Using LSTM and GRU to predict SAG mill energy …

the energy consumed by mining systems, being comminution the greatest energy consumer with an average close to 50% of the entire mine consumption (Cochilco, 2013). In comminution, the semi-autogenous grinding mill (SAG) represents the largest energy consumer.

Modelling SAG milling power and specific energy ...

Comminution, particularly milling, is on average the largest consumer of energy in mining. Actual comminution circuits consist in most of the cases in coarse crushing, SAG milling, pebble crushing and secondary ball milling. In these …

Benchmarking: Specific Energy Consumption Models ...

Show details of benchmarking. Benchmarking: Bond/Barratt SAG Mill Specific Energy Consumption - Detour Lake. J. Torrealba-Vargas, J.-F. Dupont, J. McMullen, A. Allaire and R. Welyhorsky, The successful development of the detour lake grinding circuit: from testwork to production.Proceedings of the SAG 2015 Conference, September 2015, Vancouver, Canada, …

C O N S U L T I N G L T D TECHNICAL MEMORANDUM

Partitioning the Total Energy Between SAG and Ball Mills The Bond-based method applied by Barratt involves deducting a SAG mill specific energy consumption, ESAG, from the overall circuit specific energy consumption, Etotal, with the difference being the ball mill specific energy consumption, Ebm. One of the advantages of this approach is it ...

Power-based modelling of single-stage AG and SAG mill …

considered, such as a primary SAG and secondary ball mill circuit where the individual stages would be ESAG and Eball, and the combined total circuit CEE would be Etotal. In all cases, the specific energy consumption is defined as the motor power consumed relative to …

TECHNICAL NOTES 8 GRINDING R. P. King

mill is the energy consumption. The power supplied to the mill is used primarily to lift the load (medium and charge). Additional power is required to keep the mill rotating. 8.1.3 Power drawn by ball, semi-autogenous and autogenous mills A simplified picture of the mill load is shown in Figure 8.3 Ad this can be used to establish the essential ...

Simple SAG Mill - Official Feed The Beast Wiki

The Simple SAG Mill is a machine added by Ender IO. It uses Micro Infinity (µI) to grind (or mill) items into their crushed variants, like Ores into Dusts. The Simple SAG Mill has four output slots; recipes can have 1-4 different outputs, with different chances of obtaining those outputs. Similar to Ender IO's other Simple machines, capacitors cannot be used in the Simple SAG Mill, so its ...

STUDY OF THE RELATIVE ENERGY CONSUMPTION OF A …

experiment of a drum mill type SAG 8.5 x 5.3 The investigated target function is the relative energy consumption E, kWh/t, which is a result of the ratio of the power of the mill motor measured by the sensors and the productivity of the mill for the final product per unit time. The relative energy consumption is obtained by the formula:

Operation Analysis of a SAG Mill under Different ...

As one of the machines widely used in mining, a semi-autogenous grinding (SAG) mill can significantly improve the roughing efficiency of rock. But the SAG mill still faces the obstacles of significant energy consumption and empirical operation parameters. In order to obtain the optimal operation parameters of a SAG mill, in this paper, the discrete element method (DEM) …

Modelling SAG milling power and specific energy ...

In these circuits the SAG mill is the largest energy consumer. In many engineering projects either a power equation and/or a specific energy equation are used for the designing of these mills but not always with acceptable results. In general these equations are used to predict power consumption as a function of mill size, level and density of ...

An energy benchmarking model for mineral comminution ...

Fig. A2 shows the size distributions resulting from sampling of SAG mill feed and ball mill circuit product material streams. Looking at Fig. A2 and Table A1, it can be seen that a total of 19.15 kW h/t was used to reduce the P80 size of SAG mill feed from 51.0 mm to 158 μm.

Improving Energy Efficiency in Barrick Grinding Circuits

The SAG mill and ball mill original design was reviewed and a change resulted in the application of a gearless drive wrap-around motors on both machines. This immediately delivered energy savings as the units areinherently more efficient in transferring incoming power to the shell of the mill. The use of

Bibliography: Specific energy consumption models ...

