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Grinding in Ball Mills: Modeling and Process Control Cover

Grinding in Ball Mills: Modeling and Process Control

Cybernetics and Information Technologies
Volume 12 (2012): Issue 2 (June 2012)
By: ,   and    
Open Access
|Mar 2013
References

References

  1. 1. Ajaal, T., R. W. Smith, W. T. Yen. The Development and Characterization of a Ball Mill for Mechanical Alloying. - Canadian Metallurgical Quarterly, Vol., 2002, No 1, 7-14.
    Open DOISearch in Google Scholar
  2. 2. Bauer, M., I. K. Craig. Economic Assessment of Advanced Process Control - A Survey and Framework. - Journal of Process Control, Vol., 2008, 2-18.
    Open DOISearch in Google Scholar
  3. 3. Berthiaux, H., C. Varinot, J. Dodds. Approximate Calculation of Breakage Parameters from Batch Grinding Tests. - Chemical Engineering Science, Vol., 1996, No 19, 4509-4516.
    Open DOISearch in Google Scholar
  4. 4. Bond, F. C. Crushing and Grinding Calculations. Part I. - British Chemical Engineering, Vol., 1961, No 6, 378-385.
    Search in Google Scholar
  5. 5. Bond, F. C. Crushing and Grinding Calculations. Part II. - British Chemical Engineering, Vol., 1961, No 8, 543-548.
    Search in Google Scholar
  6. 6. Bristol, E. G. On a New Measure of Interaction for Multivariable Process Control. - IEEE Trans. Auto. Control, AC-11, Vol., 1966, 133-134.
    Open DOISearch in Google Scholar
  7. 7. Capece, M., E. Bilgili, R. Dave. Identification of the Breakage Rate and Distribution Parameters in a Non-Linear Population Balance Model for Batch Milling. - Powder Technology, Vol., 2011, 195-204.
    Open DOISearch in Google Scholar
  8. 8. Chen, X. S., Q. Li, S. M. Fei. Constrained Model Predictive Control in Ball Mill Grinding Process. - Powder Technology, Vol., 2008, 31-39.
    Open DOISearch in Google Scholar
  9. 9. Chen, X. S., S. H. Li, J. Y. Zhai, Q. Li. Expert System Based Adaptive Dynamic Matrix Control for Ball Mill Grinding Circuit. - Expert Systems with Applications, Vol., 2009, 716-723.
    Open DOISearch in Google Scholar
  10. 10. Chen, X. S., J. Y. Zhai, S. H. Li, Q. Li. Application of Model Predictive Control in Ball Mill Grinding Circuit. - Minerals Engineering, Vol., 2007, 1099-1108.
    Open DOISearch in Google Scholar
  11. 11. Chen, X. S., Q. Li, S. M. Fei. Supervisory Expert Control for Ball Mill Grinding Circuits. - Expert Systems with Applications, Vol., 2008, 1877-1885.
    Open DOISearch in Google Scholar
  12. 12. Chen, X. S., J. Yang, S. H. Li, Q. Li. Disturbance Observer Based Multi-Variable Control of Ball Mill Grinding Circuits. - Journal of Process Control, Vol., 2009, 1205-1213.
    Open DOISearch in Google Scholar
  13. 13. Conradie, A. E., C. Aldrich. Neurocontrol of a Ball Mill Grinding Circuit Using Evolutionary Reinforcement Learning. - Minerals Engineering, Vol., 2001, Issue 10, 1277-1294.
    Open DOISearch in Google Scholar
  14. 14. Darby, M. L., M. Nikolaou. MPC: Current Practice and Challenges. - Control Engineering Practice, Vol., 2012, 328-342.
    Open DOISearch in Google Scholar
  15. 15. Deniz, V. A Study on the Specific Rate of Breakage of Cement Materials in a Laboratory Ball Mill. - Cement and Concrete Research, Vol., 2003, 439-445.
    Open DOISearch in Google Scholar
  16. 16. Ding, B. C. Modern Predictive Control. Taylor and Francis Group, 2010.
    Search in Google Scholar
  17. 17. DOERING International GmbH.
    Search in Google Scholar
  18. 18. Erdem, A. S., S. L. Ergun. The Effect of Ball Size on Breakage Rate Parameter in a Pilot Scale Ball Mill. - Minerals Engineering, Vol., 2009, 660-664.
    Open DOISearch in Google Scholar
  19. 19. Fuerstenau, D. W., A. Z. M. Abouzeid. The Energy Efficiency of Ball Milling in Comminution. - Int. Journal Miner. Process., Vol., 2002, 161-185.
    Open DOISearch in Google Scholar
  20. 20. Fuerstenau, D. W., A. De, P. C. Kapur. Linear and Nonlinear Particle Breakage Processes in Comminution Systems. - Int. Journal Miner. Process, Vol., 2004, 317-327.
