Published
Bench-Scale Biopile Hydrocarbons Removal Optimization Using the Response Surface Methodology and Simultaneous Optimization
Optimización de la remoción de hidrocarburos en biopilas a escala de banco utilizando metodología de superficie de respuesta y optimización simultánea
DOI:
https://doi.org/10.15446/ing.investig.97848Keywords:
biopile, Box-Behnken, hydrocarbon removal, response surface methodology, simultaneous optimization (en)biopila, Box-Behnken, metodología de superficie de respuesta, optimización simultánea, remoción de hidrocarburos (es)
Nowadays, the generation of vast volumes of oily sludges is associated with industrial operations such as production, pretreatment, processing, water separation, and storage tank maintenance. Biopiles can be more efficient than other techniques for removing hydrocarbons in sludges, but their removal efficiency depends on operating variables. The goal of this study was to determine the best operating variable ranges at the bench scale to simultaneously optimize hydrocarbons removal in a biopile prototype. This research was conducted within the framework of a Cuban project and used an experimental protocol that integrates several standardized methods and engineering procedures into a series of steps. A Box-Behnken design was implemented for three factors and two response variables: the mass of Total Petroleum Hydrocarbons (TPH) removed and the final concentration of TPH. A simultaneous optimum was obtained for an initial TPH concentration of 39 278 mg·kg-1 and contents of texturizer and moisture of 6,45 and 25,95%, respectively. The obtained variable ranges ensure a compromise solution that maximizes the mass of TPH removed and keeps the contaminant concentration under the Cuban disposal regulations. The results have been used to set up the biopiles at a pilot scale as a subsequent stage of the project.
La generación de volúmenes de lodos oleosos está asociada a operaciones industriales como producción, pretratamiento, procesamiento, tratamiento de aguas y mantenimiento de tanques de almacenamiento. Las biopilas pueden ser más eficientes que otras técnicas para degradar los hidrocarburos en lodos, pero su eficiencia en la remoción depende de variables operativas. El objetivo de este estudio fue determinar los mejores rangos de variables operativas a escala de banco para optimizar simultáneamente la eliminación de hidrocarburos en un prototipo de biopila. Esta investigación se desarrolló en el marco de un proyecto cubano y utilizó un protocolo experimental que integra varios métodos estandarizados y procedimientos de ingeniería en una serie de pasos. Se implementó un diseño Box-Behnken para tres factores y dos variables de respuesta: la masa de Hidrocarburos Totales de Petróleo (HTP) removida y la concentración final de HTP. Se obtuvo un óptimo simultáneo para una concentración inicial de HTP de 39 278 mg·kg-1 y porcentajes de texturizante y humedad de 6,45 y 25,95 % respectivamente. Los valores obtenidos garantizan una solución de compromiso que maximiza la masa de HTP removida y mantiene los hidrocarburos bajo lo establecido en la normativa cubana de eliminación de residuos. Los resultados fueron utilizados para establecer biopilas a escala piloto en una siguiente etapa del proyecto.
References
Abdul, M., and Webb, C. (2017). Design aspects of solid-state fermentation as applied to microbial bioprocessing. Journal of Applied Biotechnology & Bioengineering, 4(1), 1-25. https://doi.org/10.15406/jabb.2017.04.00094
Agarry, S., and Ogunleye, O. (2012). Box-Behnken design application to study enhanced bioremediation of soil artificially contaminated with spent engine oil using biostimulation strategy. International Journal of Energy and Environmental Engineering, 3(31), 1-14. https://doi.org/10.1186/2251-6832-3-31
Al-Hawash, A. B., Dragh, M. A., Li, S., Alhujaily, A., Abboud, A., Zhang, X., and Fuying, M. (2018). Principles of microbial degradation of petroleum hydrocarbons in the environment. The Egyptian Journal of Aquatic Research, 44(2), 71-76. https://doi.org/10.1016/j.ejar.2018.06.001
