Skip to main content
Log in

Visualization and analysis of mapping knowledge domain of oxidation studies of sulfide ores

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

The oxidation of sulfide ores is a common phenomenon. To better understand the current development and status of oxidation studies of sulfide ores (OSSO), a bibliometric analysis of OSSO was conducted by mapping the spatiotemporal distribution of the knowledge domain and the research focus using VOSviewer and Citespace tools. The data were derived from the Web of Science (WOS) core collection database from 2000 to 2018. Study emphases covered publication outputs, countries/regions, organizations, top journals, research focus and keyword co-occurrence network, and theme development. The results include the following findings: (1) The line of the 3-year moving average of publications (3-year MAP), h-index (3-year MAH), and authors (3-year MAA) increased from 2001 to 2018. Conversely, the h-index continuously declined. (2) Asia had the most publications, with 1052, followed by Europe, with 923, and America, with 767. China, the USA, and Australia are the most active countries. (3) The top 10 organizations with the most publications are five Chinese organizations and one organization from each of the following countries: Russia, Australia, France, and India. (4) Hydrometallurgy, Minerals Engineering, Ore Geology Reviews, Geochimica Et Cosmochimica Acta, and Economic Geology are among the top 10 journals that researchers are most concerned about. (5) Cooperation among different organization or different countries is the most effective way to produce the most influential papers. (6) The OSSO is still focused on the process of oxidation by using different methods and techniques. In future work, it is necessary to progress new methods to understand the process of self-heating and prevent spontaneous combustion disaster of sulfide ore which result from OSSO.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10

Similar content being viewed by others

References

  • Abraitis PK, Pattrick RAD, Kelsall GH, Vaughan DJ (2004) Acid leaching and dissolution of major sulphide ore minerals: processes and galvanic effects in complex systems. Mineral Mag 68(2):343–351

    CAS  Google Scholar 

  • Anawar HM (2015) Sustainable rehabilitation of mining waste and acid mine drainage using geochemistry, mine type, mineralogy, texture, ore extraction and climate knowledge. J Environ Manag 158:111–121

    CAS  Google Scholar 

  • Bibliometrics OF (1996) Citation analysis and co-citation analysis: a review of literature I. Libri 46(3):149–158

    Google Scholar 

  • Belzile N, Chen YW, Cai MF, Li YR(2004). A review on pyrrhotite oxidation. Journal of Geochemical Exploration 84(2): 65-76.

    CAS  Google Scholar 

  • Chen CM (2004) Searching for intellectual turning points: progressive knowledge domain visualization. Proc Natl Acad Sci USA suppl(101): 5303-5310

    CAS  Google Scholar 

  • Chen YW, Li YR, Cai MF, Belzile N, Dang Z (2006) Preventing oxidation of iron sulfide minerals by polyethylene polyamines, Minerals Engineering 19(1): 19-27.

    CAS  Google Scholar 

  • Chen CM, Hu ZG, Liu SB, Hung T (2012) Emerging trends in regenerative medicine: a scientometric analysis in CiteSpace. Expert Opin Biol Ther 12(5):593–608

    Google Scholar 

  • Dold B, Spangenberg JE (2005) Sulfur speciation and stable isotope trends of water-soluble sulfates in mine tailings profiles. Environmental Science & Technology 39(15):5650

    CAS  Google Scholar 

  • Farquhar J, Wu NP, Canfield DE, Oduro H (2010) Connections between sulfur cycle evolution, sulfur isotopes, sediments, and base metal sulfide deposits, Economic Geology 105(3): 509-533

    CAS  Google Scholar 

  • Fahimnia B, Joseph S, Davarzani H (2015) Green supply chain management: a review and bibliometric analysis. Int J Prod Econ 162:101–114

    Google Scholar 

  • Fomchenko NV, Muravyov MI, Kondrat’eva TF (2010) Two-stage bacterial-chemical oxidation of refractory gold-bearing sulfidic concentrates. Hydrometallurgy 101(1–2):28–34

    CAS  Google Scholar 

  • Forsmo SPE, Forsmo SE, Samskog PO, Bjorkman BMT (2008) Mechanisms in oxidation and sintering of magnetite iron ore green pellets. Powder Technol 183(2):247–259

    CAS  Google Scholar 

  • Frezzotti ML, Tecce F, Casagli A (2012) Raman spectroscopy for fluid inclusion analysis. J Geochem Explor 112:1–20

    CAS  Google Scholar 

  • Haferburg C, Kothe E (2007) Microbes and metals: interactions in the environment. J Basic Microbiol 47(6):453–467

