Abstract
Tremendous progress has been made over the last several decades in improving the pyrometallurgical processing routes of nonferrous metals, such as aluminum, copper, and lead. Advances in the numerical modeling of pyrometallurgical processes has aided in these improvements by providing a better understanding of the complex transport phenomena occurring in modern furnaces. However, there is a need for a comprehensive discussion of the numerical modeling of a primary and a secondary nonferrous pyrometallurgical furnaces. This review provides such a discussion by surveying recent attempts at capturing the physico-chemical phenomena occurring within these furnaces, including gas-phase combustion, melting/smelting, and multiphase heat- and mass-transfer with the molten phases.This work then identifies a complete set of approaches for simulating these types of furnaces and provides recommendations for applying high-resolution numerical tools towards full-furnace simulation. By identifying gaps in the current state of the art, this review offers suggestions for future developments in commercial codebases, outlining the path to fulfilling the promise of CFD-enabled pyrometallurgy.
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Abbreviations
- CFD:
-
Computational fluid dynamics
- DEM:
-
Discrete element method
- EMP:
-
Eulerian multiphase
- FCF:
-
Flash converting furnaces
- FSF:
-
Flash smelting furnace
- LMP:
-
Lagrangian multiphase
- MCM:
-
Multicomponent mixture
- MPI:
-
message-passing interface
- MSF:
-
Multiphase segregated flow
- MUSIG:
-
Inhomogeneous multiple size groups
- NMI:
-
Nonferrous metal industry
- PBM:
-
Population balance method
- PSC:
-
Peirce-Smith converters
- QSL:
-
Queneau–Schuhmann–Lurgi
- TFM:
-
Two-fluid model
- TSL:
-
Top submerged lance
- VOF:
-
Volume of fluid
- RANS:
-
Reynolds-averaged Navier Stokes
References
A. Elshkaki, T.E. Graedel, L. Ciacci and B.K. Reck, Environ. Sci. Technol. 52, 2491 (2018).
U.S. Geological Survey: Mineral Commodity Summaries 2021, 2021.
T. Watari, K. Nansai and K. Nakajima, Resour. Conserv. Recycl. 164, 105107 (2021).
International Lead and Zinc Study Group (ILZSG), The World Lead Factbook 2019, 2020.
International Copper Study Group (ICSG), The World Copper Factbook 2020., 2020.
M. Li, Z. Mi, D.M. Coffman and Y.M. Wei, J. Clean. Product. 192, 252 (2018).
P. King, B.M. Golchert, T. Li, M. Hassan and Q. Han, Energy Efficient Operation of Aluminum Furnaces, DOE/ARC-2005-031 (Albany: Albany Research Center, 2005).
C. Belt, B. Golchert, P. King, R. Pterson and J. Tessandori, Light Metals (Springer, Cham, 2006), pp 881–885.
F. White and J. Majdalani, Viscous Fluid Flow, vol 3 (McGraw-Hill, New York, 2006).
C. Mei, X. Peng, P. Zhou, J. Zhou and N. Zhou, Simulation and Optimization of Furnaces and Kilns for Nonferrous Metallurgical Engineering, 1st edn (Metallurgical Industry Press, Beijing, 2010).
E. Jak, in Extraction 2018, (Berlin: Springer, 2018), pp. 103–25.
M. Laputka and W. Xie, Min. Metall. Explor. 38, 1135 (2021).
S. Kuang, Z. Li and A. Yu, Steel Res. Int. 89, 1700071. https://doi.org/10.1002/srin.201700071 (2018).
S. Ghosh, N.N. Viswanathan and N.B. Ballal, Steel Res. Int. 88, 1600140. https://doi.org/10.1002/srin.201600440 (2017).
P.B. Abhale, N.N. Viswanathan and H. Saxén, Trans. Inst. Min. Metall. 129, 166 (2020).
K. Chattopadhyay, M. Isac and R.I.L. Guthrie, Ironmak. Steelmak. 37, 554 (2010).
K. Chattopadhyay, M. Isac and R.I.L. Guthrie, Ironmak. Steelmak. 37, 562 (2010).
T. Okosun, A.K. Silaen and C.Q. Zhou, Steel Res. Int. 92, 190046. https://doi.org/10.1002/srin.201900046 (2021).
J.J. Moore, Chemical Metallurgy (Butterworths, London, 1981).