ASTM International (2002). D 422 -63. Standard test method for particle-size analysis of soils. ASTM International. https://civillabs.kashanu.ac.ir/file/download/page/1593845138-d-422-63-r02-rdqymg-.pdf
ASTM International (2017). D2487. Standard practice for engineering purpose soil classification. ASTM International. https://civilnode.com/download-standard/10667907375737/astm-d2487-standard-practice-for-classification-of-soils-for-engineering-purposes-unified-soil-classification-system
BATTELLE-NFESC (1996). Biopile design and construction manual. Technical Memorandum TM-2189-ENV. BATTELLE Environmental Restoration Department and Naval Facilities Engineering Service Center (NFESC). https://clu-in.org/download/techfocus/bio/Biopile-design-and-construction-1996-tm-2189.pdf
Casals, E., Rabassa, D., Viera, O., Gutiérrez, O., and Castro, D. (2020). Comportamiento de factores abióticos en la biorre-mediación de residuos petrolizados mediante biopilas a es-cala semi-piloto. Centro Azúcar, 47(3), 36-46. http://hdl.handle.net/11583/2870192
Castro Rodríguez, David Javier, Jiménez González, Yudexi, Gutiérrez Benítez, Ornar, Viera Ribot, Orlando Manuel, Rabas-sa Rabassa, Dayana, Casals Pérez, Enmanuel, and Demichela, Micaela. (2022a). Quality function deployment to determine the design requirements in experimental biopiles at bench-scale evaluated as a resilient strategy for the degradation of oily waste. Ingeniare. Revista Chilena de ingeniería, 30(3), 439-454. https://doi.org/10.4067/S0718-33052022000300439
Castro, D., González, Y., Gutiérrez, O., Viera, O., Casals, E., Rabassa, D., and Demichela M. (2022b). QFD to determine experimental biopiles requirements, evaluated at bench-scale as a resilient strategy against soil contamination with oil residues. Chemical Engineering Transactions, 91, 1-6. https://dx.doi.org/10.3303/CET2291084
Castro, D., Gutiérrez, O., Casals, E., Demichela, M., Godio, A., and Chiampo, F. (2022c). Bioremediation of hydrocarbon-polluted soil: Evaluation of different operative parameters. Applied Sciences, 12(4) 2012. https://doi.org/10.3390/app12042012
Castro Rodríguez, D. J., Gutiérrez Benítez, O., Casals Pérez, E., Demichela, M., Godio, A., and Chiampo, F. (2022d). Categorical multifactor design to evaluate different operative parameters during the bioremediation of hydrocarbon-polluted soil in early experimental stages. In AIDIC (Eds.), Proceedings of the GRICU 2022: Centralità dell’Ingegneria Chimica in un-Mondo che cambia. Book of abstracts. AIDIC-Associazione Italiana di Ingegneria Chimica. (pp. 294-297) https://dx.doi.org/10.3303/BOA2201
Casale, A., Bosco, F., Chiampo, F., Franco, D., Ruffino, B., Godio, A., and Pujari, P. R. (2018). Soil microcosm set up for a bioremediation study. In The IRED (Eds.), Proceedings of the Sixth International Conference on Advances in Bio-Informatics, Bio-Technology and Environmental Engineering (pp. 12-15). The IRED. https://doi.org/10.15224/978-1-63248-148-1-03
CITMA (n.d.). Proyecto Estrategia Ambiental Territorial. Provin-cia de Cienfuegos 2021/2030. Etapa 2021-2025”. 2021. Minis-terio de Ciencia, Tecnología y Medio Ambiente de Cuba (CITMA). https://www.scribd.com/document/556922951/Estrategia-Ambiental-Territorrial-Cienfuegos-2021-2030
de Oliveira, J. V., Alves, Y. L., De Souza, L. L., De Lacerda, I. M., Brandão, S., and Ferro, I. M. (2018). Use of bioremediation for the removal of petroleum hydrocarbons from the soil: An overview. International Journal of Environment, Agriculture and Biotechnology, 3(5), 1831-1838. http://dx.doi.org/10.22161/ijeab/3.5.35
Environmental Protection Agency (EPA) (2017). How to evaluate alternative cleanup technologies for underground storage tank sites. A guide for corrective action plan reviewers. Chapter: IV Biopiles (EPA 510-B-17-003). EPA. https://www.epa.gov/sites/production/files/2014-03/documents/tum_ch4.pdf
Gutiérrez, H., and de la Vara, R. (2012). Análisis y diseño de experimentos (3rd ed.). McGraw-Hill/Interamericana Editores, S. A. de C. V..
