12 PROCESSING AND OPERATIONAL INTELLIGENCE 399 AI ENABLED OPERATOR ASSISTANT TO ENHANCE COPPER THROUGHPUT AND REDUCE ENERGY CONSUMPTION IN SOLVENT EXTRACTION AND ELECTROWINNING *Venkateswara Rao Kottana1, Dinesh Gondhi2 , Satish Kumar Lekkala1, Juan Manuel Pardal Arnejo2, Bhaskar Sinha1, Srisuhasini Gottumukkala1, Padmaja Bodanapu1 400 DIGITAL TWIN OF A SAG MILL: MULTIHORIZON FORECASTING (5-30 MINUTES) WITH QUANTIFIED UNCERTAINTY (10TH-90TH PERCENTILE BANDS) *Renato Javier Martinez Ordonez, J. Campos, Alfonso Munoz Veron 413 PREDICTIVE MACHINE LEARNING MODEL FOR STRATEGIC HEAP LEACH PAD PLANNING IN OPEN PIT MINES *A. Paravecino1, N. Okada2, Y. Ohtomo2, Y. Kawamura2 424 LSTM-REINFORCEMENT LEARNING HYBRID APPROACH FOR P80 FORECASTING AND CONTROL IN GRINDING CIRCUITS *C.A. Gomez Paredes1, Y.V. Gomez Sucasaca2 428 INTRINSIC CHARACTERIZATION OF SAG MILL FEED ORE THROUGH DEEP CLUSTERING BASED ON CONVOLUTIONAL VARIATIONAL AUTOENCODER (CVAE) AND GAUSSIAN MIXTURE MODEL (GMM) *D. Medina1, R. Martinez2, J. Campos3, A. Muñoz4 438 DRIVING OPERATIONAL EXCELLENCE THROUGH DIGITAL TRANSFORMATION AND AI-DRIVEN DECISION MAKING Mark Dwyer 449 DIGITAL FOUNDATIONS FOR PRODUCTIVITY IN UNDERGROUND MINING: THE OPERATING SYSTEM OF INTELLIGENCE FOR CONNECTIVITY, FUEL, MAINTENANCE AND PRODUCTION ANALYTICS *A. Agarwal1 451 TIME TO MINE: ACCELERATING RESPONSIBLE MINERAL DEVELOPMENT THROUGH IMPROVED DATA GOVERNANCE AND MINING INTELLIGENCE *G. Cuchierato1, M. A. Noppé2, Castilho, Y.F.P.1,3 458 STRATEGIC FRAMEWORK FOR LEVERAGING DATA TO IMPROVE EPC PROJECTS EXECUTION E. F. Hernández, M. King 471 EXPERIMENTAL DESIGN FOR CONTINUOUS IMPROVEMENT AND OPTIMISATION *T. G. Vizcarra1, T. J. Napier-Munn2 482 A JOINT APPROACH TO THE IMPLEMENTATION OF FLEET MANAGEMENT SYSTEMS WITH STOCHASTIC SHORT-TERM PRODUCTION SCHEDULING IN OPEN PIT MINES *L.J. Zamalloa1, R.G. Dimitrakopoulos2 494
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