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An Analysis of Oil Sorbents: Types, Characteristics, and Effectiveness

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Abstract

This article starts with an overview of available reports on the effectiveness estimation and implementation of oil sorbents. Given the lack of generalized or systematized requirements for oil sorbents and the paucity of reliable data on the Russian sorbent market, and bearing in mind the existing formulas for effectiveness evaluation that require a large set of sorbent data unavailable from public sources, proper estimation of sorbent effectiveness has been a challenging problem. The paper further analyzes the Russian sorbent market and in particular the market shares of the major manufacturers and supplier countries. The main characteristics of sorbents—divided into categories and groups according to the type of materials—were summarized. The existing sorbent effectiveness factors were discussed, with a focus on the limited applicability of the respective evaluation formulas. To overcome the challenges, we identified major stages of the sorbent life cycle and proposed a new system of factors that provides an integrated estimation of sorbent effectiveness, including that in each individual stage and overall estimates. A simplified formula was proposed to calculate a unified effectiveness factor using a minimized range of sorbent characteristics available from public reports. The effects of sorbent characteristics on the effectiveness factors were assessed. Based on a relative effectiveness factor proposed, we compared a variety of organic, inorganic, and synthetic oil sorbents and identified the most effective and the least effective categories. The most effective brands were also indicated.

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REFERENCES

  1. Sharov, G.N. and Khadzhiev, S.N., Petrol. Chem., 2019, vol. 59, no. 2, pp. 123–128. https://doi.org/10.1134/S0028242119020151

    Article  Google Scholar 

  2. Sun, J., Jing, J., Jing, P., Li, Y., Chen, X., and Hu, H., Petrol. Chem., 2017, vol. 57, no. 2, pp. 226–234. https://doi.org/10.7868/S0028242117020071

    Article  Google Scholar 

  3. Filimonova, I.V., Nikitenko, S.M., Provornaya, I.V., and Dzyuba, Y., Eurasian Mining., 2020, vol. 2020, no. 1, pp. 25–30. https://doi.org/10.17580/em.2020.01.05

    Article  Google Scholar 

  4. Alrassas, A.M., Al-Qaness, M.A.A., Ewees, A.A., Ren, S., Elaziz, M.A., Damaševičius, R., and Krilavičius, T., Processes, 2021, vol. 9, no. 7, pp. 1–17. https://doi.org/10.3390/pr9071194

    Article  Google Scholar 

  5. Ponikarov, S.I., Alekseev, V.A., Vilohina, P.V., and Mannanova, A.F., Vestn. Kazan. Tekhnol. Univ., 2014, vol. 17, no. 23, pp. 365–368.

    Google Scholar 

  6. Kamenshchikov, F.A. and Bogomol’nyi, E.I., Udalenie nefteproduktov s vodnoi poverkhnosti i grunta (Removal of Oil Products from the Water Surface and Soil), Moscow: NITs “Regulyarnaya i Khaoticheskaya Dinamika”, 2006.

  7. Altunina, L.K., Svarovskaya, L.I., Yaschenko, I.G., and El’chaninova, E.A., Petrol. Chem., 2017, vol. 57, no. 3, pp. 340–345. https://doi.org/10.7868/S0028242117020034

    Article  Google Scholar 

  8. Gorbatiuk, L.O. and Pasichna, O.O., Hydrobiol. J., 2020, vol. 56, no. 6, pp. 83-93. https://doi.org/10.1615/HydrobJ.v56.i6.70

    Article  Google Scholar 

  9. Gossen, L.P. and Velichkina, L.M., Petrol. Chem., 2012, vol. 52, no. 1, pp. 154–158. https://doi.org/10.1134/S0965544112020065

    Article  CAS  Google Scholar 

  10. Mekkaoui, M., Belhadri, M., Hammadi, L., and Boudjenane, N.E., Petrol. Chem., 2017, vol. 57, no. 5, pp. 520–524. https://doi.org/10.7868/S0028242117050124

    Article  Google Scholar 

  11. Glagoleva, O.F. and Kapustin, V.M., Petrol. Chem., 2018, vol. 58, no. 1, pp. 3–10. https://doi.org/10.7868/S002824211801001X

