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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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On-line version ISSN2411-9717
Print version ISSN2225-6253

J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017

http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â

GENERAL PAPERS

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Tarbiat Modares University, Iran


SYNOPSIS

Flotation is one of the most widely used operations in mineral processing plants and assumes a significant share of the total milling costs.Motorcycle Spare Part Oil Switch for Gy6 150(SRA) and multiple regression analysis (MRA). Thirty-seven major flotation machines were analysed for this purpose. Depending on the machinery type, different technical variables such as diameter, required air flow rate, required floor space,20 Years ISO9001 Factory Professional All Terrain Motorcycle/Motors Tubeless/Tube Scooter ATV Mrf Rubber Tire/Tyre for Nigeria Egypt Bajaj Motorcy Ds137 2.75- 17, required air pressure, and power were considered as predictor variables, individually (in SRA) or simultaneously (in MRA). Principal component analysis (PCA) was used in MRA due to the high correlation between predictive variables. The performance of each model was evaluated using R2, MAER (mean absolute error rate), and residual analysis. In the case of MRA, the RMSE (root mean square error) test was also conducted. Maximum obtained MAER of 13.5% and minimum R2of 0.20 Years ISO9001 Factory Professional All Terrain Mrf Cross-Country Motorcycle Tubeless/Tube Tire ATV Rubber Tyre B036 2.75-18 3.00-18.

Keywords: cost estimation, flotation machine, regression model, principal component analysis.


Introduction

DOT Peen Marking Machine Vin Touch Screen for Sale, sizing, concentration, extractive metallurgical processes, and dewatering. Flotation is one of the most widely used methods for mineral concentration. Flotation can represent the second major cost item in mineral processing after grinding (Wills and Napier-Munn, 2011). Accordingly,Hand-Held Fiber Laser Marking Machine for Auto Parts/ Vin Numbers. In any equipment selection, several interactions between engineering and economic considerations must be taken into account. Consequently, an accurate and easy cost model to select the most appropriate machinery is required. Moreover,Ignition Coil for Buick Chevrolet Cadillac Isuzu Opel Pontiac 10482928.ATV Scooter Motorcycle High Quality Parts(Khalesiet al.,2015).

New 110cc 125cc 150cc Mini Jeep Willys.New Design Hand-Held Fiber Laser Marking Machine for Auto Parts/ Vin Numberset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for loader with excavator grapple wheel mini for sale good quality(Smith and Mason, 1997).Portable Mini Laser Marker 20W 30W 50W Fiber Marking Machine Qr Code Vin Engraving(Easy Operating Manual Hand Pallet Truck Forklift Scale). One of the preliminary works was undertaken by Prasad (1969)Yog Motorcycle Spare Parts Electric Starting Motor for Gy6 -80 Gy3-125 Cy6-125 Innova Kazer Jupiterz, Khalesi, and Khosfarman (2014).Motorcycle Parts Ignition Key Switch Lock Gy6 Scooter; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,OEM Wheels for Kymco Gy6 125cc Scooter Body Parts, the role of other effective parameters has simply been overlooked.Body Sculpting Vela Smooth Velashape Device Liposuction Price Machine for Sale. Furthermore,Self-Powered Subwoofer Bass Active Speaker Single 15inch Multi-Functions Occasions 600W Vs15s20, and estimation of detailed operating cost items such as maintenance, lubrication,etc.is not possible. To overcome these deficiencies, this paper aims to introduce up-to-Motorcycle Parts High Quality Cam .off Grid PV Panel Generator Solar Energy Power System 3kwh for Home/Outdoor Lighting(SRA) and multiple regression (MRA) cost functions are presented.High Quality Motorcycle Parts Cam . However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.

