Abstract
Despite the potential shown by previous investigations on the use of ultrasound for the remediation of oil-contaminated sand, the influence and interactions among ultrasonic parameters and oily sand are unclear, leading to possible ineffective treatment and high-power consumption. In order to improve the process efficiency, this work analyzes the effects of ultrasonic power, frequency, and load toward the cleaning of crude oil–contaminated sand, using two different sample positions and sand types. Crude oil–contaminated beach sand and produced sand from offshore oil well were used as samples. They were cleaned in custom-made ultrasonic bath reactor for 10 min with power from 30 to 120 W, frequency covering 25–60 kHz, and sand load of 10–100 g. With experimental design consisting multiple factors and levels, the interactions between factors in all possible combinations were determined using ANOVA (n = 210). From p-value based at 95% confidence interval and extensive F test, the three most significant factors were the sand type, the ultrasonic frequency, and the interaction between sand type and frequency. The best setting for suspended samples involved high frequency of 60 kHz, whereas bottom samples preferred low frequency at 28 kHz. This finding was justified when the acoustic pressure attenuation, standing wave pattern, and surface pitting/cracking were found in correlation with the cleaning results. Overall, the maximum treatment under ultrasonic bath solely gained around 60%, improvable by hybrid cleaning with other techniques such as chemical, biological, mechanical, and thermal.
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Abramov OV, Abramov VO, Myasnikov SK, Mullakaev MS (2009) Extraction of bitumen, crude oil and its products from tar sand and contaminated sandy soil under effect of ultrasound. Ultrason Sonochem 16:408–416. https://doi.org/10.1016/j.ultsonch.2008.10.002
Agarwal A, Zhou Y, Liu Y (2016) Remediation of oil-contaminated sand with self-collapsing air microbubbles. Environ Sci Pollut Res 23:23876–23883. https://doi.org/10.1007/s11356-016-7601-5
Alrumman SA, Standing DB, Paton GI (2015) Effects of hydrocarbon contamination on soil microbial community and enzyme activity. J King Saud Univ - Sci 27:31–41. https://doi.org/10.1016/j.jksus.2014.10.001
Archdeacon T (1994) In: Correlation and regression analysis: a historian's guide. University of Wisconsin Press, Wisconsin
Cakir E, Sevgili C, Fiskin R (2021) An analysis of severity of oil spill caused by vessel accidents. Transp Res Part D: Transp Environ 90:102662. https://doi.org/10.1016/j.trd.2020.102662
Csoka L, Katekhaye SN, Gogate PR (2011) Comparison of cavitational activity in different configurations of sonochemical reactors using model reaction supported with theoretical simulations. Chem Eng J 178:384–390. https://doi.org/10.1016/j.cej.2011.10.037
David FN (1949) The moments of the Z and F distributions. Biometrika 36:394–403. https://doi.org/10.1093/biomet/36.3-4.394
Gallego-Juarez JA (2010) High-power ultrasonic processing: recent developments and prospective advances. Phys Procedia 3:35–47. https://doi.org/10.1016/j.phpro.2010.01.006
Gao YX, Ding R, Wu S, Wu YQ, Zhang Y, Yang M (2015) Influence of ultrasonic waves on the removal of different oil components from oily sludge. Environ Technol 36:1771–1775. https://doi.org/10.1080/09593330.2015.1010594
Gogate PR, Katekhaye SN (2012) A comparison of the degree of intensification due to the use of additives in ultrasonic horn and ultrasonic bath. Chem Eng Process Process Intensif 61:23–29. https://doi.org/10.1016/j.cep.2012.06.016
Gogate PR, Sutkar VS, Pandit AB (2011) Sonochemical reactors: important design and scale up considerations with a special emphasis on heterogeneous systems. Chem Eng J 166:1066–1082. https://doi.org/10.1016/j.cej.2010.11.069
Hirokazu O, Tomonao S, Ryota H, Takashi N, Youhei K, Katsuyasu S (2010) Effects of different ultrasound irradiation frequencies and water temperatures on extraction rate of bitumen from oil sand. Jpn J Appl Phys 49:1–4
Hirokazu O, Tomonao S, Ryota H, Takashi N, Youhei K, Shinobu K (2011) Recovery of bitumen from oil sand by sonication in aqueous hydrogen peroxide Japanese. J Appl Phys 50:1–4
Levy EM (1972) The identification of petroleum products in the marine environment by absorption spectrophotometry. Water Res 6:57–69. https://doi.org/10.1016/0043-1354(72)90173-X
