Abstract
Purpose
Environmental pollution is a great concern worldwide. The soil environment, an important compartment for global elemental cycling, has received tremendous research focuses over the past 20 years. This study investigated the current research activities in the field of contaminated soil remediation and determined the trend of research topics.
Materials and methods
We performed a quantitative bibliometric analysis based on journal articles published within the past 20 years using the Science Citation Index and Social Sciences Citation Index databases on the Web of Science. To further analyze the publication performance and identify the major soil contamination topics, we employed social network analysis and S-curve predictions.
Results and discussion
Chemosphere and Journal of Hazardous Materials were the most productive journals with a total of 433 and 431 articles from 1996 to 2015 on contaminated soil remediation, respectively. China had the largest amount of publications (n = 1518) and the Chinese Academy of Science was the most prominent institution (n = 475). Keyword analysis further identified the most studied soil pollutants, such as polycyclic aromatic hydrocarbons, crude oil, and heavy metals, in the top five productive countries, including China, USA, Spain, India, and Canada. Moreover, soil remediation technologies, including microbial remediation, phytoremediation, and electrokinetic remediation, were the major technologies receiving increasing interest in the results of the prediction analysis.
Conclusions
Our results identified the hotspots and developing trends of contaminated soil remediation studies and provide guidance for future research directions. However, transitions from the laboratory to field implementations are still required. Bibliometric analysis, combined with patent analysis, social network analysis, and S-curve prediction, is a useful tool to provide a quantitative measurement of research activities in the past and present, enabling a prediction on the future study of soil remediation.
Similar content being viewed by others
References
Agamuthu P, Abioye OP, Aziz AA (2010) Phytoremediation of soil contaminated with used lubricating oil using Jatropha curcas. J Hazard Mater 179(1-3):891–894. https://doi.org/10.1016/j.jhazmat.2010.03.088
Amagai T, Takahashi Y, Matsushita H, Morknoy D, Sukasem P, Tabucanon M (1999) A survey on polycyclic aromatic hydrocarbon concentrations in soil in Chiang-Mai, Thailand. Environ Int 25(5):563–572. https://doi.org/10.1016/S0160-4120(99)00026-4
Azcue JM, Mudroch A, Rosa F, Hall GEM (2008) Effects of abandoned gold mine tailings on the arsenic concentrations in water and sediments of jack of clubs lake, B.C. Environ Technol 15:669–678
Bejan A, Lorente S (2012) The physics of spreading ideas. Int J Heat Mass Tran 55(4):802–807. https://doi.org/10.1016/j.ijheatmasstransfer.2011.10.029
Bejan A, Lorente S, Yilbas BS, Sahin AZ (2013) Why solidification has an S-shaped history. Sci Rep 3(1):1711–1715. https://doi.org/10.1038/srep01711
Bornmann L, Daniel H-D (2007) What do we know about the h index? J Am Soc Inf Sci Tec 58(9):1381–1385. https://doi.org/10.1002/asi.20609
Bozeman B, Fay D, Slade CP (2012) Research collaboration in universities and academic entrepreneurship: the-state-of-the-art. J Technol Transf 38:1–67
Butler L (2003) Explaining Australia’s increased share of ISI publications—the effects of a funding formula based on publication counts. Res Policy 32:13
Byungun Yoon SL (2008) Patent analysis for technology forecasting: sector-specific applications, International Engineering Management Conference International Engineering Management Conference, pp 1–5
Carlos Garbisu IA (2001) Phytoextraction: a cost-effective plant-based technology for the removal of metals from the environment. Bioresour Technol 77(3):229–236. https://doi.org/10.1016/S0960-8524(00)00108-5
Chen S-R, Chiu W-T, Ho YS (2005) Asthma in children: mapping the literature by bibliometric analysis. Rev Fr Allergol 45(6):442–446. https://doi.org/10.1016/j.allerg.2005.08.002