Gutiérrez, O. Castro, D., Viera, O., Casals, E., and Rabassa, D. (2021). Cinética de la degradación de hidrocarburos me-diante biopilas a escala de banco. Tecnología Química, 41(2), 349-369. https://tecnologiaquimica.uo.edu.cu/index.php/tq/article/view/5197
Gutiérrez, O., Castro, D., Viera, O., Casals, E., and Rabassa, D. (2020). Diseño ingeniero y montaje de unidades experimenta-les para la biorremediación de residuos petrolizados a escala de banco. Tecnología Química, 40(3), 564-562. https://tecnologiaquimica.uo.edu.cu/index.php/tq/article/view/5168
Khaled, M., Saleh, M., and Majid A. (2016). Bioremediation of diesel fuel by fungal consortium using statistical experimental designs. Polish Journal of Environmental Studies, 25(1), 1-10. https://doi.org/10.15244/pjoes/42493
Kumar, A., Bisht, B., Joshi, V., and Dhewa, T. (2011). Review on bioremediation of polluted environment: a management tool. International Journal of Environmental Sciences, 1(6), 1079-1093.
Karmoker, J. R., Hasan, I., Ahmed, N., Saifuddin, M., and Reza, M. S. (2019). Development and optimization of acyclovir loaded mucoadhesive microspheres by Box -Behnken design. Dhaka University Journal of Pharmaceutical Sciences, 18(11), 1-12. https://doi.org/10.3329/dujps.v18i1.41421
Kuehl, R. O. (2001). Principios estadísticos para el diseño y análisis de investigaciones (2nd ed.). Thompson/Learning.
Martinez L., Ruberto, L., Lo Balbo A., and Mac Cormack, W. (2017). Bioremediation of hydrocarbon-contaminated soils in cold regions: Development of a pre-optimized biostimulation biopile-scale field assay in Antarctica. Science of the Total Environment, 590-591, 194-203. https://doi.org/10.1016/j.scitotenv.2017.02.204
Martinez, L. M., Lo Balbo A., Mac, W. P., and Ruberto, A. M. (2015). Bioremediation of a petroleum hydrocarbon-contaminated Antarctic soil: Optimization of a biostimulation strategy using a response-surface methodology (RSM). Cold Regions Science and Technology, 119, 61-67. https://doi.org/10.1016/j.coldregions.2015.07.005
Montgomery, D. C. (2017). Design and analysis of experiments (9th ed.). John Wiley & Sons Inc.
Oficina Nacional de Normalización (ONN) (2017) Manejo de fondaje de tanques de almacenamiento de petróleo y sus derivados. (NC 819: 2017). Norma Cubana. Oficina Nacional de Normalización (ONN).
Ossai, I. C., Ahmed, A., Hassan, A., Shahul, F., and Ball, A. S. (2020). Remediation of soil and water contaminated with petroleum hydrocarbon: A review. Environmental Technology and Innovation, 17, 100526. https://doi.org/10.1016/j.eti.2019.100526
Prakash, V., Saxena, S., Sharma, A., Singh, S., Silva, A., and Ku-mar, S. (2015). Treatment of oil sludge contamination by composting. Journal of Bioremediation & Biodegradation, 6(3), 1-6. https://doi.org/10.4172/2155-6199.1000284
Riser-Robert, E. (2019) Remediation of petroleum contaminated soils: Biological, physical, and chemical processes. CRC Press. Taylor & Francis Group. https://doi.org/10.1007/BF03037726
Shuo, S., Qiyou, L., Shuiquan, C., Wenhe, Y., Chaocheng Z., and Hongkun, C. (2019) Optimization for microbial degradation of petroleum hydrocarbon (TPH) by Enterobacter sp. S-1 using response surface methodology. Petroleum Science and Technology, 37(7), 821-828. https://doi.org/10.1080/10916466.2019.1566256
Shahryar, J. (2017). Environmental impacts of the petroleum industry. In J. Sharyar (Ed.), Petroleum Waste Treatment and Pollution Control (vol. 3, pp. 86-115). Butterworth-Heinemann. https://doi.org/10.1016/B978-0-12-809243-9.00007-9
Thapa, B., Kumar, A., and Ghimire, A. (2012) A review on bio-remediation of petroleum hydrocarbon contaminants in soil. Kathmandu University Journal of Science, Engineering and Technology, 8(1), 164-170. https://doi.org/10.3126/kuset.v8i1.6056
Tyagi, M., da Fonseca M. M. R., and de Carvalho, C. C. R. (2011). Bioaugmentation and biostimulation strategies to improve the effectiveness of bioremediation processes. Biodegradation, 22, 231-241. https://doi.org/10.1007/s10532-010-9394-4
Varjani, S. (2017). Microbial degradation of petroleum hydro-carbons. Bioresource Technology, 223(2017), 276-286. https://doi.org/10.1016/j.biortech.2016.10.037
