Optimization of reagent dosages with the use of response surface methodology and evaluation of test results with upgrading curves in graphite flotation

References

• Arbiter, N. 1985. Flotation. In SME mineral processing handbook, ed. A. Weiss, 5.1–5.105. New York: Soc. Of Mining Engineers.
   Google Scholar
• Aslan, N., and R. Fidan. 2008. Optimization of Pb flotation using statistical technique and quadratic programming. Separation and Purification Technology 62:160–65.
   Web of Science ®Google Scholar
• Cornell, J.A. 1990. How to apply response surface methodology. In The ASQC Basic References in Quality Control: Statistical Techniques, American Society for Quality Control, 8, rev. ed. Milwaukee, Wisconsin.
   Google Scholar
• Crossley, P. 2000. Graphite–high-tech supply sharpens up: Industrial minerals 386:31–47.
   Google Scholar
• Drzymala, J. 2006. Atlas of upgrading curves used in separation and mineral science and technology Part I. Physico-Chemical Problems in Mineral Processing 40:19–29.
   Google Scholar
• Drzymala, J. 2007a. Foundations of theory and practice of mineralogy, Wroclaw University of Technology. 54–58. Wroclaw, Poland.
   Google Scholar
• Drzymala, J. 2007b. Atlas of upgrading curves used in separation and mineral science and technology Part II. Physico-Chemical Problems in Mineral Processing 41:27–35.
   Web of Science ®Google Scholar
• Drzymala, J. 2008. Atlas of upgrading curves used in separation and mineral science and technology Part III. Physicochemical Problems of Mineral Processing 42:75–84.
   Web of Science ®Google Scholar
• Drzymala, J., and H. A. M. Ahmed. 2005. Mathematical equations for approximation of separation results using the Fuerstenau’s upgrading curves. International Journal of Mineral Processing 76 (1–2):55–65. doi:10.1016/j.minpro.2004.10.002
   Web of Science ®Google Scholar
• Drzymala, J., Kowalczuk, P. B., Foszcz, D., Muszer, A., Henc, T., and Luszczkiewicz A. 2012. Analysis of separation results by means of the grade-recovery Halbich upgrading curve. XXVI International Mineral Processing Congress, September 24–28, New Delhi, India.
   Google Scholar
• Foszcz, D., M. Duchnowska, T. Niedoba, and T. Tumidajski. 2016. Accuracy of separation parameters resulting from errors of chemical analysis, experimental results and data approximation. Physicochemical Problems of Mineral Processing 52 (1) :98–111.
   Web of Science ®Google Scholar
• Foszcz, D., T. Gawenda, B. Kosa-Burda, A. Krawczykowska, D. Krawczykowski, A. Młynarczykowska, T. Niedoba, D. Saramak, W. Sobczyk, and A. Surowiak. 2017 (ed. W.Sobczyk). Coal preparation in Poland. In Technological and socio-environmental aspects, 49–64. AGH Krakow, Krakow.
   Google Scholar
• Joglekar, A. M., and A. T. May. 1987. Product excellence through design of experiments. Cereal Food World 32:857–68.
   Web of Science ®Google Scholar
• Kaya, O., and M. Canbazoğlu. 2007. A study on the floatability of graphite ore from Yozgat Akdağ mining (Turkey). The Journal of Ore Dressing 9:40–44.
   Google Scholar
• Moraru, V., N. Lebovka, and D. Shevchenko. 2003. Structural transitions in aqueous suspensions of natural graphite. http://arxiv.org/abs/cond-mat/0306384v1
   Google Scholar
• Moraru, V. N., F. D. Ovcharenko, Z. M. Yaremko, and L. E. Moraru. 1980. Effect of pH and ionic strength of electrolyte solutions on the potential, stability and rheological properties of aquous graphite dispersions. Colloid Journal of the USSR 42 (5):738–43.
   Web of Science ®Google Scholar
• Myers, R. C., and D. C. Montgomery. 1995. Response surface methodology: Process and product optimization using designed experiments. New York, NY, USA: John Wiley & Sons, Inc.