Chen Y-H, Chen C-Y, Lee S-C (2011) Technology forecasting and patent strategy of hydrogen energy and fuel cell technologies. Int J Hydrogen Energ 36(12):6957–6969. https://doi.org/10.1016/j.ijhydene.2011.03.063
Chen B, Yuan M, Qian L (2012) Enhanced bioremediation of PAH-contaminated soil by immobilized bacteria with plant residue and biochar as carriers. J Soils Sediments 12:1350–1359
Chen H, Teng Y, Lu S, Wang Y, Wang J (2015) Contamination features and health risk of soil heavy metals in China. Sci Total Environ 512-513:143–153. https://doi.org/10.1016/j.scitotenv.2015.01.025
China MEP (2014) MEP and MLR announce the report on national general survey on soil contamination, Ministry of environmental protection and the ministry of land and resources issued a national survey on soil pollution, http://english.sepa.gov.cn/News_service/news_release/201404/t20140428_271088.shtml
Dermont G, Bergeron M, Mercier G, Richer-Laflèche M (2008a) Metal-contaminated soils: remediation practices and treatment technologies. Pract Period HazardTox Radioact Waste Manage 12:23
Dermont G, Bergeron M, Mercier G, Richer-Laflèche M (2008b) Soil washing for metal removal: a review of physical/chemical technologies and field applications. J Hazard Mater 152(1):1–31. https://doi.org/10.1016/j.jhazmat.2007.10.043
Du H, Li N, Brown MA, Peng Y, Shuai Y (2014) A bibliographic analysis of recent solar energy literatures: the expansion and evolution of a research field. Renew Energ 66:696–706. https://doi.org/10.1016/j.renene.2014.01.018
Du H, Li B, Brown MA, Mao G, Rameezdeen R, Chen H (2015) Expanding and shifting trends in carbon market research: a quantitative bibliometric study. J Clean Prod 103:104–111. https://doi.org/10.1016/j.jclepro.2014.05.094
Fan Y, Li H, Xue Z, Zhang Q, Cheng F (2017) Accumulation characteristics and potential risk of heavy metals in soil-vegetable system under greenhouse cultivation condition in Northern China. Ecol Eng 102:367–373
Fatima K, Afzal M, Imran A, Khan QM (2015) Bacterial rhizosphere and endosphere populations associated with grasses and trees to be used for phytoremediation of crude oil contaminated soil. Bull Environ Contam Tox 94(3):314–320. https://doi.org/10.1007/s00128-015-1489-5
Federal Remediation Technology Roundtable (2002) Remediation technologies screening matrix and reference guide
Fent K (2004) Ecotoxicological effects at contaminated sites. Toxicology 205(3):223–240. https://doi.org/10.1016/j.tox.2004.06.060
Gan S, Lau EV, Ng HK (2009) Remediation of soils contaminated with polycyclic aromatic hydrocarbons (PAHs). J Hazard Mater 172:532–49
Giripunje MD, Fulke AB, Meshram PU (2015) Remediation techniques for heavy-metals contamination in lakes: a mini-review. Clean - Soil Air Water 43:1350–1354
Hamid Darvish A, (2008) (Turkey ) The impact of the latent semantic analysis on science and technology: a bibliometric analysis. Int Inst Informatics & Systemics
Haritash AK, Kaushik CP (2009) Biodegradation aspects of polycyclic aromatic hydrocarbons (PAHs): a review. J Hazard Mater 169:1–15
Hartman R, Kwon OS (2005) Sustainable growth and the environmental Kuznets curve. J Econ Dyn Control 29(10):1701–1736. https://doi.org/10.1016/j.jedc.2004.10.001
He J, Sung Y, Krajmalnik-Brown R, Ritalahti KM, Löffler FE (2005) Isolation and characterization of Dehalococcoides sp strain FL2, a trichloroethene (TCE)- and 1,2-dichloroethene-respiring anaerobe. Environ Microbiol 7(9):1442–1450. https://doi.org/10.1111/j.1462-2920.2005.00830.x
Hicks D, Wouters P, Waltman L, Rijcke SD, Rafols I (2015) The Leiden Manifesto for research metrics. Nature 520(7548):429–431. https://doi.org/10.1038/520429a
Hirsch JE (2010) An index to quantify an individual’s scientific research output that takes into account the effect of multiple coauthorship. Scientometrics 85(3):741–754. https://doi.org/10.1007/s11192-010-0193-9
