Mill Operators’ Conference 2018 Paper Number: (place paper number here; save file as paper #_first author surname (eg 01_Smith) IMPROVED FORGED GRINDING MEDIA PERFORMANCE WITH CARBON CONTENT GREATER THAN 1.0% M Bovell1, R Bose2, G Cheong3 1. Project Metallurgist, Donhad Pty Ltd, Perth, WA, Australia. Email: michael.bovell@donhad.com.au 2. Mining Process Optimisation Manager, Donhad Pty Ltd, Perth, WA, Australia. Email:rohan.bose@donhad.com.au 3. Group Metallurgy Manager, Westgold Resources Ltd, Perth, WA, Australia. Email:geoffrey.cheong@westgold.com.au ABSTRACT Grinding media is a major consumable in mineral processing and therefore decreasing costs associated with its consumption is regularly considered a key goal for the minerals processing industry. Grinding media manufacturers have historically developed steels with improved wear life for their products as a way of delivering incremental media improvement. This has included increasing carbon levels from low-to-medium carbon steels up to the eutectoid carbon composition of 0.77% where the relationship between higher carbon and better wear performance is well understood. Producers today will regularly use grades in excess of 0.8% to further improve wear performance particularly for rolled grinding media. This paper first introduces the demonstrated relationship between this increased carbon content and improved wear resistance along with metallurgical rationale behind the high carbon production process and limitations. To test the performance improvement associated with the higher carbon steel grade, a series of Marked Ball Wear Tests (MBWT) were carried out. This paper explores the relationship between ball property, test methodology and wear performance. The paper concludes by correlating the increased carbon grade with a reduced consumption rate, approaching 6%. 1 INTRODUCTION Grinding media developed for mineral processing are exposed to complex and variable wearing environments. Various studies have assessed grinding media consumption (Aldrich, 2013; Azzaroni, 1987; Sepúlveda, 2004). These have typically identified both milling operational factors such as energy and ore characteristics as well as media factors such as chemical and mechanical properties can influence the overall consumption rate. As shown in Figure 1, grinding media consumption is a major consumable cost associated with mineral processing wherein a clear correlation between reducing wear rate and reducing operational costs is inherent. Grinding media producers therefore attempt to maximise value to mill operators by improving the wear resistance. Typical forged grinding media is manufactured with a low alloy steel. The general metallurgical material properties of the steel will be defined by the carbon content, level of alloying additions and heat treatment to produce a particular microstructure and hardness (Krauss, 1978). Within the class of low alloy steel materials, correlation between hardness and resistance to wear is reasonably well understood (Chandrasekaran, Natarajan and Kishore, 1991; Moore et al, 1988). Similarly, studies have shown the relationship between carbon content and wear (Moore, 1974). Given that increased carbon content is associated with increased hardness for an equivalent heat treatment (Jatczak, 1973; Krauss, 1978) it cannot be clearly stated whether one or both of the aforementioned relationships are causal. Regardless, grinding media types have historically been developed with steels providing greater resistance to wear by increasing carbon content and hardness. The relationships between carbon content, hardness and wear resistance are further complicated for alloy steels where the level of carbon exceeds the eutectoid carbon composition of 0.77%. Beyond this limit, extra consideration must be given in cases where carbon content is increased. The balance between lath and plate martensite may change at these higher carbon levels (Krauss, 1978). Higher levels of carbon may be dissolved in the austenite phase during heat treatment depending on the temperature thus affecting the resultant martensite structure upon quenching (Owaku and Akasu, 1963). The maximum hardness attainable (ie that of untempered 100% martensite) will no longer increase proportionally with increased carbon and may in fact decrease (Jatczak, 1973). Alloy steel grades between 0.8% and 1.0% carbon content are typical today particularly for ball mill environments (Sabih, Radziszewski and Mullany, 2017). There is therefore value to grinding media users in understanding these factors that apply to hypereutectoid steels where the discussed correlations between carbon, hardness and wear rates may no longer apply. Developments where wear resistance is improved by increasing carbon content or hardness must also account for the milling operational factors that contribute to consumption. Higher hardness materials might be more resistive to abrasive wear, but might be more prone to wear by microspalling in high impact environments. Increasing hardness for larger ball diameters may require higher alloy additions to maintain an appropriate hardenability thus increasing production cost such that it outweighs the performance benefits. These and multiple other factors may act as limits to media development for any particular milling environment. 