N. Huda, J. Naser, G. Brooks, M.A. Reuter and R.W. Matusewicz, Metall. Mater. Trans. B 43, 39 (2010).
N. Huda, J. Naser, G. Brooks, M.A. Reuter and R.W. Matusewicz, Metall. Mater. Trans. B 43, 39 (2012).
A. Filzwieser, K. Gamweger, O. Zach and G. Lukesch, RHI Bull. 2003, 1 (2003).
Y. Yang, B. Zhou, J. Post, E. Scheepers and M. Reuter, in TMS Fall Extraction and Processing Division: Sohn International Symposium, San Diego, CA, United States, 2006, pp. 417–33.
Y. Yang, B. Zhou, J. Post, E. Scheepers, M. Reuter and R. Boom, in 5th International Conference on CFD in the Process Industries, CSIRO, Melbourne, Australia, 2006.
K. Song and A. Jokilaakso, Miner. Process. Extract Metall. Rev. 2020, 1 (2020).
P. Taskinen, G. Akdogan, I. Kojo, M. Lahtinen and A. Jokilaakso, Miner. Process. Extract Metall. Rev. 128, 58 (2019).
V. Bojarevics and J.W. Evans, Light Metals 2015 (Springer, Cham, 2015), pp 783–788.
Y. Feng, M.P. Schwarz, W. Yang and M. Cooksey, Metall. Mater. Trans. B 46, 1959 (2015).
D.R. Gunasegaram and D. Molenaar, J. Clean. Product. 93, 174 (2015).
Z. Zhao, Y. Feng, M.P. Schwarz, P.J. Witt, Z. Wang and M. Cooksey, Metall. Mater. Trans. B 48, 1200 (2017).
K.E. Einarsrud, S.E. Gylver and E. Manger, in Light Metals 2018, (Cham: Springer 2018).
A.M.M. Shamroukh, S.A. Salman, W. Berends, W.A. Abdel-Fadeel and G.T. Abdel-Jaber, in Light Metals 2020, (Cham: Springer, 2020), pp. 1267–77.
M. Kavand, Fuel 297, 120692. https://doi.org/10.1016/j.fuel.2021.120692 (2021).
A. Cubeddu, V. Nandana and U. Janoske, in Light Metals 2019, (Cham: Springer 2019), pp. 605–13.
M. Ali and M. Aly, J. Petrol. Min. Eng. 22, 71 (2020).
G.M.A. Mahran and M.M. Ali, Miner. Eng. 157, 106534. https://doi.org/10.1016/j.mineng.2020.106534 (2020).
M. Schlesinger, Aluminum Recycling, 2nd edn (CRC, Boca Raton, 2014).
T. Rosenqvist, Principles of Extractive Metallurgy (McGraw-Hill, New York, 1974).
C.E. Baukal, V. Gershtein and X. Li, Computational Fluid Dynamics in Industrial Combustion (CRC, Boca Raton, 2001).
A. Inc., 2021.
A.O. Nieckele, M.F. Naccache and M.S.P. Gomes, J. Energy Resour. Technol. 126, 72 (2004).
A.O. Nieckele, M.F. Naccache and M.S.P. Gomes, Appl. Therm. Eng. 31, 841 (2011).
A.O. Nieckele, P. Rio, M. Sebastião and P. Gomes, J. Braz. Soc. Mech. Sci. Eng. 32, 437 (2010).
A.O. Nieckele, M.F. Naccache, M.S.P. Gomes and R.C. Menezes, in Proceedings of IMECE2006, 2006, pp. 287–96.
J. Furu, T. Bergstrom and K. Mathinsen, in 12th International Conference on Aluminum Alloys (ICAA12), The Japan Institue of Light Metals, 2010, pp. 2287–92.
J. Furu, A. Buchholz, T.H. Bergstrøm and K. Marthinsen, in Light Metals 2012, (Cham: Springer, 2012), pp. 1037–42.
J. Furu and A. Buchholz, in Light Metals 2015, Cham: Springer, 2015), pp. 895–900.
A. Buchholz and J. Rodseth, in Light Metals 2011, (Cham: Springer, 2011), pp. 1179–84.
A. Kumar, R. Venuturumilli and P.E. King, in EPD Congress 2008, TMS, 2008, pp. 61–6.
A. Kumar, R. Venuturumilli, L. Kiss and G. Walter, in TMS Supplemental Proceedings, Volume 3, General Paper Selections, 2008, pp. 115–20.