Ibrahim RK, Hayyan M, MA AS, Hayyan A, Ibrahim S (2016) Environmental application of nanotechnology: air, soil, and water. Environ Sci Pollut Res Int 23(14):13754–13788. https://doi.org/10.1007/s11356-016-6457-z
Ie IR, Hung CH, Jen YS, Yuan CS, Chen WH (2013) Adsorption of vapor-phase elemental mercury (Hg 0 ) and mercury chloride (HgCl 2 ) with innovative composite activated carbons impregnated with Na 2 S and S 0 in different sequences. Chem Eng J 229:469–476. https://doi.org/10.1016/j.cej.2013.06.059
Jiang X, Zhang Q, Zhao H, Geng G, Peng L, Guan D, Kan H, Huo H, Lin J, Brauer M (2015) Revealing the hidden health costs embodied in Chinese exports. Environ Sci Technol 49(7):4381–4388. https://doi.org/10.1021/es506121s
Johnson BL (1995) Nature, extent, and impact of superfund hazardous waste sites. Chemosphere 31(1):2415–2428. https://doi.org/10.1016/0045-6535(95)00112-L
Jones C, Volpe EH (2011) Organizational identification: extending our understanding of social identities through social networks. J Organ Behav 32(3):413–434. https://doi.org/10.1002/job.694
Judit Lienerta FS, Ingold K (2013) Stakeholder analysis combined with social network analysis provides finegrained insights into water infrastructure planning processes. J Environ Manag 125:134–148. https://doi.org/10.1016/j.jenvman.2013.03.052
Julie M, Nightingale GM (2013) Reprint of “Citation analysis as a measure of article quality, journal influence and individual researcher performance”. Nurse Educ Pract 13:429–436
Kong X (2014) China must protect high-quality arable land. Nature 506(7486):7. https://doi.org/10.1038/506007a
Kumpiene J, Lagerkvist A, Maurice C (2008) Stabilization of As, Cr, Cu, Pb and Zn in soil using amendments - a review. Waste Manag 28:215–225
Kuppusamy S, Thavamani P, Venkateswarlu K, Lee YB, Naidu R, Megharaj M (2017) Remediation approaches for polycyclic aromatic hydrocarbons (PAHs) contaminated soils: technological constraints, emerging trends and future directions. Chemosphere 168:944–968. https://doi.org/10.1016/j.chemosphere.2016.10.115
Ledley LMF (2012) Patterns of technological innovation in biotech. Nat Biotechnol 30:937–944
Lewis TA, Newcombe DA, Crawford RL (2004) Bioremediation of soils contaminated with explosives. J Environ Manag 70(4):291–307. https://doi.org/10.1016/j.jenvman.2003.12.005
Li J, Zheng Y, Luo X, Lin Z, Zhang W, Wang X (2016) PAH contamination in Beijing’s topsoil: a unique indicator of the megacity’s evolving energy consumption and overall environmental quality. Sci Rep 6(1):33245. https://doi.org/10.1038/srep33245
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(1):14–45. https://doi.org/10.1016/j.marpolbul.2016.04.023
Liu J, Diamond J (2005) China’s environment in a globalizing world. Nature 435(7046):1179–1186. https://doi.org/10.1038/4351179a
Liu C-Y, Wang J-C (2009) Forecasting the development of the biped robot walking technique in Japan through S-curve model analysis. Scientometrics 82:21–36
Loet Leydesdorff IR (2011) Interactive overlays: a new method for generating global journal maps from web-of-science data. J Inf Secur 6:15
Ma WC, You XY (2016) Numerical simulation of plant-microbial remediation for petroleum-polluted soil. Soil Sediment Contam 25:272–283
Mandal BK, Suzuki KT (2002) Arsenic round the world: a review. Talanta 58(1):201–235. https://doi.org/10.1016/S0039-9140(02)00268-0
Mao G, Liu X, Du H, Zuo J, Wang L (2015a) Way forward for alternative energy research: a bibliometric analysis during 1994–2013. Renew Sust Energ Rev 48:276–286. https://doi.org/10.1016/j.rser.2015.03.094
Mao G, Zou H, Chen G, Du H, Zuo J (2015b) Past, current and future of biomass energy research: a bibliometric analysis. Renew Sust Energ Rev 52:1823–1833. https://doi.org/10.1016/j.rser.2015.07.141
Marks SC Jr (2003) The use and abuse of impact factors. Clin Anat 16(3):282–283. https://doi.org/10.1002/ca.10139
Matera V, Hécho IL, Laboudigue A, Thomas P, Tellier S, Astruc M (2003) A methodological approach for the identification of arsenic bearing phases in polluted soils. Environ Pollut 126(1):51–64. https://doi.org/10.1016/S0269-7491(03)00146-5