2 Given the complexities, comparisons of grinding media typically requires validation testing rather than relying on theoretical results based on material properties. Validation testing may be in situ, such as with a marked ball wear test (MBWT), or simulated, such as with a steel wheel abrasion test (Hosseini and Radziszewski, 2011) or ball mill abrasion test (Jankovic, Wills and Dikmen, 2016). Simulated tests obviously risk not directly correlating with in situ results but are conducted with increasing sophistication to simulate actual milling environments (Radziszewski, 2005). Conversely, in situ tests tend to be large scale and therefore cost more and are less repeatable. To make some assessment on the impact of increasing carbon content of low alloy steels in the hypereutectoid range on wear resistance, two grinding media types were selected with equivalent specified hardness and microstructure but different carbon contents. One type had a specified hardness of 62 HRc and specified carbon content of 0.95% whereas the other had the same specified hardness but a specified carbon content of 1.05%. The difference of 0.1% carbon was considered incremental so as to minimise any chance of major differences in the steel microstructure brought about by the changed alloy balance between iron and carbon. Further, by choosing both grinding media types with around 1% carbon it was considered that these would definitively fit into the class of hypereutectoid steels. The media types were evaluated for various material properties and a series of MBWTs were conducted to compare wear performance in actual milling environments. 3 EXPERIMENTAL METHODOLOGY Methodology for Grinding Media Characterisation The two grinding media types, henceforth referred to as Product A (specification of 0.95% carbon) and Product B (specification of 1.05% carbon), were examined for chemical and mechanical properties to be assessed against wear data. In conducting the experiment, sub-sets from the larger samples of each media type used in the MBWTs were randomly selected for analysis and results averaged. The analysis included hardness, chemical composition and microstructural evaluation. Hardness testing was conducted by the Vickers HV30 method according to AS 1817.1 (2003) and converting to the Rockwell C scale according to ASTM E140-12b (2012) for comparison with the specification for the products, which was given on the same scale. A section was prepared from each sample such that risk of damage to the material structure was minimised and tests were conducted near the surface and near the core of the ball, as well as at a location approximating the mid-radius. The same specimen was analysed for carbon content by spark atomic emission spectroanalysis. Triplicate analysis of each specimen was conducted to improve the accuracy of the test method. The surface was thoroughly cleaned prior to testing to remove any potential contaminants. The traverse from the sample surface to the core of the ball was subsequently prepared for microstructural analysis (Vander Voort, 1999). The surface was polished by a number of grinding and polishing steps to a 1 μm finish and etched with 10% nital solution to reveal the microstructure. The sample was observed using an optical microscope at various magnifications between 50x and 1000x. Methodology for In Situ Wear Testing MBWTs were carried out in five different mineral processing plants as described in Table 1. The rationale for choice of sites was to cover myriad of applications. Sites were chosen so that a mix of both primary and secondary grinding stages were examined. This was due to the fact that a forged ball is a typical choice for both primary and secondary grinding mills where impact is the predominant mode of breakage. The purpose for conducting a range of MBWTs was that a particular mill environment would have particular conditions benefiting certain specific properties associated with media. A discrepancy between performance of Product A and Product B across a range of sites and operating conditions was considered important in lending weight to any suggestion that the inherent media material properties may be beneficial in mill wear applications. The theoretical methodology for conducting an appropriate MBWT was an important consideration and was applied to the MBWTs conducted. Before starting a MBWT, proper duration of the test [(Dt)MBWT, hrs], the number of balls to be marked [NTOT], and the personnel required for the marked balls recovery crew [NCREW ], once the test is completed, must be calculated. 