    Open DOISearch in Google Scholar
  21. 21. Fuerstenau, D. W., P. C. Kapur, A. De. Modelling Breakage Kinetics in Various Dry Comminution Systems. - KONA Powder and Particle Journal, Vol., 2003, 121-132.
    Open DOISearch in Google Scholar
  22. 22. Fuerstenau, D. W., J. J. Lutch, A. De. The Effect of Ball Size on the Energy Efficiency of Hybrid High-Pressure Roll Mill/Ball Mill Grinding. - Powder Technology, Vol., 1999, 199-204.
    Open DOISearch in Google Scholar
  23. 23. Gupta, A., D. Ya n. Mineral Processing Design and Operations: An Introduction. Elsevier, May 2006. 718 p.
    Search in Google Scholar
  24. 24. Hauksdóttir, A. S., M. Ierapetritou, S. L. J. Jounela, U. Zühlke. A Decoupling Grinding Circuit Control System. - In: 15th IFAC Triennial World Congress, Barcelona, Spain, 2002.
    Open DOISearch in Google Scholar
  25. 25. Hennart, S. L. A., W. J. Wildeboer, P. van Hee, G. M. H. Meesters. Identification of the Grinding Mechanisms and Their Origin in a Stirred Ball Mill Using Population Balances. - Chemical Engineering Science, Vol., 2009, 4123-4130.
    Open DOISearch in Google Scholar
  26. 26. Hodouin, D. Methods for Automatic Control, Observation, and Optimization in Mineral Processing Plants. - Journal of Process Control, Vol., 2011, 211-225.
    Open DOISearch in Google Scholar
  27. 27. Hodouin, D., S-L. Jamsa-Jounela, M. T. Carvalho, L. Bergh. State of the Art and Challenges in Mineral Processing Control. - Control Engineering Practice, Vol., 2001, 995-1005.
    Open DOISearch in Google Scholar
  28. 28. Kotake, N., K. Daibo, T. Yamamoto, Y. Kanda. Experimental Investigation on a Grinding Rate Constant of Solid Materials by a Ball Mill - Effect of Ball Diameter and Feed Size. - Powder Technology, Vol., 2004, 196-203.
    Open DOISearch in Google Scholar
  29. 29. Kotake , N., M. Kuboki, S. Kiya, Y. Kanda. Influence of Dry and Wet Grinding Conditions on Fineness and Shape of Particle Size Distribution of Product in a Ball Mill. - Advanced Powder Technology, 2010, doi:10.1016/j.apt.2010.03.015.
    Open DOISearch in Google Scholar
  30. 30. Kuzev, L., T. Penchev, D. Karastoyanov. New Shape Milling Bodies for Ball Mills. - Problems of Engineering Cybernetics and Robotics, Vol., 2009, 11-19.
    Search in Google Scholar
  31. 31. Mishra, B. K., C. Thornton. An Improved Contact Model for Ball Mill Simulation by the Discrete Element Method. - Advanced Powder Technology, Vol., 2002, No 1, 25-41.
    Open DOISearch in Google Scholar
  32. 32. Mishra, B. K. A Review of Computer Simulation of Tumbling Mills by the Discrete Element Method. Part II - Practical Applications. - Int. Journal Miner. Process., Vol., 2003, 95-112.
    Open DOISearch in Google Scholar
  33. 33. Muller, B., P. L. de Vaal. Development of a Model Predictive Controller for a Milling Circuit. - Journal of the South African Institute of Mining and Metallurgy, Vol., 2000, No 7, 449-453.
    Search in Google Scholar
  34. 34. Najim, K., D. Hodouin, A. Desbiens. Adaptive Control: State of the Art and an Application to Grinding Process. - Powder Technology, Vol., 1995, 59-68.
    Open DOISearch in Google Scholar
  35. 35. Pomerleau, A., D. Hodouin, A. Desbiensa, E. Gagnon. A Survey of Grinding Circuit Control Methods: From Decentralized PID Controllers to Multivariable Predictive Controllers. - Powder Technology, Vol., 2000, 103-115.
    Open DOISearch in Google Scholar
  36. 36. Powell, M. S., I. Smit, P. Radziszewski, P. Cleary, B. Rattray, K. Eriksson, L. Schaeffer. The Selection and Design of Mill Liners. - In: Advances in Comminution. S. K. Kawatra, Ed. ISBN-13:978-0-87335-246-8, Society for Mining, Metallurgy, and Exploration, Inc., Colorado, USA, 2006, 331-376.
    Search in Google Scholar
  37. 37. Qin, S. J., T. A. Badgwell. A Survey of Industrial Model Predictive Control Technology. - Control Engineering Practice, Vol., 2003, 733-764.