    CAS  Google Scholar 

  • Halinen AK, Rahunen N, Kaksonen AH, Puhakka JA (2009) Heap bioleaching of a complex sulfide ore: part I: effect of pH on metal extraction and microbial composition in pH controlled columns. Hydrometallurgy 98(1–2):92–100

    CAS  Google Scholar 

  • Hazen RM, Papineau D, Leeker WB, Downs RT (2008) Mineral evolution. Am Mineral 93(11–12):1693–1720

    CAS  Google Scholar 

  • Heidel C, Tichomirowa M (2011) The isotopic composition of sulfate from anaerobic and low oxygen pyrite oxidation experiments with ferric iron - new insights into oxidation mechanisms. Chem Geol 281(3–4):305–316

    CAS  Google Scholar 

  • Heidel C, Tichomirowa M, Junghans M (2013) Oxygen and sulfur isotope investigations of the oxidation of sulfide mixtures containing pyrite, galena, and sphalerite. Chem Geol 342:29–43

    CAS  Google Scholar 

  • Hong R, Xiang CL, Liu H, Glowacz A, Pan W (2019) Visualizing the knowledge structure and research evolution of infrared detection technology studies. Information 10:227

    Google Scholar 

  • Huang ZA, Ma ZZ, Song SY, Yang R, Gao YK, Zhang YH (2018) Study on the influence of periodic weighting on the spontaneous combustion “three-zone” in a gob. J Loss Prev Process Ind 55:480–491

    CAS  Google Scholar 

  • Iliyas A, Hawboldt K, Khan F (2010a) Advanced kinetics for calorimetric techniques and thermal stability screening of sulfide minerals. Thermochim Acta 501(1–2):35–45

    CAS  Google Scholar 

  • Iliyas A, Hawboldt K, Khan F (2010b) Thermal stability investigation of sulfide minerals in DSC. J Hazard Mater 178(1–3):814–822

    CAS  Google Scholar 

  • Iliyas A, Hawboldt K, Khan F (2011) Kinetics and safety analysis of sulfide mineral self-heating part I. effect of mineralogy. J Therm Anal Calorim 106(1):53–61

    CAS  Google Scholar 

  • Inverno CMC, Solomon M, Barton MD, Foden J (2008) The CU stockwork and massive sulfide ore of the Feitais volcanic-hosted massive sulfide deposit, Aljustrel, Iberian Pyrite Belt, Portugal: a mineralogical, fluid inclusion, and isotopic investigation. Econ Geol 103(1):241–267

    CAS  Google Scholar 

  • Jeong MH, Lee DH, Bae JW (2015) Reduction and oxidation kinetics of different phases of iron oxides. Int J Hydrog Energy 40(6):2613–2620

    CAS  Google Scholar 

  • Kibler LA (2006) Hydrogen electrocatalysis. CHEMPHYSCHEM 7(5): 985-991

    CAS  Google Scholar 

  • Li Y, Kawashima N, Li J, Chandra AP, Gerson AR(2013) A review of the structure, and fundamental mechanisms and kinetics of the leaching of chalcopyrite, Advances in Colloid and Interface Science 197-198: 1-32.

    CAS  Google Scholar 

  • Li W, Zhao Y (2015) Bibliometric analysis of global environmental assessment research in a 20-year period. Environ Impact Assess Rev 50:158–166

    Google Scholar 

  • Li ZJ, Shi DP, Wu C, Wang XL (2012) Infrared thermography for prediction of spontaneous combustion of sulfide ores. Trans Nonferrous Metals Soc China 22(12):3095–3102

    CAS  Google Scholar 

  • Liao H, Ming T, Li L, Li C, Zeng XJ (2018) A bibliometric analysis and visualization of medical big data research. Sustainability 10:166

    Google Scholar 

  • Lin CL, Ho YS (2015) A bibliometric analysis of publications on pluripotentstem cell research. Cell J 17:59–70

    Google Scholar 

  • Liu H, Wu C, Shi Y (2011) Locating method of fire source for spontaneous combustion of sulfide ores. J Cent South Univ 18(4):1034–1040

    Google Scholar 

  • Liu H, Wang ZX, Zhong J, Xie ZW (2015) Early detection of spontaneous combustion disaster of Sulphide ore stockpile. Tehnicki Vjesnik-Technical Gazette 22(6):1579–1587

    Google Scholar 

  • Liu H, Yu ZH, Chen C, Hong R, Jin K, Yang C (2018) Visualization and bibliometric analysis of research trends on human fatigue assessment. J Med Syst 42:179