4 Wear rate constant [kd] and energy specific wear rate constant [kdE] need to be calculated to assess the outcome of the test using the Sepúlveda (2004) methodology. kd is defined by the linear wear kinetics and can be expressed as d = dR - kd t (1) Where dR Initial diameter of the marked balls d Diameter of the grinding ball after t hour of being charged in the mill By analogy to mineral particle breakage kinetics, it is postulated that an even more representative and scaleable quality indicator is the Energy Specific Wear Rate Constant [kdE, mm/(KWH/ton)], defined by the expression: kd = kdE (Pb/W b) / 1000 (2) Where Pb Power consumed by grinding media Wb Weight of the grinding media Since kd is not a function of the ball size (Sepúlveda, 2004), for any given grinding media variety, the constant kd becomes an indicator of its relative quality as compared to other alternative media types. A relatively large value of this constant will be indicative of poor media quality. In general, the MBWT procedure has been designed to measure kd in a full-scale operating environment. However, specific wear rate constant k dE (µm/(kWh/ton)) is also utilised in the industry to evaluate the wear rate in the MBWT. On this basis and considering any prior knowledge pertaining to the various types of media under evaluation, best estimates of the anticipated wear rate constants applicable to each MBWT should be derived by the test designer. The expected ball size at the end of the test [dF, mm] is determined by the original size of the marked balls at the beginning of the test [dI, mm] and the average fractional weight loss [Dw, %] experienced by the marked balls of any given type : dF= dI (1 – Dw)1/3 (3) Therefore, the MBWT duration [(Dt)MBWT, hrs] should be : (Dt)MBWT = (dI – dF) / kd = [ 1 – (1 – Dw)1/3 ] dI / kd (4) In preparation for the MBWT, the selected groups of balls must be properly marked to allow for recognition of the recovered balls on completion of the test. There are two widely accepted means to identify the balls: 5 Method 1 The method of marking balls that allow each individual ball to be assessed is to drill each ball with an identical radial hole (towards the centre of the ball), place an identification tag in the bottom of the hole and then plug the hole with a low melting point metal alloy to secure the tag. At recovery, the plug is melted and the identification tag removed. Method 2 The second method does not require a tag and consists of using different combinations of hole diameters at different relative orientations. Typically, two radial holes of equal or different sizes may be drilled at 90° or 180° orientations. This method only allows for the identification of groups of balls and not each ball separately as is the case in Method 1 above thus missing the possibility of assessing the variability in results as well. In any case, drilling must be done carefully to avoid excessive localised heating in the drilling area, which could alter the microstructure of some grinding media alloys which would reduce the impact resistance of the ball and therefore disturb the reliability of the test results. In general, Electrical Discharge Machining (EDM) is the recommended drilling technique. The hole’s diameter may range from 6f mm to 9f mm, while the minimum penetration depth (mm) is specified as: hMARK = (dI – dF)/2 + 10 (5) so as to assure that the tag would not be removed and lost prior to the MBWT completion. After the balls have been satisfactorily drilled and prior to the sealing of the tag, the marked balls must be carefully weighed to a precision within a tolerance limit of ± 0.1%. The holes are then plugged to complete the preparation of the samples. On completion of the test, a marked balls recovery crew must enter the mill, for a normally limited number of available hours, to inspect the exposed surface of the charge and recover as many as possible (ideally, no less than 5) marked balls from each of the participating groups. A gradual turning of the mill (‘inching’) expands the probabilities of recovering a larger proportion of the marked balls originally dumped in the mill significantly and should always be practised whenever feasible. In very exceptional cases, the whole charge may be emptied out of the mill for later, detailed inspection thus allowing for the recovery of virtually each marked ball in every group. The required number of inspectors [NCREW ] to confirm the Marked Balls Recovery Crew may be estimated from the simple relationship: NCREW > ɳ AREC / (Dt)REC CREW Where 6 (6) ɳCREW = estimate of the crew inspectors productivity, man-hours/m2 AREC = area of recovery (Dt)REC = available operating hours for balls recovery When using the recommended low melting point metal alloy for plugging the marking holes, ball tags may be easily recovered by melting the plug in a regular drying oven or even with the aid of a welding torch. After removing the plugs, recording