G. Walter, L. Kiss and A. Charette, in Light Metals 2006, (Cham: Springer, 2006), pp. 741–6.
B.M. Golchert, C.Q. Zhou, A. Quenette, Q. Han and P.E. King, in Light Metals 2005, (Cham: Springer, 2005), pp. 887–92.
P.E. King, M.C. Hayes, T.X. Li, Q. Han and B.M. Golchert, in Light Metals 2005, (Cham: Springer, 2005), pp. 889–904.
S.L. Chang, S.A. Lottes and M. Petrick, Multiphase Integral Reacting Flow Computer Code (ICOMFLO), User`s Guide, (Argonne, IL: US DOE, 1997).
J. Wang, P. Xu, H. Yan, J. Zhou, S. Li, G. Gui and W. Li, Trans. Nonferr. Metals Soc. China 23, 3125. https://doi.org/10.1016/S1003-6326(13)62843-5 (2013).
L. Qiu, Y. Feng, Z. Chen, Y. Li and X. Zhang, Appl. Therm. Eng. 145, 315 (2018).
B. Zhou, Y. Yang and M.A. Reuter, in Proc. TMS Fall 2002, 2002, pp 527-537.
B. Zhou, Y. Yang and M. Reuter, in Proc. Yazawa International Symposium on Metallurgical and Materials Processing, 2003, pp. 1249–58.
B. Zhou, Y. Yang and M. Reuter, in Light Metals 2004, (Cham: Springer, 2004), pp. 919–24.
B. Zhou, Y. Yang, M.A. Reuter and U.M.J. Boin, Miner. Eng. 19, 299 (2006).
B. Zhou, Y. Yang, M.A. Reuter and U.M.J. Boin, Progr. Comput. Fluid Dyn. 7, 1 (2007).
Ansys Inc., https://www.ansys.com.
M. Schlesinger, K. Sole and W. Davenport, Extractive Metallurgy of Copper (Elsevier, Amsterdam, 2011).
J.P. Jylhä, N.A. Khan and A. Jokilaakso, Processes 8, 485 (2020).
J.-P. Jylhä, S.P. Ari, J. Advisor and M.S.N. Khan, CFD-DEM Simulation of Two-Phase Flows in the Flash Smelting Settler, (Altair University, 2018).
T. Ahokainen and A. Jokilaakso, Can. Metall. Q. 37, 275 (1998).
CHAM, 2021.
T. Ahokainen, A. Jokilaakso, P. Taskinen and M. Kytö, in TMS Fall Extraction and Processing Meeting, Sohn International Symposium, 2006, pp. 529–43.
Altair, 2021.
A. Schmidt, V. Montenegro and G.D. Wehinger, Metall. Mater. Trans. B 52, 405 (2021).
Siemens Digital Industries Software, 2021.
J. Zhou, J. Zhou, Z. Chen and Y. Mao, JOM 66, 1629 (2014).
C.B. Solnordal, F.R.A. Jorgensen, P.T.L. Koh and A. Hunt, in Third International Conference on CFD in the Minerals and Process Industries, 2003, pp. 161–6.
C.B. Solnordal, F.R.A. Jorgensen, P.T.L. Koh and A. Hunt, Appl. Math. Modell. 30, 1310 (2006).
M. White, R. Haywood, D.J. Ranasinghe and S. Chen, in Eleventh International Conference on CFD in the Minerals and Process Industries, 2015, pp. 7–9.
G. Tang, A.K. Silaen, H. Yan, Z. Cui, Z. Wang, H. Wang, K. Tang, P. Zhou and C.Q. Zhou, in 8th International Symposium on High-Temperature Metallurgical Processing , 2017.
G. Tang, K. Tang, A. Silaen, H. Yan, Z. Cui, Z. Wang, H. Wang, P. Zhou and C. Zhou, in 9th International Symposium on High -Temperature Metallurgical Processing, 2018, pp. 103–14.
L. Shui, Z. Cui, X. Ma, M.A. Rhamdhani, A. Nguyen and B. Zhao, Metall. Mater. Trans. B 46, 1218 (2015).
D. Li, P. Li, X. Yao, C. Liu and Z. Dong, in PbZn 2020, 9th International Symposium on Lead and Zinc Processing, 2020, pp. 31–40.
H.L. Zhang, C.Q. Zhou, W.U. Bing and Y.M. Chen, J. South. Afr. Inst. Min. Metall. 115, 457 (2015).
T. Richter, O. Keplinger, N. Shevchenko, T. Wondrak, K. Eckert, S. Eckert and S. Odenbach, Int. J. Multiphase Flow 104, 32 (2018).