    Google Scholar 

  • Liu H, Xiang CL, Hong R, Song YM, Jin K, Zhu K, Yang C, Lv C (2019) Thermal behavior and kinetics of sulfide concentrates. Therm Sci 23(5A):2801–2811

    Google Scholar 

  • Liu H, Chen HL, Hong R, Liu HG, You WJ (2020a) Mapping knowledge structure and research trends of emergency evacuation studies. Saf Sci 121:348–361

    Google Scholar 

  • Liu H, Hong R, Xiang CL, Lv C, Li HH (2020b) Visualization and analysis of mapping knowledge domains for spontaneous combustion studies. Fuel. 262: 116598

    Google Scholar 

  • Majzlan J, Dachs E, Benisek A, Drahota P (2016) Thermodynamic properties of FeAsO4·0.75H2O - a more favorable disposable product of low as solubility. Hydrometallurgy 164:136–140

    CAS  Google Scholar 

  • Mo ZW, Fu HZ, Ho YS (2018) Global development and trend of wind tunnel research from 1991 to 2014: a bibliometric analysis. Environ Sci Pollut Res 25:30257–30270

    Google Scholar 

  • Moslemi H, Shamsi P, Habashi F (2011) Pyrite and pyrrhotite open circuit potentials study: effects on flotation. Miner Eng 24(10):1038–1045

    CAS  Google Scholar 

  • Murphy R, Strongin DR (2009) Surface reactivity of pyrite and related sulfides. Surf Sci Rep 64(1):1–45

    CAS  Google Scholar 

  • Niu J, Zheng Y, Zhou YZ, Guo XY (2017) A fluid inclusions study of the Panlong lead-zinc deposit and its implication for genesis. Acta Petrol Sin 33(3):753–766

    Google Scholar 

  • Nordstrom DK, Blowes DW, Ptacek CJ (2015) Hydrogeochemistry and microbiology of mine drainage: an update. Appl Geochem 57:3–16

    CAS  Google Scholar 

  • Nunen van K, Li J, Reniers G, Ponnet Koen (2017) Bibliometric analysis of safety culture research. Saf Sci 108: 248–258

  • Osareh F (1996) Bibliometrics , citation analysis and co-citation analysis: a review of literature I. Libri 46(3):149–158

  • Pan W, Wu C, Li ZJ, Wu ZW, Yang YP (2017) Evaluation of spontaneous combustion tendency of sulfide ore heap based on nonlinear parameters. J Cent South Univ 24(10):2431–2437

    CAS  Google Scholar 

  • Perek KT, Arslan F (2010) Effect of mechanical activation on pressure leaching of Kure massive rich copper ore. Miner Process Extr Metall Rev 31(4):191–200

    CAS  Google Scholar 

  • Pineau A, Kanari N, Gaballah I (2006) Kinetics of reduction of iron oxides by H2: part I: low temperature reduction of hematite. Thermochim Acta 446(1):89–100

    Google Scholar 

  • Richards JP (2015) The oxidation state, and sulfur and CU contents of arc magmas: implications for metallogeny. Lithos 233:27–45

    CAS  Google Scholar 

  • Rodriguez-Rodrigue ZC, Nava-Alonso F, Uribe-Salas A (2018) Pyrite oxidation with ozone: stoichiometry and kinetics. Can Metall Q 57(3):294–303

    Google Scholar 

  • Rosenblum F, Nesset J, Spira R (2001) Evaluation and control of self-heating in sulphide concentrates. CIM Bull 94(1056):92–99

    CAS  Google Scholar 

  • Sardari A, Alamdari EK, Noaparast M, Shafaei SZ (2017) Kinetics of magnetite oxidation under non-isothermal conditions. International Journal of Minerals Metallurgy and Meterials 24(5):486–492

    CAS  Google Scholar 

  • Somot S, Finch JA (2010) Possible role of hydrogen sulphide gas in self-heating of pyrrhotite-rich materials. Miner Eng 23(2):104–110

    CAS  Google Scholar 

  • Thurston RS, Mandernack KW, Shanks WC (2010) Laboratory chalcopyrite oxidation by Acidithiobacillus ferrooxidans: oxygen and sulfur isotope fractionation. Chem Geol 269(3–4):252–261

    CAS  Google Scholar 

  • Tu ZH, Wan JH, Guo CL, Fan C, Zhang T, Lu GN, Reinfelder JR, Dang Z (2017) Electrochemical oxidation of pyrite in pH2 electrolyte. Electrochim Acta 239:25–35

