j.desal.2024.118092 · Cited by 24 · see citing works
Mafat, I. H., Palla, S., & Surya, D. V. (2024) · Value Added Products From Bioalgae Based Biorefineries: Opportunities and Challenges · doi:10.1007/978-981-97-1662-3_18 · Cited by 17 · see citing works
Freitas, G. R., Badenes, S. M., Oliveira, R., & Martins, F. G. (2025) · Processes · doi:10.3390/pr13092956 · Cited by 15 · see citing works
Revolutionizing water and wastewater treatment: Data-driven approaches for advanced solutions
Maqsood, Q., Fatima, R., Rafaqat, F., Mehmood, T., Ali, S. W., & Hussain, M. (2025) · Desalination and Water Treatment · doi:10.1016/j.dwt.2025.101432 · Cited by 14 · see citing works
Lopez, A. M., Savage, S., & Zhou, Z. (2025) · Renewable Energy · doi:10.1016/j.renene.2025.123901 · Cited by 15 · see citing works
Singh, V., & Mishra, V. (2022) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2022.108444 · Cited by 13 · see citing works
Self-citationKalwani, M., & Vítová, M. (2026) · Algal Research · doi:10.1016/j.algal.2026.104620 · Cited by 12 · see citing works
Singh, V., Mehra, R., Ramesh, K. B., Srivastava, P., & Mishra, A. (2023) · Bioresource Technology · doi:10.1016/j.biortech.2023.129619 · Cited by 10 · see citing works
Self-citationKayan, I., & Öz, N. A. (2025) · Journal of Chemical Technology & Biotechnology · doi:10.1002/jctb.7856 · Cited by 10 · see citing works
Jehalee, F., Maneechote, W., Srinuanpan, S., ., W. P.-A., Phusunti, N., Mouradov, A., & Cheirsilp, B. (2024) · Biochemical Engineering Journal · doi:10.1016/j.bej.2024.109318 · Cited by 9 · see citing works
Algae-driven bioelectrochemical systems: Recent advances, applications, and prospects
Apollon, W., Verma, M., Kuleshova, T. E., Mishra, V., Gwenzi, W., Mittal, Y., Jadhav, D. A., Kadier, A., Ghosh, S. B., Malloum, A., et al. (2025) · Biotechnology Advances · doi:10.1016/j.biotechadv.2025.108675 · Cited by 8 · see citing works
Self-citationHtoo, N. Y. M., Pumas, C., Srinuanpan, S., Kee, P. E., Lan, J. C., Lim, J. W., Upadhyay, S. K., & Khoo, K. S. (2024) · BioEnergy Research · doi:10.1007/s12155-024-10777-w · Cited by 9 · see citing works
Machine Learning Assisted Image Analysis for Microalgae Prediction
Sundaram, K. M., Sikhakolli, S. K., Deshpande, A. P., Chinnadurai, S., & Rajendran, K. (2024) · ACS ES&T Engineering · doi:10.1021/acsestengg.4c00598 · Cited by 8 · see citing works
Time series forecasting of microalgae cultivation for a sustainable wastewater treatment
Sundaram, K. M., Kumar, D., Lee, J., Barathi, S., & Rajendran, K. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.106845 · Cited by 7 · see citing works
Mora-Sánchez, J. F., González-Camejo, J., Seco, A., & Ruano, M. V. (2022) · ChemEngineering · doi:10.3390/chemengineering6020024 · Cited by 6 · see citing works
Solar-driven water purification technologies
Ganeshan, A., & Jha, N. (2025) · International Journal of Advances in Engineering Sciences and Applied Mathematics · doi:10.1007/s12572-025-00400-2 · Cited by 4 · see citing works
Melo, L. B. U., Borrego, B. B., Gracioso, L. H., Campos, M. V. P. B. D. [., Barrera-Alba, J. J., & Perpetuo, E. A. (2026) · Water Environment Research · doi:10.1002/wer.70276 · Cited by 4 · see citing works
A novel hybrid machine learning approach for biorefinery products in pesticide-rich wastewater
Üngörmüş, C., & Onay, A. (2026) · Environmental Technology & Innovation · doi:10.1016/j.eti.2026.104758 · Cited by 2 · see citing works
Advancement in Biodiesel Production Methodologies Using Different Feedstock
Tripathi, G., Dubey, P., Yadav, P., Salijonova, S., & Farooqui, A. (2023) · Springer water · doi:10.1007/978-3-031-40198-5_15 · Cited by 2 · see citing works
Fuzzy Logic and AI Hybrid Prediction System to Evaluate Carbon Dioxide Fixation by Microalgae
Gupta, A. K., Bhandari, N. S., Jain, S., Deogaonkar, A., Goyal, S., & Rayal, A. (2024) · Global AI Summit - International Conference on Artificial Intelligence and Emerging Technology (AI Summit) · doi:10.1109/globalaisummit62156.2024.10947848 · Cited by 1 · see citing works
Regulatory key points on microalgae-based food products
de Medeiros, V. P. B., Silva, F. A., Pontes, E., Pimentel, T. C., & Magnani, M. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-22080-7.00014-4 · Cited by 1 · see citing works
Marine microalgal biofuels: toward a systems-based circular biofactory
Feng, S., Ngo, H. H., Cai, Z., Guo, W., & Zhang, H. (2026) · Trends in biotechnology · doi:10.1016/j.tibtech.2026.04.006 · Cited by 1 · see citing works
Sundaram, K. M., Elumalai, R., Aguado, A. J. F., Juneja, A., & Rajendran, K. (2026) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2026.105118 · Cited by 1 · see citing works
Singh, V., Prasad, B., & Mishra, V. (2023) · Springer eBooks · doi:10.1007/978-981-99-3106-4_2 · Cited by 1 · see citing works
Self-citationRemoval of Micropollutants in Industrial Wastewater Using Microalgae
Onay, M., & Onay, A. (2024) · Wiley eBooks · doi:10.1002/9783527843367.ch17 · Cited by 1 · see citing works
Thevarajah, B., Nimarshana, P. H. V., Hanifa, N. M., Dayanath, M., Ariyadasa, T. U., & Chang, J.-S. (2026) · Biochemical Engineering Journal · doi:10.1016/j.bej.2026.110430
- Authors
- Singh, V., & Mishra, V.
- Affiliations
- Indian Institute of Technology BHU (IN)
- Corresponding author
- Mishra, Vishal
- Venue
- Biochemical Engineering Journal
- Publisher
- Elsevier BV
- Published
- 2021-10
- Volume
- 174
- Pages
- 108129
- ISSN
- 1369-703X (ISSN-L)
- OpenAlex
- W3177594093
- Cited by
- 46
- References
- 295
- Citations by year
- 2026: 6 · 2025: 11 · 2024: 10 · 2023: 12 · 2022: 6 · 2021: 1
- FWCI
- 1.36
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Biochemical Engineering Journal (publishedVersion)
- Topics
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Algal biology and biofuel production
- Physical Sciences › Environmental Science › Waste Management and Disposal › Wastewater Treatment and Reuse
- Physical Sciences › Environmental Science › Environmental Chemistry › Aquatic Ecosystems and Phytoplankton Dynamics
- Keywords
- microalgae-based wastewater treatment, microalgae cultivation, decision tree analysis, nitrogen removal, phosphorus removal, resource recovery
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