    Open DOISearch in Google Scholar
  38. 38. Rajamani, R. K., B. K. Mishra, R. Venugopal, A. Datta. Discrete Element Analysis of Tumbling Mills. - Powder Technology, Vol., 2000, 105-112.
    Open DOISearch in Google Scholar
  39. 39. Ramasamy, M., S. S. Narayananb, C. D. P. Rao. Control of Ball Mill Grinding Circuit Using Model Predictive Control Scheme. - Journal of Process Control, Vol., 2005, 273-283.
    Open DOISearch in Google Scholar
  40. 40. Remes, A., J. Aaltonen, H. Koivo. Grinding Circuit Modeling and Simulation of Particle Size Control at Siilinjärvi Concentrator. - International Journal of Mineral Processing, Vol., 2010, 70-78.
    Open DOISearch in Google Scholar
  41. 41. Remes, A., J. Karesvuori, H. Pekkarinen, S-L. Jämsä-Jounela. Integrated Approach to Monitoring and Control of Mineral Grinding Processes. - In: 1st IFAC Workshop on Applications of Large Scale Industrial Systems, Finland, 2006.
    Open DOISearch in Google Scholar
  42. 42. Shi, F. Comparison of Grinding Media - Cylpebs Versus Balls. - Minerals Engineering, Vol., 2004, 1259-1268.
    Open DOISearch in Google Scholar
  43. 43. Smith, G. C., L. Jordaan, A. Singh, V. Vandayar, V. C. Smith, B. Muller, D. G. Hulbert. Innovative Process Control Technology for Milling and Flotation Circuit Operations. - Journal of the South African Institute of Mining and Metallurgy, May 2004, 353-365.
    Search in Google Scholar
  44. 44. Tavares, L. M., R. M. D. Carvalho. Modeling Breakage Rates of Coarse Particles in Ball Mills. - Minerals Engineering, Vol., 2009, 650-659.
    Open DOISearch in Google Scholar
  45. 45. Toneva, P., W. Peukert. Modelling of Mills and Milling Circuits. - Handbook of Powder Technology. Vol.. 2007, 874-911. Particle Breakage. A. Salman, M. Ghadiri, M. Hounslow, Eds. Elsevier, 2007. 1240 p.
    Open DOISearch in Google Scholar
  46. 46. Varinot, C., S. Hiltgun, M. N. Pons, J. Dodds. Identification of the Fragmentation Mechanisms in Wet-Phase Fine Grinding in a Stirred Bead Mill. - Chemical Engineering Science, Vol., 1997, No 20, 3605-3612.
    Open DOISearch in Google Scholar
  47. 47. Wei, D., I. K. Craig. Economic Performance Assessment of Two ROM Ore Milling Circuit Controllers. - Minerals Engineering, Vol., 2009, 826-839.
    Open DOISearch in Google Scholar
  48. 48. Wei, D., I. K. Craig. Grinding Mill Circuits - A Survey of Control and Economic Concerns. - In: Proceedings of the 17th World Congress of the International Federation of Automatic Control, Seoul, Korea, 6-11 July 2008, 1000-1005.
    Open DOISearch in Google Scholar
  49. 49. Wills, B. A., T. J. Napier-Munn. Mineral Processing Technology. Elsevier Science & Technology Books. 7th Edition. 2006. 450 p.
    Search in Google Scholar
  50. 50. Yang, J., S. Li, C. Xi-Song, Q. Li. Disturbance Rejection of Ball Mill Grinding Circuits Using DOB and MPC. - Powder Technology, Vol., 2010, 219-228.
    Open DOISearch in Google Scholar
  51. 51. Zoz, H., R. Reichardt, J. S. Kim. Application and Design of Drum Mills, PM²TEC’2002. - In: Proceedings of the World Congress on Powder Metallurgy & Particulate Materials, 16-21 June 2002, Orlando, FL, USA.
    Search in Google Scholar
DOI: https://doi.org/10.2478/cait-2012-0012 | Journal eISSN: 1314-4081 | Journal ISSN: 1311-9702 (formerly 1314-4081)
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Language: English
Page range: 51 - 68
Published on: Mar 16, 2013
Published by: Bulgarian Academy of Sciences, Institute of Information and Communication Technologies
In partnership with: Paradigm Publishing Services
Keywords:
Ball mills,
grinding circuit,
process control
Related subjects:
Computer sciences,
Information technology

© 2013 Vladimir Monov, Blagoy Sokolov, Stefan Stoenchev, published by Bulgarian Academy of Sciences, Institute of Information and Communication Technologies
This work is licensed under the Creative Commons License.

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