the corresponding tags and thoroughly cleaning the recovered balls, these must be carefully weighed within a precision tolerance limit of ± 0.1%. The marked balls were individually retrieved and relevant measurements were taken by site personnel in collaboration bringing a sense of stewardship to the process. For each recovered marked ball (or group of balls) the following calculations must be performed: Initial Ball Size: dI = (6wI / πrb)1/3 (7) Final Ball Size : dF = (6wF / πrb)1/3 (8) Wear Rate Constants: kd kdE = 1000 kd / (Pb / W b) = (dI – dF) / (Dt)MBWT (9) (10) For the purpose of the experimental MBWTs undertaken, the second method of marking different ball types was selected in order to reduce preparation time for the experiment given a reasonably large sample size for the test. The requirement for this method was that a statistically significant sample must be trialled and recovered so as to use mathematical analyses to approximate the consumption based on the population sets before and after use. 7 RESULTS Media Characterisation The metallurgical characterisation of media Product A and Product B was conducted by testing a sub-set of balls taken from the greater sample set used for the MBWTs. Results of hardness testing were obtained by testing on sectioned half-balls with a lightly ground surface. The half-balls were adequately supported for mechanical testing and the results converted to the Rockwell C scale. The averages across the sub-sets from each of the Product types at three locations within the ball sections are presented in Table 2. It was found that the two media types had hardness approximately the same as each other and meeting the specifications for each of 62 ± 3 HRc. There was some variation in the measured hardness, but it was considered that for the purpose of in situ testing any results would not be significantly influenced by a correlation to these hardness fluctuations. The samples taken for hardness testing were further prepared for analysis of the carbon content by sectioning to a rectangular block that could be placed in the spectroanalyser. The specimens were cleaned and lightly polished before analysis. The average carbon content by weight in Product A was found to be 0.95%. This matched the specification for Product A which stated an aim of 0.95%. The average carbon content by weight of Product B was higher at 1.07%. This was slightly higher than the specified aim of 1.05% but within the standard tolerance limits. The test results showed a significantly higher carbon content for Product B in that the difference exceeded the potential error of the testing method. Finally, the samples were fine-polished and etched and the microstructure assessed throughout a traverse from surface to core of the original ball sample. Each media type was found to have a predominantly martensitic structure throughout the sample as shown in Figure 2 of bulk microstructures. Figures 2a and 2b showed the Product A microstructure with Figures 2c and 2d showing the Product B microstructure. The structure indicated an appropriate hardening and light tempering of the steel during manufacture. Combined with the hardness and chemical composition results, the microstructure indicated a nearly full martensitic transformation with some retained austenite. The manufacturing process was determined to be approximately equivalent for both Products A and B. The differences observed in the microstructures was attributed primarily to the increased carbon content. The higher carbon in Product B would make it more likely to form plate martensite in preference to lath martensite (Krauss, 1978). This could therefore be considered an inherent property of the carbon content and any effect on wear properties would be attributable to the hypothesis of correlation with increasing carbon content. In Situ Wear Testing The results of the MBWTs are shown in Table 3 where wear rate measurements (kd and kdE) of Product B forged grinding media were found to be lower than those of Product A. The results implied that the forged ball with higher carbon content will be consumed at a lower rate in the milling environment. 8 Weight loss of the grinding ball per unit time was compared for a different mine site to assess Product A and Product B in a different milling environment. As shown in Figure 3, weight loss per unit time is ranged from 1.07 g/ hr to 0.33 g/ hr and Product B was found better than Product A in all the trial conditions. The wear rate constants of kd and kdE were calculated utilising Equation 9 and 10 and shown in Figures 4 and Figure 5 respectively. As specified by Sepúlveda (2004), a lower value of kd and kdE is desirable for any grinding media and it is used to compare different grinding media performance in the milling environment. A kd value ranged from 7.1 to 15.3 and a k dE value ranged from 0.52 to 1.11 was recorded from the MBWT which is in the lower range as per Sepúlveda (2004). This in general shows that both Product A and Product B are better than other availble carbon steel forged grinding media. Also Figures 4 and 5 show that Product B was performing better than Product A consistently across all sites. Hence, industry accepted wear rate constants like g/hr, kd and kdE show a similar result, inferring that higher carbon levels in forged media correlate to better wear resistance and thus will lower monthly consumption of the grinding media. Figures 3 to 5 also showed that the grinding media wore less in the mine site 5 due to overall circuit arrangement, ore properties and internal milling environment as per Table 1. 