    CAS  Google Scholar 

  • Van eck NJ, Waltman L (2006) VOS: a new method for visualizing similarities between objects. Erim Report, pp:299–306

  • Vaneck NJ, Waltman L (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 84(2):523–538

    Google Scholar 

  • Velasquez-Yevenes L, Quezada-Reyes V (2018) Influence of seawater and discard brine on the dissolution of copper ore and copper concentrate. Hydrometallurgy 180:88–95

    CAS  Google Scholar 

  • Wang HJ, Xu CS, Wu AX, Ai CM, Li XW, Miao XX (2013) Inhibition of spontaneous combustion of sulfide ores by thermopile sulfide oxidation. Miner Eng 49:61–67

    Google Scholar 

  • Wang YX, Guo PP, Dai F, Li X, Zhao YL, Liu Y (2018) Behavior and modeling of fiber-reinforced clay under triaxial compression by combining the superposition method with the energy-based homogenization technique. International Journal of Geomechanics 18(0401817212)

    Google Scholar 

  • Wu C, Li ZJ, Zou B (2004) Correlations among factors of sulfide ores in oxidation process at ambient temperature. Trans Nonferrous Metals Soc China 14(1):175–179

    CAS  Google Scholar 

  • Wu MY, Hu XM, Zhang Q, Xue D, Zhao YY (2019) Growth environment optimization for inducing bacterial mineralization and its application in concrete healing. Constr Build Mater 209:631–643

    CAS  Google Scholar 

  • Yang FQ, Wu C (2013) Mechanism of mechanical activation for spontaneous combustion of sulfide minerals. Trans Nonferrous Metals Soc China 23(1):276–282

    CAS  Google Scholar 

  • Yang FQ, Wu C, Li ZJ (2014) Spontaneous combustion tendency of fresh and pre-oxidized sulfide ores. J Cent South Univ 21(2):715–719

    Google Scholar 

  • Yang HY, Liu Q, Chen GB, Tong LL, Ali A (2018) Bio-dissolution of pyrite by Phanerochaete chrysosporium. Trans Nonferrous Metals Soc China 28(4):766–774

    CAS  Google Scholar 

  • Yucel DS, Baba A (2013) Geochemical characterization of acid mine lakes in Northwest Turkey and their effect on the environment. Arch Environ Contam Toxicol 64(3):357–376

    CAS  Google Scholar 

  • Zhang D, Fu HZ, Ho YS (2017) Characteristics and trends on global environmental monitoring research: a bibliometric analysis based on science citation index Expanded. Environ Sci Pollut Res 24:26079–26091

    Google Scholar 

  • Zhang XL, Sun CB, Xing Y, Kou J, Su M (2018) Thermal decomposition behavior of pyrite in a microwave field and feasibility of gold leaching with generated elemental sulfur from the decomposition of gold-bearing sulfides. Hydrometallurgy 180:210–220

    CAS  Google Scholar 

  • Zhao YL, Tang JZ, Chen Y, Zhang LY, Wang WJ, Liao JP (2017a) Hydromechanical coupling tests for mechanical and permeability characteristics of fractured limestone in complete stress–strain process. Environ Earth Sci 76:1–18

    Google Scholar 

  • Zhao YL, Luo SL, Wang YX, Wang WJ, Zhang LY, Wan W (2017b) Numerical analysis of karst water inrush and a criterion for establishing the width of water-resistant rock pillars. Mine Water Environ 36:508–519

    Google Scholar 

  • Zheng MS, Fu HZ, Ho YS (2017) Research trends and hotspots related to ammonia oxidation based on bibliometric analysis. Environ Sci Pollut Res 24:20409–20421

    CAS  Google Scholar 

  • Zivkovic ZD, Mitevska N, Savovic V (1996) Kinetics and mechanism of the chalcopyrite-pyrite concentrate oxidation process. Thermochim Acta 282-283:121–130

Download references

Funding

This work was supported in part by the Key Laboratory of Safety Engineering and Technology Research of Zhejiang Province (201904), the Zhejiang Provincial Natural Science Foundation of China (No. LY14E040001, LQ20E040005), the Science and Technology Project of Department of Education of Zhejiang Province (Y201840583, Y201942504).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hui Liu.

Additional information

Responsible editor: Philippe Garrigues

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hong, R., Liu, H., Xiang, C. et al. Visualization and analysis of mapping knowledge domain of oxidation studies of sulfide ores. Environ Sci Pollut Res 27, 5809–5824 (2020). https://doi.org/10.1007/s11356-019-07226-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-019-07226-z

Keywords

Navigation