Velasco, J. A., and Volke, T. L. (2003). El composteo: una alter-nativa tecnológica para la biorremediación de suelos en México. Gaceta Ecológica, 66, 41-53. https://www.redalyc.org/pdf/539/53906604.pdf
Volke, T. L., and Velasco, J. A. (2002). Tecnologías de reme-diación para suelos contaminados. Instituto Nacional de Eco-logía (INE-SEMARNAT). http://www.ecopuerto.com/Bicentenario/informes/TecnologiasRemediacion.pdf
Wu, G., and Coulon, F. (2015). Protocol for biopile construction treating contaminated soils with petroleum hydrocarbons. In T, McGenity, K. Timmis, and B. Nogales (Eds.), Hydrocarbon and Lipid Microbiology Protocols (pp. 181-194). Springer. https://doi.org/10.1007/8623_2015_149
Yuniati, M. D. (2017). Bioremediation of petroleum-contaminated soil: A Review. IOP Conference Series: Earth and Environmental Science, 118, 18-19. http://doi.org/10.1088/1755-1315/118/1/012063
Zhang, C., Wu, D., and Ren, H. (2020). Bioremediation of oil-contaminated soil using agricultural wastes via microbial consortium. Scientific Reports, 10, 9188. https://doi.org/10.1038/s41598-020-66169-5
How to Cite
APA
ACM
ACS
ABNT
Chicago
Harvard
IEEE
MLA
Turabian
Vancouver
Download Citation
CrossRef Cited-by
1. Mojtaba Ostovar, Sara Muñana, Alazne Galdames, Josu Berganza, Maider Orueta, José Julián Esteban, Pilar Brettes, José Luis Vilas Vilela, Leire Ruiz Rubio. (2025). Advancements in biopile-based sustainable soil remediation: a decade of improvements, integrating bioremediation technologies and AI-based innovative tools. Environmental Science and Pollution Research, 32(40), p.22766. https://doi.org/10.1007/s11356-025-37002-1.
2. David J. Castro Rodriguez, Antonello A. Barresi, Micaela Demichela. (2025). “Resilience-based framework for enhancing NaTech risk management in industrial critical infrastructures”. Environment Systems and Decisions, 45(4) https://doi.org/10.1007/s10669-025-10056-9.
Dimensions
PlumX
Article abstract page views
Downloads
License
Copyright (c) 2023 Omar Gutiérrez Benítez, David Javier Castro-Rodríguez, Víctor Manuel Serrano-Suárez, Enmanuel Casals-Pérez, Dayana Rabassa-Rabassa, Roberto Rafael Núñez-Moreira, Eudalys Ortiz-Guilarte, María Victoria Iglesias-Rodríguez

This work is licensed under a Creative Commons Attribution 4.0 International License.
The authors or holders of the copyright for each article hereby confer exclusive, limited and free authorization on the Universidad Nacional de Colombia's journal Ingeniería e Investigación concerning the aforementioned article which, once it has been evaluated and approved, will be submitted for publication, in line with the following items:
1. The version which has been corrected according to the evaluators' suggestions will be remitted and it will be made clear whether the aforementioned article is an unedited document regarding which the rights to be authorized are held and total responsibility will be assumed by the authors for the content of the work being submitted to Ingeniería e Investigación, the Universidad Nacional de Colombia and third-parties;
2. The authorization conferred on the journal will come into force from the date on which it is included in the respective volume and issue of Ingeniería e Investigación in the Open Journal Systems and on the journal's main page (https://revistas.unal.edu.co/index.php/ingeinv), as well as in different databases and indices in which the publication is indexed;
3. The authors authorize the Universidad Nacional de Colombia's journal Ingeniería e Investigación to publish the document in whatever required format (printed, digital, electronic or whatsoever known or yet to be discovered form) and authorize Ingeniería e Investigación to include the work in any indices and/or search engines deemed necessary for promoting its diffusion;
4. The authors accept that such authorization is given free of charge and they, therefore, waive any right to receive remuneration from the publication, distribution, public communication and any use whatsoever referred to in the terms of this authorization.