9 DISCUSSION The characterisation of the media and subsequent MBWT results were considered to demonstrate an improved resistance to wear by increasing the carbon content from just below 1% to just above 1%. This relationship was observed whereby each MBWT’s saw in improved performance ranging between 3.1% and 6.1%. The fact that the benefit was observed to vary across the five MBWTs was thought to relate to the variety of operational conditions for each mill. Media can respond differently in different environments (Massola, Chaves and Albertin, 2016), and therefore the beneficial properties of Product B may be enhanced or negated depending on the milling operational conditions present. Given that in each test conducted, some improvement in resistance to material loss was observed for Product B, it was considered reasonable to conclude that some beneficial properties were inherent for the media with higher carbon content. In characterising the materials, comparing the hardness results was critical because of the known correlation between hardness and wear resistance (Moore, 1974). The results showed very similar hardness values between the two media types, and Product B was on average very slightly lower than Product A. Given that actual MBWT results were contrary to the theory of higher hardness giving better wear resistance, it appeared that increased carbon could actually improve performance regardless of the hardness of the steel. The fact that the higher carbon Product B had similar or slightly lower hardness than Product A was possibly related to the alloy composition itself (Jatczak, 1973). Up to the eutectoid composition of 0.77% carbon in steel, increased carbon content is associated with increased hardness. Beyond the eutectoid, maximum attainable hardness will reduce with increased carbon. Factors such as the amount of carbon in the austenite phase prior to quenching to form martensite during heat treatment will further complicate the attainable hardness even before any tempering processes are considered. The most likely cause for increased wear resistance of Product B was considered to be the effect of the carbon content on the final microstructure. The most likely mechanisms for wear of the grinding media during the MBWTs were some combination of abrasive, impact, attrition, and high stress abrasion wear mechanisms (Aldrich, 2013; Gates et al, 2007; Varenberg, 2013). The ability of the media material to resist these mechanisms would depend not only on their bulk material properties but also its microstructural properties. It is postulated that Product B was likely to have been more resistant to abrasive wear due to the coarse plate martensite within the structure. The hard martensite plates may have acted to resist gouging abrasion by hard ore particles. Martensite plate cracks may be present in such materials (Solano-Alvarez and Bhadeshia, 2014) which would counteract the benefit but were not observed in the samples analysed. Materials resistant to abrasive wear might typically be more prone to mass loss by microspalling under impact. Given the microstructures of the two media types, it was possible that this did not occur in the case of Product B due to the strength and ductility of the interplate material. Spalling is known to be initiated by first plastically deforming a small grain or piece before subsequent fracture of the deformed microregion (Yang et al, 1994). If the strength of the material resists the initial deformation, the spalling effect can be mitigated. Given Product 10 B outperformed Product A in all MBWTs conducted, where a variety of impact energies would have been present in the mill, this or some other explanation must have applied to the higher carbon media’s performance. The full wear mechanism in each given mill is not fully understood and therefore the precise nature of each media’s performance could only be hypothesised. Ultimately the wear performance of the higher carbon grinding media was demonstrated by the conducted MBWTs to be superior to the other tested media type. This could not be explained by hardness or manufacturing processes which were thought to be largely similar to each other. The increased carbon level and subsequent inherent effects on the alloy structure were thus considered to be