Mchenry C, McIntyre AJ, Ungers LJ (1985) Release of arsenic from semiconductor wafers. Am Ind Hyg Assoc J 46:416–420
McLinden D (2013) Concept maps as network data: analysis of a concept map using the methods of social network analysis. Eval Program Plann 36(1):40–48. https://doi.org/10.1016/j.evalprogplan.2012.05.001
Mico C, Recatala L, Peris M, Sanchez J (2006) Assessing heavy metal sources in agricultural soils of an European Mediterranean area by multivariate analysis. Chemosphere 65(5):863–872. https://doi.org/10.1016/j.chemosphere.2006.03.016
Neuberger J, Counsell C (2002) Impact factors: uses and abuses. Eur J Gastroenterol Hepatol 14(3):209–211. https://doi.org/10.1097/00042737-200203000-00001
Nriagu JO, Azcue JM (1990) Food contamination with arsenic in the environment. In: Nriagu JO Simmons MS (eds) Food contamination from environmental sources. John Wiley & Sons, Inc. N.Y., pp 121–144
Nriagu JO, Azcue JM, Nriagu JO, Simmons MS (1990) Food contamination with arsenic in the environment. Adv. Environ. Sci. Technol
Pan K, Zhu A, Xu Z, Wang W (2014) Copper contamination in coastal and estuarine waters of China. Asian J Ecotoxicol 9:618–631
Panagos P, Van Liedekerke M, Yigini Y, Montanarella L (2013) Contaminated sites in Europe: review of the current situation based on data collected through a European network. J Environ Public Health, Article ID 158764
Paria S (2008) Surfactant-enhanced remediation of organic contaminated soil and water. Adv Colloid Interf Sci 138(1):24–58. https://doi.org/10.1016/j.cis.2007.11.001
Pereira F, Rui JCS, Soares AMM, Araújo MF (2013) The role of arsenic in chalcolithic copper artefacts–insights from Vila Nova de São Pedro (Portugal). J Archaeol Sci 40(4):2045–2056. https://doi.org/10.1016/j.jas.2012.12.015
Perez-Sanz A, Millan R, Sierra MJ, Alarcon R, Garcia P, Gil-Diaz M, Vazquez S, Lobo MC (2012) Mercury uptake by Silene vulgaris grown on contaminated spiked soils. J Environ Manag 95:S233–S237. https://doi.org/10.1016/j.jenvman.2010.07.018
Prathap G (2009) Is there a place for a mock h-index? Scientometrics 84:153–165
Pritchard A (1969) Statistical bibliography or bibliometrics? J Doc 25:348–349
Qu A, Brulc JM, Wilson MK, Law BF, Theoret JR, Joens LA, Konkel ME, Angly F, Dinsdale EA, Edwards RA (2008) Comparative metagenomics reveals host specific metavirulomes and horizontal gene transfer elements in the chicken cecum microbiome. PLoS One 3(8):e2945. https://doi.org/10.1371/journal.pone.0002945
Qu C, Shi W, Guo J, Fang B, Wang S, Giesy JP, Holm PE (2016) China’s soil pollution control: choices and challenges. Environ Sci Technol 50(24):13181–13183. https://doi.org/10.1021/acs.est.6b05068
Seo JS, Keum YS, Li QX (2009) Bacterial degradation of aromatic compounds. Int. J. Environ. Res Public Health 6:278–309
SERDP (2017) Explosives, https://www.serdp-estcp.org/Program-Areas/Weapons-Systems-and-Platforms/Energetic-Materials-and-Munitions/Explosives
Song B, Zeng G, Gong J, Jie L, Xu P, Liu Z, Yi Z, Chen Z, Min C, Yang L (2017) Evaluation methods for assessing effectiveness of in situ remediation of soil and sediment contaminated with organic pollutants and heavy metals. Environ Int 105:43–55. https://doi.org/10.1016/j.envint.2017.05.001
Tian C, Wang MD, Si YB (2010) Influences of charcoal amendment on adsorption-desorption of isoproturon in soils. Agr Sci China 9(2):257–265. https://doi.org/10.1016/S1671-2927(09)60091-2
Usman M, Faure P, Lorgeoux C, Ruby C, Hanna K (2013) Treatment of hydrocarbon contamination under flow through conditions by using magnetite catalyzed chemical oxidation. Environ Sci Pollut Res Int 20:22–30
Vaidehi K, Kulkarni SD (2012) Microbial remediation of polycyclic aromatic hydrocarbons: an overview. Res J Chem Environ 16:200–212
Varjani SJ (2017) Microbial degradation of petroleum hydrocarbons. Bioresour Technol 223:277–286. https://doi.org/10.1016/j.biortech.2016.10.037
Virkutytea J, Sillanpää M, Latostenmaa P (2002) Electrokinetic soil remediation - critical overview. Sci Total Environ 289:25
