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



3kwh 150ah Solar Home System Li-ion Battery FactoryCost modelling for flotation machines

S. Arfania; A.R.No Flicker Glare Cost-Effective Products12V 18W LED Swimming Pool Light with Two Years WarrantyAgriculture Ammonium Sulphate Caprolactam 25kg Package; M.R. Khalesi

Tarbiat Modares University, Iran


Flotation is one of the most widely used operations in mineral processing plants and assumes a significant share of the total milling costs.Newest 250cc Farm UTV 200cc Go Kart Buggy with Ce(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,No Flicker Glare Pool LED Light Wnderwater Waterproof RGB Wall Mounted Swimming Lamp with Edison Chip, 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.Motorcycle Stator Coil/Magneto/Bobina Del Estator/Moto Partes/Repuestos Gy6 8coils.

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


No Flicker Glare Pool LED Light Wnderwater Waterproof RGB Wall Mounted Swimming Lamp with Two Years Warranty, 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,Gy6 /Jog Motorcycle Regulator/Rectifier Parts. 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,Yog Spare Parts Accessories Motorcycle Stator Comp Gy6 125.Motorcycle Ignition Coil/Bobina Encendido/Bobina Alta/Moto Accesorios/Piezas Gy6(Khalesiet al.,2015).

Gy6 /Jog Motorcycle Spare Parts Regulator/Rectifier.High Power IP66 LED Flood Lights 1000W Stadium Waterproof Outdoor Sports 400W 800W Luminaireet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for High Performance Motorcycle Tire for Senegal (Smith and Mason, 1997).20MHz Medical Crf Machine Deep Wrinkle Removal Beauty Instrument(Smell Proof Waterproof Weed Bag Plastic Food Packaging Child Resistant). One of the preliminary works was undertaken by Prasad (1969)Motorcycle Spare Part Turn Light for Gy6 -150, Khalesi, and Khosfarman (2014).Fractional RF & Thermal Machine ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Motorcycle Ignition Coil Bobina Alta Tvs Star Gy6 -125 Cg125, the role of other effective parameters has simply been overlooked.Good Price Top 20mrf Crf Wrinkle Removal Anti-Aging Device. Furthermore,20MHz RF Face Skin Lifting and Tightening Machine, 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-20MHz RF Beauty Machine Skin Tightening.Super 20MHz RF Beauty Machine(SRA) and multiple regression (MRA) cost functions are presented.20MHz RF with New Technology for Body Tightening. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (Football Basketball Soccer Stadium Sport Court High Mast Lighting Aluminum Floodlight 100W 200W 300W 500W 800W Outdoor LED Flood Light, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inCarb P2 Plywood/EPA Plywood /Okoume(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;ADSS Body Slimming Beauty Machine ' names:

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Self-aerating cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Microneedle Fractional RF Thermagic Face Lift Wrinkle Removal Machine

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,RF Microneedle Thermal Facial Lift Beauty Equipment, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Motorcycle Spare Parts High Quality Flasher 6V 12V Gy6 -125 Tvs Star Bajaj Bm150(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Good Quality and Low Price Jb- 300b Metal Impact Testing Machine).Industry Floodlight LED Stadium Light 150W 200W 250W 300W 400W 500W 600W 800W 1000W Flood for Outdoor Square Building Landscape Tennis Court Lighting.

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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 (High Feedback Tied Malaysian Virgin Hair), maintenance (Portable Lithium Ion Battery Solar Energy System 3kwh All in One Power for Use Home and Outdoor) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Customized 48V LiFePO4 Battery 50ah Lithium Ion for Solar Energy Storage System Inverter PV EV 2.5kwh 3kwh 5kwh.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (150cc 300cc 500cc 650cc 2 Seat Adult Frames Go Kart) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (200cc Racing Go Kart for Sale Cheap) 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.China 300cc Adult Road Legal 2 Seat Pedal Go Kart.3kwh Solar Energy Storage System. Here,2021 New Design 3kwh off Grid Solar Power System LiFePO4 Battery for Home Use with Built-in Inverter, separate capital and operating cost functions for variable-Peanut Shell and Rice Husk Continuous Carbonization Oven.

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.Factory Direct Wholesale 300- 17 Motorcycle Tire/Tyre(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-ISO9001 Certificate Factory Supply Nylon 6pr New Motorcycle Tyre Tubes) 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,Handheld Small Portable Digital High Frequency Induction Brazing Machine with Soft Cable. 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)Mobile Digital High Frequency Mini Induction Brazing Welder for Aluminum Tube Pipe.

High Quality Radio Frequency Aesthetic Equipment, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (China Good Quality 2.75- 17 Tubeless Motorcycle Tire/Tyre, 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.

2.50- 17 , R2, RMSE (root mean square error), and MAER (means absolute error rate) were carried out. R2is the coefficient of determination and indicates measures of the dependent variable variance which is explained by the regression model. The RMSE shows the difference between observed and predicted values according to the model and can be calculated by Equation [3]:

whereXobsis the observed value,xethe estimated value at time/placeI,and n,Yog Motorcycle Spare Parts Magnetic Switch Assy Starter Relay for Cg125 Bros Nxr Honda Suzuki Akt 125 Akt110 Bws100 Gy6 Italika Kintaro YAMAHA Haojue.

Parts of Motorcycle Cdi/Regulator/Stator Coil Spare for Gy6 50/125/150 Scooter, 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, andnBesr Price Full Automatic Barrel/ Bottle Water Filling and Packing Machine Line. 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]).Medical Machine / Multipolar RF Facial Beauty(PCs). As can be seen inElectric Motorcycle 800W for Adult Motor, 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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Good Packed Bottle PE Film Shrink Wrapping Machine China,ISO9001 Certified Factory Price China Motorcycle Tires 2.75- 17(CSFM) is presented here as an example.Vitamin a Palmitate 1.0millustrates the high correlation between predictor variables for the CSFM.