the primary factors influencing wear. While this paper has explored the relationship between wear resistance and carbon content, it was noted that the grinding media may not have been exactly equivalent in all other properties. Different levels of alloying or trace elements in the steel chemistry, the presence of carbides or other non-metallic phases, the residual stresses in the ball and many other grinding media metallurgical and mechanical properties could influence the wear experienced. The MBWT is limited in its ability to assess a wide range of variables due to the scale of the test. Laboratory testing, where it can adequately simulate the real milling environment, may allow for a broader experimental design to assess these various properties and the relationships between them. Ultimately, the results obtained showed a strong correlation between increased carbon content and improved wear resistance of grinding media. Despite the inherent limitations of the MBWT in assessing a wide range of properties, this was considered to demonstrate a clear benefit in increasing carbon content of grinding media for otherwise similar hypereutectoid steels. Higher hardness was found to not correlate to improved wear performance. The conclusion was strongly supported by the fact that the result was found across 5 mine sites with a variety of milling environments. 11 CONCLUSIONS Two grinding media types were compared with largely similar properties except for a difference in carbon level where one type had just below 1% carbon and the other had just above 1% carbon. The microstructure was found to be slightly different in the two media types largely in line with the increased carbon level. Both were hypereutectoid alloy steels where relationships between hardness, carbon content and abrasive resistance are less well understood. A number of in situ MBWTs were conducted to compare the two grinding media types. The milling environments were selected to represent a variety of typical conditions. MBWTs were selected to assess the products as they did not rely upon simulation of actual milling environments. Improved understanding of wear mechanisms in situ can lead to further developments in laboratory scale wear testing which can then overcome some limitations with multivariable analysis of grinding media in MBWTs where the scale of the trial render this expensive and impractical. In each MBWT the performance of the higher carbon media type was superior, with a reduced mass loss of between 3.1% and 6.1%. Further, the energy specific wear rate constant (k dE) of the higher carbon media type was between 2.2% and 5.4% better. The use of kdE as a metric further goes to support the results in that it removes expostulations relating to the ambiguity around the mine-specific milling conditions. In conclusion, it is theorised that the improved performance of the higher carbon grinding media could be explained by the effect of increased carbon on the microstructure of the material. While the mechanisms of wear in a mill remain complex and understandings limited, comparative testing can be a valuable technique to forecast grinding media consumption. Ultimately the authors found that by comparing two hypereutectoid steels, the experiment demonstrated a better wear performance of higher carbon steel media albeit with equivalent hardness. 12 ACKNOWLEDGEMENTS The authors would like to thank Donhad Pty Ltd for allowing the presentation of the paper and facilitating the test work conducted. The authors would like to particularly acknowledge Mr Alan Faulkner and Mr Luke Turner for work related to the conducted experiments and analysis, and Dr Maruf Hasan for guidance in the interpretation and presentation of the results obtained. The test work undertaken was also supported by undisclosed companies who wished to understand the results as they relate to their operations. The results presented could not have been obtained if the trials had not been actively facilitated by these companies. 13 REFERENCES Aldrich, C, 2013. Consumption of steel grinding media in mills – a review, Minerals Engineering, 49:77-91. Standards Australia, 2003. AS 1817.1-2003 - Metallic materials – Vickers hardness test – Test methods (ISO 6507-1:1997, MOD), 2003. ASTM International, 2012. ASTM E140-12b-2012. Standard hardness conversion tables for metals relationship among Brinell hardness, Vickers hardness, Rockwell hardness, superficial hardness, Knoop hardness, scleroscope hardness, and Leeb hardness, 2012. Chandrasekaran, T, Natarajan, K A and Kishore, 1991. Influence of microstructure on the wear of grinding media, Wear, 147(2):267-274. Gates, J D, Gore, G J, Hermand, M J-P, Guerineau, M J-P, Martin, P B, Saad, J, 2007. The meaning of high stress abrasion and its application to white cast irons, Wear, 263:6-35. Hosseini, P and Radziszewski, P, 2011. Combined study of wear and abrasive fragmentation using Steel Wheel Abrasion Test, Wear, 