Bibliography: Specific Energy Consumption Models. Specific Energy Consumption is the most common way of describing how much energy is used by grinding, and is the basis of the throughput estimations in SAGMILLING. ... Morrell, Stephen, The appropriateness of the transfer size in AG and SAG mill circuit design, SAG 2011 Conference, Paper ...

Energy and Cost Comparisons of HPGR-based Circuits | E & MJ

The results showed that the HPGR-ball mill circuit achieved a 21% reduction in energy consumption over the existing SAG-ball mill circuit at the same P80 grind size of 160 mircons (μm). At a grind of 80% passing 75 μm, the HPGR-stirred mill circuit showed a 34% reduction in energy compared to the base case.

Optimization of a SAG Mill Energy System: Integrating Rock ...

The energy balance of the overall system must include the sum of all the energy inputs and outputs, and must match the SAG mill's energy consumption; 5. The grid contracted energy establishes a maximum amount to be imported, with any overconsumption above the contracted energy from the grid incurring a penalty.

How to ensure energy efficiency in mining 2/4: Process ...

It provided an analysis showing how the installation of curved pulp lifters on the discharge of a fixed speed SAG mill reduced wear issues, increasing wear life. It also reduced energy consumption without any corresponding loss of throughput.

Enhanced SAG Mill - Official Feed The Beast Wiki

The Enhanced SAG Mill is a machine added by Ender IO.It uses Micro Infinity (µI) to grind (or mill) items into their crushed variants, like Ores into Dusts.The SAG Mill has four output slots; recipes can have 1-4 different outputs, with different chances of obtaining those outputs. This machine is an upgraded version of the SAG Mill, offering increased energy storage and …

What's the Difference Between Ball Mill, Rod Mill and SAG ...

Ball mill: Ball mills are the most widely used one. Rod mill: The rod mill has the highest efficiency when the feed size is <30mm and the discharge size is about 3mm with uniform particle size and light overcrushing phenomenon. SAG mill: When the weight of the SAG mill is more than 75%, the output is high and the energy consumption is low ...

Energy Use of Fine Grinding in Mineral Processing ...

Energy Use in Comminution. Grinding activities in general (including coarse, intermediate, and fine grinding) account for 0.5 pct of U.S. primary energy use, 3.8 pct of total U.S. electricity consumption, and 40 pct of total U.S. mining industry energy use. Large energy saving opportunities have been identified in grinding in particular.

Size Reduction and Energy Requirement - ScienceDirect

E SAG = SAG mill pinion energy (kWh/t) M = mass of mill ore charge (4.5 litres) This equation estimates the pinion energy to grind from a feed size, in the full size mill, of 80% passing 152 mm to a ball mill transfer size of 80% passing 1.7 mm. A change in transfer size can be accommodated between 0.4 and 3.5 mm by an adjustment using the Bond ...

Energy efficiency • Energy intensity in copper and gold ...

The energy inputs are expressed in kJ/t of material and kJ/lb (pound of copper). The so-called run-of-mine (ROM) leaching followed by a SX/EW process has the lowest energy demand, while the process with SAG/ball mills and subsequent flotation and pyrometallurgy has the highest energy demand.

Energy Consumption in Mining Comminution - ScienceDirect

For instance the energy needs for a car shredder is of the same order 145 Jack Jeswiet and Alex Szekeres / Procedia CIRP 48 ( 2016 ) 140 â€" 145 of magnitude as those of an average ball mill or SAG mill. The evaluation of energy use in mining, using the Graedel method for SLCA, usually gives a low rating.

Energies | Free Full-Text | Electricity Generation from ...

The recovery and utilisation of industrial excess heat has been identified as an important contribution for energy efficiency by reducing primary energy demand. Previous works, based on top-down studies for a few sectors, or regional case studies estimated the overall availability of industrial excess heat. A more detailed analysis is required to allow the estimation of potentials …

COMPARISON OF HPGR - BALL MILL AND HPGR - STIRRED …

hard-rock mining operation in order to reduce the energy consumption and improve the process performance. The combination of HPGR and stirred mill in a single flowsheet ... Table 5.5 Calculation of ball mill circuit specific energy for AG/SAG mill circuits .....76 Table 5.6 Calculation of ball mill circuit specific energy for HPGR - ball mill ...

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