D. Obiso, M. Akashi, S. Kriebitzsch, B. Meyer, M. Reuter, S. Eckert and A. Richter, Metall. Mater. Trans. B 51, 1509 (2020).
D. Obiso, S. Kriebitzsch, M. Reuter and B. Meyer, Metall. Mater. Trans. B 50, 2403 (2019).
M. Akashi, O. Keplinger, N. Shevchenko, S. Anders, M.A. Reuter and S. Eckert, Metall. Mater. Trans. B 51, 124 (2020).
H. Zhao, Y. Xiao, F. Liu and H.Y. Sohn, Metall. Mater. Trans. B 52, 3767. https://doi.org/10.1007/s11663-021-02290-8 (2021).
J.J. Wijenayake and H.-S. Sohn, Hydrometallurgy 198, 105466. https://doi.org/10.1016/j.hydromet.2020.105466 (2020).
D.K. Chibwe, G. Akdogan, P. Taskinen and J.J. Eksteen, J. South. Afr. Inst. Min. Metall. 115, 363 (2015).
D.K. Chibwe, G. Akdogan, G.A. Bezuidenhout, J.P.T. Kapusta, S. Bradshaw and J.J. Eksteen, J. South. Afr. Inst. Min. Metall. 115, 349 (2015).
D.K. Chibwe, G. Akdogan, C. Aldrich and R.H. Eric, Chem. Product Process Model 6, 1. https://doi.org/10.2202/1934-2659.1584 (2011).
A. Vignes, Extractive Metallurgy 3, Processing Operations and Routes (Wiley, New York, 2013).
H. Zhao, X. Zhao, L. Mu, L. Zhang and L. Yang, Int. J. Miner. Metall. Mater. 26, 1092 (2019).
H. Yan, G. Li, Z. Xu, P. Zhou and Z. Chenn, in 2012 Second International Conference on Intelligent System Design and Engineering Application, IEEE, 2012, pp. 1063–6.
S. Yan, G. Tang, C.Q. Zhou and X. Guo, ACS Omega 4, 12449 (2019).
J. Li, P. Zhou, Z. Liao, L. Chai, C.Q. Zhou and L. Zhang, Trans. Nonferr. Metals Soc. China 29, 1560 (2019).
K. Tang, L. Zhang, L. Zhang and F. Tu, in PbZn 2020, 9th International Symposium on Lead and Zinc Processing, Springer, Cham, 2020, pp. 469–77.
P.B. Queneau James, S.E., Downey, J.P., Livelli, G.M., Zinc-Lead Process., 3, 149 (2015).
A. Anderson, J. Grogan, G. Bogin and P. Taylor, in Extraction 2018, (Berlin: Springer, 2018), pp. 881–90.
A. Anderson, Computational Fluid Dynamic Modeling of a Secondary Lead Reverberatory Furnace, Colorado School of Mines, 2017.
Siemens Digital Industries Software, Simcenter STAR-CCM+ User Guide, 2021.2., 2021.
T. Kerry, A. Peters, E. Georgakopoulos, A. Hosseini, E. Offerman and Y. Yang, in PbZn 2020, 9th International Symposium on Lead and Zinc Processing , 2020.
L.C. Capozzi, A.A. Barresi and R. Pisano, Powder Technol. 343, 834 (2019).
L.C. Capozzi, A.A. Barresi and R. Pisano, Data Brief 22, 722 (2019).
V. Rao, V. Kumar and A. Anderson, in REWAS 2022, Automation and Digitalization for Advanced Manufacturing, (2022).
Acknowledgements
This work was sponsored by the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy (EERE), Advanced Manufacturing Office, High Performance Computing for Energy Innovation Program (HPC4EI), under contract DE-AC05-00OR22725 with UT-Battelle, LLC., through a Cooperative Research and Development Agreement with Gopher Resource, LLC (NFE-19-07865). The HPC4EI Program is managed by Lawrence Livermore National Laboratory for the U.S. Department of Energy. The authors would also like to thank Gopher Resource for research support and H. Sceats for editorial contributions.
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Anderson, A., Kumar, V., Rao, V.M. et al. A Review of Computational Capabilities and Requirements in High-Resolution Simulation of Nonferrous Pyrometallurgical Furnaces. JOM 74, 1543–1567 (2022). https://doi.org/10.1007/s11837-022-05169-4
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DOI: https://doi.org/10.1007/s11837-022-05169-4