Multilinear Mass Balancing Data Reconciliation in a Flotation Circuits by Using Hierarchical Algorithm


 

[1] Sbarbaro, D., Del Villar, R.; 2010; “Advanced Control and Supervision of Mineral Processing Plants”, 1th edt., Springer London Dordrecht Heidelberg.
[2] Hodouin, D., Vaz Coehlo, S.; 1987; “Mass balance calculations around mineral processing units using composition analyses within particle-size classes”, International Journal of Mineral Processing, Vol. 21, pp. 65–82.
 [3] Wiegel, RL.; 1972; “Advances in mineral processing material balances”, Canadian Metallurical Quarterly, Vol. 11, No. 2, pp. 413–424.
 [4] Hodouin, D., Everell, MD.; 1980; “A hierarchical procedure for adjustment and material balancing of mineral process data”. International Journal of Mineral Processing, Vol. 7, No. 2, pp. 91–116.
[5] Kuehn, DR., Davidson, H.; 1961; “Computer control II: Mathematics of control”, Chemical Engineering Progress, Vol. 57, No. 6, pp. 44–47.
[6] Crowe, CM.; 1996; “Data reconciliation-progress and challenges”, Journal of Process Control, Vol. 6, pp. 89–98.
[7]     Banisi, S.; 2001; “Mass balance of mineral processing circuits”, Hormozgan University Pub.
 [8] Narasimhan, S., Jordache, C.; 1999; “Data reconciliation & gross error detection: an intelligent
use of process data”, Gulf Pub. Co., Houston.
[9] Romagnoli, JA., Sanchez, MC.; 2000; “Data processing and reconciliation for chemical process operations”, Academic Press.
[10] Du, YG., Hodouin, D., Thibault, J.; 1997a; “Use of a novel autoassociative neural network for nonlinear steady-state data reconciliation”, AIChE Journal, Vol. 43, No. 7, pp. 1785–1796.
[11] Du, YG., Thibault, J., Hodouin, D.; 1997b; “Data reconciliation for simulated flotation process”, Artificial Intelligence in Engineering, Vol. 11, No. 4, pp. 357–364.
[12] Aldrich, C., Van Deventer, J.; 1994; “Identification of gross errors in material balance measurements by means of neural nets”, Chemical Engineering Science, Vol. 49, No. 9, pp. 1357–1368.
[13] De Andrade, LRP.; 2006; “Nonlinear data reconciliation in gold processing plant”, Minerals Engineering, Vol. 19, pp. 938–951.
[14]   Nakhaei, F.; 2010; “Prediction of grade and recovery of copper-molybdenum column flotation circuit by using neural net work”, Engineering Dep. Shahid Bahonar University, Kerman.   
 [15] MATLAB 7.12, software, the MathWorks, R2011a