    Article  Google Scholar 

  12. Malkin, A.Ya. and Khadzhiev, S.N., Petrol. Chem., 2016, vol. 56, no. 4, pp. 303–314. https://doi.org/10.7868/S0028242116040109

    Article  Google Scholar 

  13. Liu, G., Sun, P., Ji, Y., Wan, Y., Wang, H., and You, X., Petrol. Chem., 2021, vol. 61, no. 2, pp. 138–156. https://doi.org/10.31857/S0028242121020027

    Article  Google Scholar 

  14. Smol’nikova, V.V., Emel’yanov, S.A., and Dement’ev, M.S., Izv. Samarsk. Nauch. Tsentr. RAN, 2009, vol. 11, nos. 1–6, pp. 1378–1380.

    Google Scholar 

  15. Poletaeva, O.Y., Kolchina, G.Y., Leontev, A.Y., Babayev, E.R., Movsumzade, E.M., and Khasanov, I.I., ChemChemTech., 2019, vol. 62, no. 9, pp. 40–45. https://doi.org/10.6060/ivkkt.20196209.6022

    Article  CAS  Google Scholar 

  16. Bigaliev, A.B. and Kozhakhmetova, A.N., Geo Assets Eng., 2020, vol. 331, no. 12, pp. 60–66. https://doi.org/10.18799/24131830/2020/12/2939

    Article  Google Scholar 

  17. Safarov, A.H., Vodopyanov, V.V., Yagafarova, G.G., Dusaeva, I.M., and Akchurina, L.R., Bull. Tomsk Polytech. Univ., Geo Assets Eng., 2019, vol. 330, no. 12, pp. 111–118. https://doi.org/10.18799/24131830/2019/12/2407

    Article  Google Scholar 

  18. Kakhramanly, Yu.N., Petrol. Chem., 2011, vol. 51, no. 5, pp. 392–396. https://doi.org/10.1134/S0965544111050082

    Article  CAS  Google Scholar 

  19. Krylov, I.O. and Krylova, A.V., Petrol. Chem., 2008, vol. 48, no. 3, pp. 224–230. https://doi.org/10.1134/S0965544108030092

    Article  CAS  Google Scholar 

  20. Slizhov, Yu.G., Gavrilenko, M.A., and Matveeva, T.N., Petrol. Chem., 2001, vol. 41, no. 2, pp. 149–152

    CAS  Google Scholar 

  21. Ergozhin, E.E. and Akimbaeva, A.M., Petrol. Chem., 2005, vol. 45, no. 4, pp. 318–320

    CAS  Google Scholar 

  22. Abbas, H., Manasrah, A.D., Abidi Saad, A., Sebakhy, K.O., and Bouhadda, Y., Petrol. Chem., 2021, vol. 61, no. 1, pp. 78–86. https://doi.org/10.31857/S002824212101007X

    Article  Google Scholar 

  23. Lutsenko, A.N., Tekhnol. Tekhnosfer. Bez–ti, 2012, no. 3(43), pp. 1–8.

    Google Scholar 

  24. Melnikov, A.A., Gordina, N.E., Tyukanova, K.A., Gusev, G.I., Gushchin, A.A., and Rumyantsev, R.N., ChemChemTech., 2021, vol. 64, no. 8, pp. 63–71. https://doi.org/10.6060/ivkkt.20216408.6422

    Article  CAS  Google Scholar 

  25. Nazarenko, M.Yu., Kondrasheva, N.K., and Kondrasheva, N.K. , Bull. Tomsk Polytech. Univ., Geo Assets Eng., 2016, vol. 327, no. 9, pp. 95–103

  26. Pagnucco, R. and Phillips, M.L., J. Environ. Manag., 2018, vol. 225, no. 1, pp. 10–16. https://doi.org/10.1016/j.jenvman.2018.07.094

    Article  CAS  Google Scholar 

  27. Thakkar, S.V., Pinna, A., Carbonaro, C.M., Malfatti, L., Guardia, P., Cabot, A., Casula, M.F., and Swapneel, V.T., J. Environ. Chem. Eng., 2020, vol. 8, no. 1, pp. 295–300. https://doi.org/10.1016/j.jece.2019.103632