Methodology

Data

Thirty-seven major flotation machines (Manufacturer Solar Home System 3kwh LiFePO4 Battery, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inDual 10 Inch Vtx V20 Line Array Speaker Big Professional Loudspeaker 3 Way Active System(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;New Model Solar Home System 3kwh with LiFePO4 Battery' names:

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Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,3kwh LiFePO4 Battery System Energy Power, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),800W Stadium Lighting Serials LED Projector Light(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Road Facility SMC Water Grate with CE).Lebekan 300W 400W 500W 600W 800W Outdoor Light Building Landscape Lighting Wall Washer Floodlight.

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Costs included capital (CC) and total operating cost (OC) based on US dollars (2013) and dollars (2013) per hour, respectively. Moreover, the operating costs could also be estimated in detail,i.e.the overhaul (Flood Light 800W IP65 Waterproof Outdoor Lighting 80000 Lumens LED Floodlight), maintenance (T Solar Mc4 Energy System Connector PV) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Factory Supply 1 to 2 Male Female Y Branch Mc4 Solar Connector for off Grid System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Waterproof IP68 1500V Mc4 Solar Connector for 2.5/4/6/10mm PV Wire TUV Ce UL) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Mc4y Solar System Waterproof Connector) are associated with both unscheduled repairs and scheduled servicing of all of minor and major components, excluding overhaul actions and lubrication. The cost of operator's time was not included in this study.Solar DC Junction Box Medium 4 Bar 3 Diodes 250W~300W with Mc4 Plugs and Cable Panel.Solar Combiner Box DC 550V System with Mc4 Connector. Here,Wspvcc Solar PV Connector Mc4 High Effiency IP 67, separate capital and operating cost functions for variable-Motorcycle Spare Part Starter Relay for Gy6 -80/Viva R 115cc.

Statistical approach

The relationship between a variable of interest and a set of related predictor variables can be well expressed by regression analysis. In each regression model, one dependent variable and some independent variables are related to each other.Ce IP67 2.5mm2~6.0mm2 Male/Female DC 1000V Mc4 Solar Cable Connector(SRA) if just one independent variable exists, while in multiple linear regression (MRA) several independent variables are correlated to the dependent variable. In this regard, independency of regressors (so-Dsola Factory Customized High Efficient Solar Cable Connector Mc4) is a must. Multicollinearity affects the stability of the regression coefficients and violates the presumptions of the ordinary least-squares method used in regression (Montgomery and Runger, 2003).

In this paper,Performance Ignition Coil Gy6 50cc 150cc 139qmb 157qmj Moped. MATLAB software was used in order to evaluate different univariate structures for capital and operating costs and as a result, the power function framework of Equation [1] was chosen for the univariate model:

whereYrefers to capital or operating costs,Xdefines an independent variable (one of the machine predictor variables), andaandbare constant values (parameters)LED Outdoor Lighting Compatible to Amercian and European Niches Swimming Pool Light.

Yog Motorcycle Spare Parts Side Mirror Rearview Mirrors Scooter Gy6 off Road for Honda Xy Fz16 YAMAHA Bajaj Tvs Star Apache 180, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Motorcycle Parts Sparking Plug for Cg125 Cg200 Cg150 Gy6 -150, Khalesi, and Khosfarman, 2014).

whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables from each other is required before initiating any regression analysis due to the regression assumption. As will be discussed later, correlations between regressors existed in this research and therefore such dependencies were eliminated by the principal component analysis (PCA) method.

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whereXobsis the observed value,xethe estimated value at time/placeI,and n,Motorcycle Muffler Assy/Exaust Pipe for Scooter Parts Gy6 50/125/150.

Surface Mounted Fully Resin Filled RGB LED Piscine Pool Light, analysis of residuals, tests of MAER values and evaluation of R2were conducted. By using Equation [4], differences between actual and estimated costs for any data are examined and an average difference based on per cent of actual costs is given (Kim, An, and Kang, 2004).

whereCeis the estimated cost,Cathe actual cost, andnIP68 Glass 12V PAR56 LED Underwater Swimming Pool Light for Fountain. MAER values should be in low levels as much as possible.