Waller AS, Krajmalnik-Brown R, Löffler FE, Edwards EA (2005) Multiple reductive-dehalogenase-homologous genes are simultaneously transcribed during dechlorination by Dehalococcoides-containing cultures. Appl Environ Microbiol 71(12):8257–8264. https://doi.org/10.1128/AEM.71.12.8257-8264.2005
Wang J, Feng X, Anderson CW, Xing Y, Shang L (2012) Remediation of mercury contaminated sites - a review. J Hazard Mater 221-222:1–18. https://doi.org/10.1016/j.jhazmat.2012.04.035
Wang L, Zhao L, Mao G, Zuo J, Du H (2017) Way to accomplish low carbon development transformation: a bibliometric analysis during 1995–2014. Renew Sust Energ Rev 68:57–69. https://doi.org/10.1016/j.rser.2016.08.021
Weissenfels WD, Klewer HJ, Langhoff J (1992) Adsorption of polycyclic aromatic hydrocarbons (PAHs) by soil particles: influence on biodegradability and biotoxicity. Appl Microbiol Biot 36:689–696
Wen XL, Yang YN (2008) Application and prospect of biological remediation technology in organic contaminated soils. Environ Sci Technol 25:1806–1814
Xu J, Pancras T, Grotenhuis T (2011) Chemical oxidation of cable insulating oil contaminated soil. Chemosphere 84(2):272–277. https://doi.org/10.1016/j.chemosphere.2011.03.044
Yang BM, Kao CM, Chen CW, Sung WP, Surampalli RY (2012) Application of in situ chemical oxidation for the remediation of TPH-contaminated soils. Appl Mech Mater 121-126:196–200
Yang J, Teng Y, Wu J, Chen H, Wang G, Song L, Yue W, Zuo R, Zhai Y (2017) Current status and associated human health risk of vanadium in soil in China. Chemosphere 171:635–643. https://doi.org/10.1016/j.chemosphere.2016.12.058
Yao Y (2016) Pollution: spend more on soil clean-up in China. Nature 533(7604):469. https://doi.org/10.1038/533469a
Yao Z, Li J, Xie H, Yu C (2012) Review on remediation technologies of soil contaminated by heavy metals. Procedia Environ Sci 16:722–729. https://doi.org/10.1016/j.proenv.2012.10.099
Ye Q, Song H, Li T (2012) Cross-institutional collaboration networks in tourism and hospitality research. Tourism Manag Perspectives 2-3:55–64. https://doi.org/10.1016/j.tmp.2012.03.002
Yongming L (2009) Current research and development in soil remediation technologies. Prog Chem 20:117–132
Yoon B, Park Y (2004) A text-mining-based patent network: analytical tool for high-technology trend. The Journal of High Technology Management Research 15(1):37–50. https://doi.org/10.1016/j.hitech.2003.09.003
Yu-Shuang LI (2012) Advances in soil remediation Technologies of Urban Industrial Contaminated Sites. Journal of Anhui Agricultural Sciences
Zhang F, Li G (2016) China released the Action Plan on Prevention and Control of Soil Pollution. Front Env Sci Eng 10(4):19–20. https://doi.org/10.1007/s11783-016-0867-5
Zhang Y, Zhang H, Yang W (2015) Rabbit protein adsorption properties of copper (II) ion-polluted soil. Pol J Environ Stud 24:2295–2300
Zhang S, Mao G, Crittenden J, Liu X, Du H (2017) Groundwater remediation from the past to the future: a bibliometric analysis. Water Res 119:114–125. https://doi.org/10.1016/j.watres.2017.01.029
Zhao FJ, Ma Y, Zhu YG, Tang Z, McGrath SP (2015) Soil contamination in China: current status and mitigation strategies. Environ Sci Technol 49:750–9
Zhou F, Guo H-C, Ho Y-S, Wu C-Z (2007) Scientometric analysis of geostatistics using multivariate methods. Scientometrics 73(3):265–279. https://doi.org/10.1007/s11192-007-1798-5
Acknowledgements
We would like to thank Dr. Hui Ding for his advice on the soil remediation technologies. Authors are grateful to Dr. Nancy Merino for her assistance of this work.
Funding
This research is supported by the National Natural Science Foundation of China (51641407, 71673198).
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible editor: Kitae Baek
Rights and permissions
About this article
Cite this article
Mao, G., Shi, T., Zhang, S. et al. Bibliometric analysis of insights into soil remediation. J Soils Sediments 18, 2520–2534 (2018). https://doi.org/10.1007/s11368-018-1932-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11368-018-1932-4