   Google Scholar
• Nandiwale, K. Y., and V. V. Bokade. 2016. Optimization by Box–Behnken experimental design for synthesis of n-hexyl levulinate bio lubricant over hierarchical H-ZSM-5: An effort towards agricultural waste minimization. Process Safety and Environmental Protection 99:159–66. doi:10.1016/j.psep.2015.11.003
   Web of Science ®Google Scholar
• Patil, M. R., K. S. Shivakumar, M. V. Rudramuniyappa, and R. Bhima Rao. 2000. Flotation studies on graphite ores of Shivaganga area, Madurai district, Tamilnadu (India). Metallurgy and Materials Science 42:233–41.
   Google Scholar
• Pugh, R. J. 2000. Non-ionic polyethylene oxide frothers in graphite flotation. Minerals Engineering 13:151–62.
   Web of Science ®Google Scholar
• Radojkovic, M., Z. Zekovic, S. Jokic, S. Vidovic, Z. Lepovic, and S. Milosevic. 2012. Optimization of solid-liquid extraction of antioxidants from black mulberry leaves by response surface methodology. Food Technology and Biotechnology 50 (2):167–76.
   Web of Science ®Google Scholar
• Sahbaz, O. 2013. Determining optimal conditions for lignite flotation by design of experiments and the Halbich upgradıng curve. Physicochemical Problems of Mineral Processing 49 (2):535–46.
   Web of Science ®Google Scholar
• Schulz, N. F. 1970. Separation efficiency. Transactions of the Society of Mining Engineers of AIME 247:81–87.
   Google Scholar
• Shamsi, M., M. Noaparast, S. Z. Shafaie, and M. Gharabaghi. 2016. Synergism effect of collectors on copper recovery in flotation of copper smelting slags. Geosystem Engineering 19 (2):57–68. doi:10.1080/12269328.2015.1087349
   Web of Science ®Google Scholar
• Sharma, K. K., V. K. Kalyani, T. Gouri Charan, and A. Sinha. 2012. Application of a central composite design with response surface methodology in beneficiation studies of coal fines using an oleo-flotation process. International Journal of Coal Preparation and Utilization 32:225–37. doi:10.1080/19392699.2012.695414
   Web of Science ®Google Scholar
• Souza, N. S., A. D. Rodrigues, C. A. Cardoso, H. Pardo, R. Faccio, A. W. Mombru, J. C. Galzerani, O. F. de Lima, S. Sergeenkov, and F. M. Araujo-Moreira. 2012. Physical properties of nanofluid suspension of ferromagnetic graphite with high Zeta potential. Physics Letters A 376:544–46. doi:10.1016/j.physleta.2011.11.050
   Web of Science ®Google Scholar
• Tarjan, G. 1981. Mineral processing, academia Diado. Budapest 1:83–142.
   Google Scholar
• Ukeles, S. D., E. Ben-Yoseph, and N. P. Finkelstein. 1994. Cadmium removal from phosphoric acid-Israeli experience, 683–701. Cambridge, England: Hydrometallurgy 94.
   Google Scholar
• URL1.2017. AERO Promoters. https://www.cytec.com/businesses/in-process-separation/mining-chemicals/brands/aero (Accessed 10 April 2017).
   Google Scholar
• Vasumathi, N., T. V. Vijaya Kumar, S. Subba Rao, S. Prabhakar, G. Bhaskar Raju, B. R. Nayak, S. Shiva Kumar, and U. Raman. 2014. Beneficiation of low grade graphite ore of eastern India by two-stage grinding and flotation. Journal of Mining and Metallurgy 50 (1):9–17. doi:10.5937/jmma1401009v
   Google Scholar
• Yin, P., W. Chen, W. Liu, H. Chen, R. Qu, X. Liu, Q. Tang, and Q. Xu. 2013. Efficient bi functional catalyst lipase/organophosphonic acid-functionalized silica for biodiesel synthesis by esterification of oleic acid with ethanol. Bioresource Technology 140:146–51. doi:10.1016/j.biortech.2013.04.082
   PubMed Web of Science ®Google Scholar
• Zangeneh, N., A. Azizian, L. Lye, and R. Popescu. 2002. Application of response surface methodology in numerical geotechnical analysis. 55th Canadian Society for Geotechnical Conference, Hamilton, Ontario.
   Google Scholar