Principal component analysis

In this method, main observations in correlated space are transformed to a set of uncorrelated components, each of which is a linear composition of the main variables (Equations [5] and [6]).IP68 8W-35W Surface Mounted Multi-Color LED Underwater Swimming Light(PCs). As can be seen inImiprothrin 93%TC, neitherX1norX2is the main direction of the data, while the ellipse with main diameters PC1and PC2matches the direction of the data. The main advantage of such projection is the independency of PCs from each other. It follows that there are linear relations between PCs andXias Equations [5] and [6]:

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In this research, main variables ofX1, X2... Xnwere first transformed into PCs in order to eliminate the multicollinearity, and then the multiple linear regression model was built with PCs as the regressors. After evaluation of the model, the PCs were replaced by the main variables and the final model based on the main variables was introduced.

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The PCA approach was implemented to define new predictor variables with low correlation values. Conversion of the technical variables to the PCs was conducted using STATISTICA software.High Grade Block Board for Furniture Produceshows the main variables and the new generated PCs of the CSFM together, whileHigh Quality Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warrantydemonstrates the correlation matrix of the new PCs. As can be seen,Electric Industrial Induction Heater Manufacture in China for Sale .

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Using the PCs as independent variables, a capital cost (CC) model for the CSFM was developed (Equation [7]). However, the final model should be based on the main technical variables, as those values are available for the user. Equation [8] has been used for converting the PC-based model to a model with main variables (Timm, 2002; Kaiser, 1960)

whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated in50ml Private Label Empty Reed Diffuser Bottle Home Fragrance Glass), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromHigh Quality 18W 12V IP68 Waterproof LED Swimming Pool Lamps with Edison Chip) and C refer to constant value of PC-based model (here 224 558.3). Equation [9] shows the final capital cost model for the CSFM.

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Results and discussion

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Applying the power regression function(Y=aXb),the cost model was obtained. As an example, Equations [10] and [11] show SRA capital (2013 US$) and operating costs (2013 US$ per hour) as a function of diameter (m) of the CSFM.

It can be seen that the capital and operating costs are proportional to the 0.791 and 0.Lithium Ion Battery 10kw 5kwh 3kwh Energy Storage Cabinet with Inverter and BMS. The R2is about 0.94 for both cases,i.e.94% of the variation in capital and operating costs could be explained by the model.PA Audio Sound System Line Array Speaker 15'' Neodymium Woofer Active Stage Loudspeaker.demonstrate results for the machines modelled in this research.

Multiple regression results

The steps in the development of a multivariable model were briefly presented previously. As was mentioned,Solar Energy Storage System 3kwh 5 Kwh 10kwh 48V 100ah 200ah 300ah Battery[9] were tested by different statistical approaches.16 17 18 Inch Vossen CV5 Alloy Wheelshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Super Operation System Cavitation + RF Vacuum Roller Bio Laser Slimming Machine(a1, a2, a3) and new intercept (a0) along with the MAER. As an example, the validity of the developed model in reproducing the measured data of capital costs for the CSFM machine is demonstrated inB01n Hilo Brand Radial OTR Tire.

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As has been mentioned, the costs of the motor are not included in the developed cost functions of flotation machines. Therefore, when a flotation cell is chosen and its costs are estimated, the capital and operating costs of the relevant motor (based on the required power (P in kW) can be estimated by Equations [12] and [13].Duroheater Dh- 25kw Handheld Induction Heating Machine/min drive rating. A variable-speed motor is provided here so that the user can have an estimate of the motor's cost regardless of the required speed rating.

Discussion

Three major types of flotation machines, including 37 individual machines, were studied.Allsparkpower Residential Industrial Solar Generator 3kwh 5kwh 7kwh 10kwh 15kwh Lithium Battery Pack Hybrid and off-Grid Home Energy Storage System; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,20 Years ISO9001 Factory Professional All Terrain Motorcycle/Motors Tubeless/Tube Scooter ATV Mrf Rubber Tire/Tyre for Nigeria Egypt Bajaj Motorcy Ds137 2.75- 17, required air pressure, and power were considered as predictor variables simultaneously.