    Article  CAS  Google Scholar 

  28. Doshi, B., Sillanpaa, M., and Kalliola, S., Water Res., 2018, vol. 135, pp. 262–277. https://doi.org/10.1016/j.watres.2018.02.034

    Article  CAS  Google Scholar 

  29. Ifelebuegu, A.O. and Johnson, A., Crit. Rev. Environ. Sci. Technol., 2017, vol. 47, no. 11, pp. 964–1001. https://doi.org/10.1080/10643389.2017.1318620

    Article  CAS  Google Scholar 

  30. Paulauskiene, T., Environ. Sci. Pollut. Res., 2018, vol. 25, no. 10, pp. 9981–9991. https://doi.org/10.1007/s11356-018-1316-8

    Article  CAS  Google Scholar 

  31. Singh, A.K., Ketan, K., and Singh, J.K., J. Environ. Chem. Eng., 2017, vol. 5, no. 5, pp. 5250–5259. https://doi.org/10.1016/j.jece.2017.09.060

    Article  CAS  Google Scholar 

  32. Saleem, J., Adil Riaz, M., and Gordon, M., J. Hazard. Material., 2017, vol. 341, pp. 424–437. https://doi.org/10.1016/j.jhazmat.2017.07.072

    Article  CAS  Google Scholar 

  33. Gonzalez, J., Figueiras, F.G., Aranguren-Gassis, M., Crespo, B.G., Fernandez, E., Moran, X.A.G., and Nieto-Cid, M., Estuarine, Coastal and Shelf Sci., 2009, vol. 83, no. 3, pp. 265–276. https://doi.org/10.1016/j.ecss.2009.04.001

    Article  CAS  Google Scholar 

  34. Zamparas, M., Tzivras, D., Dracopoulos, V., and Ioannides, T., Molecules, 2020, vol. 25, no. 19, pp. 1–22. https://doi.org/10.3390/molecules25194522

    Article  CAS  Google Scholar 

  35. Bandura, L., Woszuk, A., Kołodynska, D., and Franus, W., Minerals, 2017, vol. 7, no. 3, pp. 37. https://doi.org/10.3390/min7030037

    Article  CAS  Google Scholar 

  36. Ge, J., Zhao, H.-Y., Zhu, H.-W., Huang, J., Shi, L.-A., and Yu, S.-H., Adv. Mater., 2016, vol. 28, no. 47, pp. 10459–10490. https://doi.org/10.1002/adma.201601812

    Article  CAS  Google Scholar 

  37. Gupta, S. and Tai, N.-H., J. Mater. Chem. A, 2016, no. 4, pp. 1550–1565. https://doi.org/10.1039/C5TA08321D

    Article  CAS  Google Scholar 

  38. Hoang, A.T., Nguyen, X.P., Duong, X.Q., and Huynh, T.T., Environ. Sci. Pollut. Res., 2021, no. 28, pp. 28876–28910. https://doi.org/10.1007/s11356-021-13775-z

    Article  CAS  Google Scholar 

  39. Wu, D., Fang, L., Qin, Y., Wu, W., Mao, C., and Zhu, H., Marine Pollut. Bull., 2014, vol. 84, nos. 1–2, pp. 263–267. https://doi.org/10.1016/j.marpolbul.2014.05.005

    Article  CAS  Google Scholar 

  40. Bhardwaj, N. and Bhaskarwar, A.N., Environ. Pollut., 2018, vol. 243, pp. 1758–1771. https://doi.org/10.1016/j.envpol.2018.09.141

    Article  CAS  Google Scholar 

  41. Malyshkina, E.S., Gradostroit. Arkhitekt., 2020, vol. 10, no. 3(40), pp. 26–34.

    Google Scholar 

  42. Arens, V.Zh., Saushin, A.Z., Gridin, O.M., and Gridin, A.O., Chistka okruzhayushhei sredy ot uglevodorodnykh zagryazneni (Cleaning the Environment from Hydrocarbon Pollution), Moscow: Interbuk, 1999.