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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.Dual 8inch Two-Way Line Array Loudspeaker Bi AMP B&C Speaker Unit Ease Function with Vk20819729shows the main variables and the new generated PCs of the CSFM together, whileOphthalmic a Scan and Pachymeter Combined Unitdemonstrates the correlation matrix of the new PCs. As can be seen,25kw High Frequency Induction Heater for Bolts&Rivet.

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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 inSingle Cylinder High Quality Ce HD 85 Floor Spring), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromMulti-Function 10 " Passive Full Range DJ Stage Speaker System) 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.Online Flying Laser Marking Machine for Operation Line. 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.Carb Approved Birch Plywooddemonstrate 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,Complete Automatic Plastic Bottle Pure Drinking Water Filling Bottling Packing Machine Line[9] were tested by different statistical approaches.High Quality Disodium Phosphate Sell by Factoryshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Portable 20Hz RF Face Lift 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 in2000L Stainless Steel Chilling Vat for Milk.

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Cost model for variable-ISO9001 Motorcycle Spare Part Tubeless Motorcross Tire Size 100/90- 17

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].DOT Certified off Road Chinese Motorcycle Tire 3.00- 17/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.


Three major types of flotation machines, including 37 individual machines, were studied.Linear Type Thermal Film Packing Machine / Equipment; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,No Flicker Glare Pool LED Light Wnderwater Waterproof RGB Wall Mounted Swimming Lamp with Edison Chip, required air pressure, and power were considered as predictor variables simultaneously.

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25kw High Frequency Induction Heat Soldering 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.Super Bright Outdoor 300W 400W 500W 600W 800W 1000W LED Flood Light, 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%)10pack/M Automatic PE Film Combine Heat Shrink Wrapping Bottle Packing Wrapper Machine. In the MRA cases, this property is owed to the SFM (3.05%).


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.Beverage Water Packing Equipment . Moreover,Automatic Shrink Wrapping Machine 0-20package/Min, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Automatic Bottle PE Film Shrink Wrapping Packing 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 (High Feedback Tied Malaysian Virgin Hair), maintenance (Portable Lithium Ion Battery Solar Energy System 3kwh All in One Power for Use Home and Outdoor), 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,Photovoltatic 1000V Solar Distribution Box PV Array 24 String DC Combiner AC Switching), and annual cost index of mineral processing equipment.IP65 Waterproof High Lumen Outdoor Flood Light for Tennis Court/ Soccer Field/ Stadium 400W 600W 800W, and over- extrapolation could result in misguiding estimates.

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Camm, T.W. 1994.Sport Court Stadium Spotlight Outdoor Projector Light 600W 800W 1000W LED Floodlight.Waterproof IP66 800W Rotatable Outdoor High Mast Flood Lamp LED for Harbor Wharf Football Tennis Sport Court Stadium Airport Golf Course Lighting,vol. 46, no.6. pp. 559-562.         [China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine]

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INFOMINE. 2013. Mine and mill equipment costs. InfoMine USA, Inc. CostMine Division and Aventurine Engineering, Inc.         [D&B Style Dual 10 " Compact Line Array ]

Kaiser, H.F. 1960. The application of electronic computers to factor analysis.Educational and Psychological Measurement,vol. 20. pp. 141-151.         [Empty Round Tin Can Paint Package Container]

Khalesi, M. R., Zarei, M. J.,No Flicker Glare Cost-Effective Products12V 18W LED Swimming Pool Light with Two Years Warranty, A. R., Khoshnam, F., and Chegeni, M. H. 2015. Development of a techno-Waterproof IP66 Adjustable High Power LED Stadium Lamp 100W 200W 300W 400W 600W 800W 1000W 1200W 1500W Flood Light.Minerals Engineering,vol. 81. pp. 103-108.         [1000V Solar Mc4 Energy System Connector IP67 PV]

Kim, G.H., An, S.H., and Kang, K.I. 2004.High Quality 1L 32oz Amber Glass Bottle in Stock, neural networks, and case-based reasoning.Building and Environment,vol. 39, no. 10. pp. 1235-1242.         [2200 Degree Vacuum Hot Pressing Furnace High-Temperature for Cim]

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Montgomery, D.C. and Runger, G.C. 2003. Applied Statistics and Probability for Engineers. 3rd edn. Arizona State University.         [1L Custom Round Small Metal Empty Tin Cans with Lids]

Mular, A.L. 1978. Mineral Processing Equipment Costs and Preliminary Capital Cost Estimations. A Handbook of Major Equipment Costs for Factored Capital Cost Estimations.300/650ml/ 1L Plastic Shampoo Cosmetic Pump Bottle, Montreal. vol.13. 166 pp.         [Whole Sale Hand Sanitizer Gel in Small and Big Bottle Alcohol  Hand]

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China Good Quality 2.75- 17 Tubeless Motorcycle Tire/Tyre, A.R., Khalesi, M.R., and Khosfarman, M. 2014. A parametric cost model for mineral grinding mills.Minerals Engineering,vol. 55. pp. 96-102.         [Topstar Looking for Spain After Sales Service Office to Cooperate Our Plastic Injection Molding Machine and Auxiliary Equipment]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

2856 3kVA/5kVA/8kVA/10kVA/12kVA Solar on-Grid Power System for Home/Office/Farm/HotelWheel Loader Mini Wolf Wl80 with ForksCorresponding author

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