271(5-6):689-696. Jankovic, A, Wills, T and Dikmen, S, 2016. A comparison of wear rates of ball mill grinding media, Journal of Mining and Metallurgy, 52A:1-10. Jatczak, C F, 1973. Hardenability in high carbon steels, Metallurgical Transactions, 4:2267-2277. Krauss, G, 1978. Martensitic transformation, structure and properties in hardenable steels, in Hardenability Concepts with Application to Steel (ed: D V Doane and J S Kirkaldy), pp 229-248 (AIME: Warrendale, PA). Massola, C P, Chaves, A P and Albertin, E, 2016. A discussion on the measurement of grinding media wear, Journal of Materials Research and Technology, 5(3):282-288. Metso Minerals, n/d. Rubber Mill Lining. Available from: < https://www.metso.com/services/mill-linings-andtrommels/rubber-mill-linings/ > [Accessed : January 2018]. Moore, M A, 1974. The relationship between the abrasive wear resistance, hardness and microstructure of ferritic materials, Wear, 28(1):59-68. Moore, M A, Perez, R, Gangopadhyay, A, Eggert, J F, 1988. Factors affecting wear in tumbling mills: Influence of composition and microstructure, International Journal of Mineral Processing, 22(1-4):313-343. Owaku, S and Akasu, H, 1963. Time-temperature austenitization diagram of hypereutectoid steel, Transactions of the Japan Institute of Metals, 4(3):173-178. Radziszewski, P, Varadi, R, Chenja, T, Santella, L, Sciannamblo, A, 2005. Tumbling mill media abrasion wear test development, Minerals Engineering, 18(3):333-341. 14 Sabih, A, Radziszewski, P and Mullany, I, 2017. Investigating grinding media differences in microstructure, hardness, abrasion and fracture toughness, Minerals Engineering, 103–104:43-53. Sepúlveda, J E, 2004. Methodologies for the evaluation of grinding media consumption rates at full plant scale, Minerals Engineering, 17(11-12):1269-1279. Solano-Alvarez, W and Bhadeshia, H K D H, 2014. White-etching matter in bearing steel. Part I: Controlled cracking of 52100 steel, Metallurgical and Materials Transactions A, 45(11):4907-4915. Vander Voort, G F, 1999. Metallography Principles and Practice, (ASM International: Materials Park, OH). Varenberg, M, 2013. Towards a unified classification of wear, Friction, 1(4):333-340. Yang, Y-Y, Fang, H-S, Zheng, Y-K, Yang, Z-G, Jiang, Z-L, 1995. The failure models induced by white layers during impact wear, Wear, 185(1-2):17-22. 15 FIGURES 16 2a: Product A structure at low magnification 2b: Product A structure at higher magnification 2c: Product B structure at low magnification 2d: Product B structure at higher magnification 1.20 Product A Product B 1.00 g/hr 0.80 0.60 0.40 0.20 0.00 Mine Site 1 Mine Site 2 Mine Site 3 Mine Site 4 Mine Site 5 18 Product A 16 Product B 14 kd (µm/hr) 12 10 8 6 4 2 0 Mine Site 1 Mine Site 2 Mine Site 3 Mine Site 4 Mine Site 5 1.20 Product A Product B kdE (µm/(kWh/ton)) 1.00 0.80 0.60 0.40 0.20 0.00 Mine Site 1 17 Mine Site 2 Mine Site 3 Mine Site 4 Mine Site 5 FIG 1 – The operating cost of grinding media relative to liners and energy (Image courtesy Metso Minerals) FIG 2 – Microstructures of Product A and Product B (etched with 10% nital solution) FIG 3 – Weight loss as a function of time (g/hr) for Product A and Product B in different mine site FIG 4 – Wear rate kinetics (kd) for Product A and Product B in different mine site FIG 5 – Specific wear rate kinetics (k dE) for Product A and Product B in different mine site 18 TABLES Mine Site 1 Comminution Circuit Arrangement and Cyclone Mine Site 3 Mine Site 4 Mine Site 5 Primary Ball Primary Ball SABC and Mill and Mill and Flash Cyclone Cyclone Flotation SABC Copper - Commodities Gold Gold Gold Gold Bond Wi (kWh/t) 16 14.7 12 17 18 170 350 75 300 2000 Throughput (tph) 19 Primary Ball Mill Mine Site 2 Gold Product A Product B Near Surface Hardness (HRc) 62 62 Mid-Radius Hardness (HRc) 61 61 Near Core Hardness (HRc) 63 60 Site 1 Duration of Trial (hrs) Possible Nominal Loss of weight (g) Initial diameter of marked ball (mm) Nominal Loss of Diameter (mm) Site 2 Site 3 Site 4 Site 5 A B A B A B A B A B 463 463 721 721 453 453 828 818 516 516 329.0 313.2 716.0 672.5 483.1 468.3 737.4 713.0 169.6 164.1 78 78 78 78 78 78 78 78 64 64 4.58 4.39 10.70 10.12 6.94 6.79 11.60 11.02 3.82 3.68 5.9% 5.6% 13.7% 13.0% 8.9% 8.7% 14.9% 14.1% 6.0% 5.8% Differential Loss in media diameter (%) Differential Loss in media diameter - 4.1% - 5.4% - 2.2% - 5.0% - 3.7% wrt Product A (%) kd (µm/hr) kdE (µm/(kWh/ton)) Differential kdE wrt Product A Loss of initial weight (%) 9.9 9.5 14.8 14.0 15.3 15.0 14.0 13.5 7.4 7.1 0.80 0.76 1.11 1.05 0.98 0.96 0.90 0.86 0.54 0.52 - 4.1% - 5.4% - 2.2% - 3.8% - 3.7% 16.9% 16.1% 36.7% 34.5% 24.8% 24.0% 37.8% 36.6% 8.7% 8.4% 0.71 0.68 0.99 0.93 1.07 1.03 0.89 0.87 0.33 0.32 Weight loss as a function of time (g/hr) Weight loss wrt Product A (%) - 4.8% TABLE 1 Features of the MBWT mine sites TABLE 2 Hardness testing result of Products A and B TABLE 3 Detailed result of MBWT for five mine sites 20 - 6.1% - 3.1% - 3.3% - 3.2%