  43. Arens, V.Zh. and Gridin, O.M., Neftegaz. Vertikal’, 2000, no. 9, pp. 29–32.

    Google Scholar 

  44. Gridin, O.M., Neft Biznes, 1996, nos. 5–6, pp. 10–15.

    Google Scholar 

  45. Arens, V.Zh., Gridin, O.M., and Yanshin, A.L., Ekol. Prom–t Rossii, 1999, no. 9, pp. 33-36.

    Google Scholar 

  46. Gridin, O.M., Ekol. Prom–t Rossii, 1999, no. 2, pp. 28–33.

    Google Scholar 

  47. Meritsidi, I.A. and Shlapakov, A.V., Upravlen. Kachestv. Neftegaz. Kompl., 2007, no. 4, pp. 52–57.

    Google Scholar 

  48. Beigel’drud, G.M., Ochistka stochnykh vod v neftyanoi i neftepererabatyvayushchei promyshlennosti (Wastewater Treatment in the Oil and Oil Refining industry), Moscow: TsIOB, 1997.

  49. Baiburdov, T.A. and Shipovskaya, A.B., Izv. Saratov. Univ., Novaya Ser.: Khim., Biol., Ekol., 2018, vol. 18, no. 3, pp. 285–298.

    Google Scholar 

  50. Baiburdov, T.A. and Shmakov, S.L., Izv. Saratov. Univ., Novaya Ser.: Khim., Biol., Ekol., 2018, vol. 18, no. 1, pp. 36–44.

    Google Scholar 

  51. Baiburdov, T.A. and Shmakov, S.L., Izv. Saratov. Univ., Novaya Ser.: Khim., Biol., Ekol., 2018, vol. 18, no. 2, pp. 145–153.

    Google Scholar 

  52. Novoselova, L.Yu., Sirotkina, E.E., Solid Fuel Chem., 2008, vol. 42, no. 4, pp. 251–262. https://doi.org/10.3103/S0361521908040125

    Article  Google Scholar 

  53. Artyukh, E.A., Mazur, A.S., Ukraintseva, T.V., and Kostyuk, L.V., Izv. SPbGTI (TU), 2014, no. 26(52), pp. 58–66.

    Google Scholar 

  54. Veprikova, E.V., Tereshchenko, E.A., Chesnokov, N.V., Shchipko, M.L., and Kuznetsov, B.N., J. Siberian Federal Univ.: Chem., 2010, vol. 3, no. 3, pp. 285–304.

    Google Scholar 

  55. Filatova, E.G. and Soboleva, V.G., ChemChemTech., 2019, vol. 62, no. 6, pp. 131–137. https://doi.org/10.6060/ivkkt.20196206.5836

    Article  CAS  Google Scholar 

  56. Sobgaida, L.N. and Ol’shanskaya, N.A., Sorbenty dlya ochistki vod ot nefteproduktov: monografiya (Sorbents for Water Purification from Oil Products: Monograph). Saratov, 2010.

  57. Vasil’eva, G.K., Strizhakova, E.R., Bocharnikova, E.A., Semenyuk, N.N., Yacenko, V.S., Slyusarevskii, A.V., and Baryshnikova, E.A., Ross. Khim. Zh., 2013, vol. 57, no. 1, pp. 79–104.

    Google Scholar 

  58. Vasilyeva, G., Kondrashina, V., Strijakova, E., and Ortegacalvo, J.J., The Sci. Total Environ., 2020, vol. 706, pp. 135739. https://doi.org/10.1016/j.scitotenv.2019.135739

    Article  CAS  Google Scholar 

  59. Sobgaida, N.A., Ol’shanskaya, L.N., and Nikitina, I.V., Chem. Petrol. Eng., 2008, vol. 44, nos. 1–2, pp. 41–44. https://doi.org/10.1007/s10556-008-9011-0

    Article  CAS  Google Scholar 

  60. Sobgaida, N.A., Ol’shanskaya, L.N., Makarova, K.N., and Makarova, Yu.A., Ekol. Prom–t Rossii, 2009, no. 1, pp. 36–38.