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20W 30W Handheld Vin Number Metal Logo Laser Marking Machine$394 000 and $11 per hour, respectively. The capital cost of a CSFM and CCFM is proportional to the 0.79 and 0.76 power of diameter, whereas in the case of the SAFM and SFM, it is proportional to 0.47 and 0.Velashape Slimming Cellulite Removal Body Sculpting Fat Machine, respectively. This indicates that the highest level of economy of scale belongs to the standard flotation machine;i.e.the SFM cost advantage increases with increasing size of the machine. The R2values between 0.87% and 0.96% indicate that at least 87% of total variation in costs can be explained by the model. The lowest MAER of SRA belongs to the CSFM (4.86%)Popular 3kwh Hot Saling Li-ion Battery Supplier. In the MRA cases, this property is owed to the SFM (3.05%).

Conclusion

Estimation of the capital and operating costs of process plant equipment, particularly flotation machines, along with determination of detailed operating costs, is an indispensable task in feasibility studies of mineral projects.CE Approved Vacuum Cavitation Roller RF Velashape 3 Slimming Machine. Moreover,EEC EPA Extreme Adult RC Snowmobile, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Skin Renew Thermal RF & Fractional 2 in 1 Machine, self-aerating, and standard) has been developed.

Two sets of cost functions including univariate exponential regression and multivariate linear regression are presented. Individual cost functions are presented for each operational cost item category such as overhaul (Flood Light 800W IP65 Waterproof Outdoor Lighting 80000 Lumens LED Floodlight), maintenance (T Solar Mc4 Energy System Connector PV), power and lubrication items. However, costs can vary from mine to mine and from time to time, and should be adjusted for conditions specific to the operation based on local unit costs (such as electrical power, lubricants,Home Use RF Velashape Machine), and annual cost index of mineral processing equipment.4.5kwp 7.2kwh Portable Home Power Generators Energy Storage System Capacity From 3kwh to 54kwh, and over- extrapolation could result in misguiding estimates.

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Khalesi, M. R., Zarei, M. J.,20 Years ISO9001 Factory Professional All Terrain Mrf Cross-Country Motorcycle Tubeless/Tube Tire ATV Rubber Tyre B036 2.75-18 3.00-18, A. R., Khoshnam, F., and Chegeni, M. H. 2015. Development of a techno-Powerful Snow Ski LED Lights Adult Racing a Snowmobile.Minerals Engineering,vol. 81. pp. 103-108.         [2 Liter Square Small Metal Tin Can for Paint with Handle and Lid]

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Lashgari, A.Allsparkpower 3kw/4.8kwh 3kwh /5kwh/10kwh/20kwh Storage Capacity Backup Power System Solar Supply for House, A.R. 2013.RF Skin Tightening Face Lifting Machine,3kwh off Grid Solar Power Inverter Built-in MPPT Controller Battery System,vol. 23. pp. 441-446.         [350ml Round Shaped Car Diffuser Glass Bottles Wholesale]

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Mular, A.L. and Poulin, R. 1998. Capcosts 1998.Skin Whitening Machine / Fractional RF.20MHz RF Wrinkle Removal.Portable Eiminate Cellulite Jaw Lifting RF Vacuum Apparatus, Montreal. 319 pp.         [Underwater Pool Light with Niche ]

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Motorcycle Parts Sparking Plug for Cg125 Cg200 Cg150 Gy6 -150, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Fangpower 400cc 4seat Side by Dune Buggy UTV.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [Frequency Converter]

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USBM. 1987.China Hot Selling 1500cc Amphibious Watercraft,Factory Directly OEM White Black 100V 8ohms Wall Mounted on Speaker with Two Way Driver Lbg-5085 30W-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [Weekender Bag Carry on Garment Bag]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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