Lim MW, Lau EV, Poh PE (2016) A comprehensive guide of remediation technologies for oil contaminated soil — present works and future directions. Mar Pollut Bull 109:14–45. https://doi.org/10.1016/j.marpolbul.2016.04.023
Mason TJ (2016) Ultrasonic cleaning: an historical perspective. Ultrason Sonochem 29:519–523. https://doi.org/10.1016/j.ultsonch.2015.05.004
Mat-Shayuti MS, Tuan Ya TMYS, Abdullah MZ, Alias NH, Othman NH, Zainal S (2020a) Evaluation of diffusivity and wettability of crude oil-contaminated sand from offshore petroleum facility prior to remediation process. Water Air Soil Pollut 231:369. https://doi.org/10.1007/s11270-020-04685-w
Mat-Shayuti MS, Tuan Ya TMYS, Abdullah MZ, Md Yusop N, Kamarrudin N, Myo Thant MM, Che Daud MF (2020b) Simulations of different power intensity inputs towards pressure, velocity & cavitation in ultrasonic bath reactor South African. J Chem Eng 34:57–62. https://doi.org/10.1016/j.sajce.2020.06.002
Mat-Shayuti MS, Tuan Ya TMYS, Abdullah MZ, Megat Khamaruddin PNF, Othman NH (2019) Progress in ultrasonic oil-contaminated sand cleaning: a fundamental review. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-019-05954-w
Ossai IC, Ahmed A, Hassan A, Hamid FS (2020) Remediation of soil and water contaminated with petroleum hydrocarbon: A review. Environ Technol Innov 17:100526. https://doi.org/10.1016/j.eti.2019.100526
Son Y, Cha J, Lim M, Ashokkumar M, Khim J (2011) Comparison of ultrasonic and conventional mechanical soil-washing processes for diesel-contaminated sand. Ind Eng Chem Res 50:2400–2407. https://doi.org/10.1021/ie1016688
Son Y, Lim M, Khim J (2009) Investigation of acoustic cavitation energy in a large-scale sonoreactor. Ultrason Sonochem 16:552–556. https://doi.org/10.1016/j.ultsonch.2008.12.004
Son Y, Nam S, Ashokkumar M, Khim J (2012) Comparison of energy consumptions between ultrasonic, mechanical, and combined soil washing processes. Ultrason Sonochem 19:395–398. https://doi.org/10.1016/j.ultsonch.2011.11.002
Tano Y, Iizuka A, Shibata E, Nakamura T (2013) Physical washing method for the removal of press oil using the high-speed movement of microbubbles under ultrasonic irradiation. Ind Eng Chem Res 52:15658–15663. https://doi.org/10.1021/ie401991c
Urum K, Pekdemir T, Çopur M (2004) Surfactants treatment of crude oil contaminated soils. J Colloid Interface Sci 276:456–464. https://doi.org/10.1016/j.jcis.2004.03.057
Yingming F (2013) Modification and separation of oil sand with ultrasonic wave and analysis of its products. Int J Min Sci Technol 23:531–535. https://doi.org/10.1016/j.ijmst.2013.07.011
Yusof NSM, Babgi B, Alghamdi Y, Aksu M, Madhavan J, Ashokkumar M (2016) Physical and chemical effects of acoustic cavitation in selected ultrasonic cleaning applications. Ultrason Sonochem 29:568–576. https://doi.org/10.1016/j.ultsonch.2015.06.013
Zhao X, Zhang X, Liu L, Fan L, Ge D (2017a) Effect of ultrasonic reactor and auxiliary stirring on oil removal from oily sludge. Environ Technol 38:3109–3114. https://doi.org/10.1080/09593330.2017.1290146
Zhao X, Zhang X, Liu L, Fan L, Ge D (2017b) Effect of ultrasonic reactor and auxiliary stirring on oil removal from oily sludge Environ Technol 1-6 doi:https://doi.org/10.1080/09593330.2017.1290146
Acknowledgements
Special thanks to the Group Research & Technology, PETRONAS especially Suzalina Zainal, Maung Maung Myo Thant, and Mohammad Faizal Che Daud for providing the samples and guidance.
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Many thanks to the Ministry of Higher Education Malaysia for sponsoring this research via Fundamental Research Grant Scheme (600-IRMI/FRGS 5/3 (192/2019)).
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MSMS as the main author conducted the experiment and wrote the manuscript, TMYSTY and MZA supervised the laboratory work and writing, while NHO and NHA co-wrote the discussion section. All authors read and approved the final manuscript.
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The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Fundamental Research Grant Scheme (600-IRMI/FRGS 5/3 (192/2019)) by the Ministry of Higher Education, Malaysia.
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Mat-Shayuti, M.S., Tuan Ya, T.M. .S., Abdullah, M.Z. et al. Exploring the effect of ultrasonic power, frequency, and load toward remediation of oil-contaminated beach and oilfield sands using ANOVA. Environ Sci Pollut Res 28, 58081–58091 (2021). https://doi.org/10.1007/s11356-021-14776-8
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DOI: https://doi.org/10.1007/s11356-021-14776-8