    Google Scholar 

  61. Sobgaida, N.A., Olshanskaya, L.N., and Makarova, Y.A., Chem. Petrol. Eng., 2010, vol. 46, no. 3, pp. 171–177. https://doi.org/10.1007/s10556-010-9313-x

    Article  CAS  Google Scholar 

  62. Klimov, E.S. and Buzaeva, M.V., Prirodnye sorbenty i kompleksony v ochistke stochnykh vod: monografiya (Natural Sorbents and Complexones in Wastewater Treatment: Monograph), Ul’yanovsk, 2011.

  63. Sirotkina, E.E. and Novoselova, L.Yu., Khim. Interes. Ustoich. Razvit., 2005, vol. 13, no. 3, pp. 359–377.

    CAS  Google Scholar 

  64. Artemov, A.V. and Pinkin, A.V., Voda: Khim Ekol., 2008, no. 1, pp. 19–25.

    Google Scholar 

  65. Khlestkin, R.N., Samoilov, N.A., and Shemetov, A.V., Neft. Khoz–vo, 1999, no. 2, pp. 46–49.

    Google Scholar 

  66. Samoilov, N.A., Khlestkin, R.N., Shemetov, A.V., and Shammazov, A.A., Sorbtsionnyi metod likvidatsii avariinykh razlivov nefti i nefteproduktov: monografiya (Sorption Method for Liquidation of Emergency Spills of Oil and Oil Products: Monograph), Moscow, 2001.

  67. Khlestkin, R.N. and Samoilov, N.A., Neft. Khoz–vo, 2000, no. 7, pp. 84.

    Google Scholar 

  68. Eremin, I.S., Ecol. Industr. of Russia, 2017, vol. 21, no. 3, pp. 14–17. https://doi.org/10.18412/1816-0395-2017-10-14-17

    Article  Google Scholar 

  69. Belova, T.P. and Latkin, A.S., Razrabotka sorbentov dlya resheniyajekologicheskikh problem kamchatki: monografiya (Development of Sorbents for Solving the Environmental Problems of Kamchatka: Monograph), Petropavlovsk-Kamchatskii, 2006.

  70. Malyshkina, E.S., Vyalkova, E.I., and Osipova, E.Yu., Vestn. Tomsk. Gos. Arkhitekt.-Sstroit. Univ., 2019, vol. 21, no. 1, pp. 188–200.

    Google Scholar 

  71. Kogan, V.E., Zapiski Gornogo Inst., 2016, vol. 218, pp. 331–338.

    Google Scholar 

  72. Kogan, V.E., Zgonnik, P.V., Shakhparonova, T.S., and Kovina, D.O., Aktual. Probl. Gumanitar. Estestv. Nauk, 2014, no. 4, pp. 33–36.

    Google Scholar 

  73. Limbah, I.Yu., Karapetyan, G.O., Karapetyan, K.G., Novikova, I.I., Boikova, I.V., Pisarev, I.N., and Lednev, V.A., Patent RF 2181701, 2002.

  74. Badmaeva, S.V., Dashinamzhilova, E.C., and Khanhasaeva, S.Ts., Vest. Buryat. Gos. Univ.: Khim., Fiz., 2018, no. 4, pp. 30–35. https://doi.org/10.18101/2306-2363-2018-4-30-35

    Article  Google Scholar 

  75. Kondalenko, O.A., Shajhiev, I.G., and Trushkov, S.M., Ekspozits. Neft Gaz, 2010, no. 5(11), pp. 46–50.

    Google Scholar 

  76. Denisova, T.R., Shaikhiev, I.G., and Sippel’, I.Ya., Vestn. Tekhnol. Univ., 2015, vol. 18, no. 17, pp. 233–236.

    CAS  Google Scholar 

  77. Bondarenko, A.S., Petrenko, I.V., Anikina, Yu.A., Abstract of Papers, Forest and Chemical Complexes – Problems and Solutions, Krasnoyarsk: SibGU, 2016, pp. 234–238.

  78. Gorshkova, A.R., Moskova, M.M., Popov, A.I., and Shubin, I.N., Abstract od Papers, The Main Characteristics of the Current Stage in the Development of World Science, Saratov: OOO “Tsentr Professional’nogo Menedzhmenta “Akademija Biznesa””, 2018, pp. 39–42.

  79. Kozlov, A.P. and Ismagilov, Z.R., Abstract od Papers, Coal Chemistry and Ecology of Kuzbass, Kemerovo: FIC UUH SO RAN, 2017, pp. 22–23.

  80. Mericidi, I.A., Territor. Neftegaz, 2017, no. 11, pp. 70–77.

    Google Scholar 

  81. http://belneftesorb.by/neftesorbent/

  82. https://punkti-priema.ru/articles/sorbenty-dlya-nefti-i-nefteproduktov

  83. https://www.tiet-sorbent.ru/granular%20sorbents/granular%20sorbents.htm

  84. https://www.aridgrow.by

  85. https://adr-arm.ru/shop/sypuchie-sorbenty/sorbent-ecolight/

  86. https://mospromznak.ru/produktsiya/sypuchie-sorbenty.html

  87. https://www.opt-union.ru/i_store/item_1000123014/torfyanoy-sorbent-sorboyl.html

  88. https://krasnoyarsk.pulscen.ru/

  89. https://www.eko-tec.ru/5933/

  90. https://center-ecology.ru/

  91. http://vtorresurs30.ru/sorbent-pirosorb

  92. https://pro-ecology.ru/ru/

  93. https://www.sverad.ru/product/po-katalogu/,

  94. https://himrus.ru/katalog/sorbentyi-neftesorbentyi

  95. http://specudm.ru/production/catalog_4.html

  96. https://lessorb.ru/products/sorbenty/sorbenty-/

  97. https://terra-ecology.ru/product-category/sorbents/absorbenty-nefteproduktov/

  98. https://www.oclansorb.com/oclansorb-oil-absorbent

  99. https://tze1.ru/catalog/sorbenty/sypuchie-sorbenty/

  100. https://larn32.ru/

  101. https://econadin.com/production/sorbiryyschie-materialu/

  102. https://bizorg.su/ivanovo-rg/sorbenty-r

  103. https://sorbent.su/

  104. https://www.newpig.com/pig-lite-dri-loose-absorbent/p/PLP201

  105. https://efhim.ru/product-category/sorbenty/

  106. https://ag-sorb.ru/

  107. https://www.nftn.ru/stuff/raw_materials/2

  108. http://ekovatanv.ru/

  109. https://aridgrow.deal.by/product_list

  110. https://rosspolimer.ru/produktsiya/himicheskoe-syre/sorbenty-neftesorbenty-dlya-likvidatsii-razlivov-nefti-nefteproduktov-gsm-otrabotannogo-masla-i-dr-zhidkostej/

  111. https://aquatic-filter.ru/catalog/filtruyushchie_materialy/

  112. https://gidrositi.ru/catalog/napolniteli/

  113. https://etpgpb.ru/portal/catalog/categories/silikageli/

  114. https://www.epool.ru/catalog/1417954

  115. https://insorb.ru/vse-produkty

  116. https://www.xn----7sbqdksxpcp.xn--p1ai/catalog

  117. https://all.biz/search/goods?q=sorbent&cat_id=341

  118. https://swatstroi.ru/catalog/sorbenty/

  119. http://www.sorbix.ru/

  120. https://him-stroy.ru/catalog/ochistka-vod-ot-nefteproduktov/sorbent-dlya-nefteproduktov/

  121. https://sorbeco.pulscen.ru/catalog/128392-sorbenty

  122. https://novosibirsk.uik-rus.ru/category/sorbenty/

  123. https://pro-ecology.ru/ru/products/sorbents

  124. http://www.ecosorb.su/%D1%81%D0%BE%D1%80%D0%B1%D0%B5%D0%BB%D1%82%D1%8B/

  125. https://liquimoly.ru/catalog/prochie-sredstva1/sorbent-d-sbora-nefteproduktov-oilbinder/

  126. https://irvelen.com/

  127. https://rostov-na-donu.promportal.su/tags/23578/sorbent-nefteproduktov/?

  128. http://xn--90anbmnlz.xn--p1ai/index.php

  129. http://sorbenti.ru/absorbenty

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Skirdin, K.V., Kazmina, O.V. An Analysis of Oil Sorbents: Types, Characteristics, and Effectiveness. Pet. Chem. 62, 1139–1153 (2022). https://doi.org/10.1134/S0965544122090109

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