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


Sophisticated Price of Polyamide Resin for WhosaleCost modelling for flotation machines

S. Arfania; A.R.Milling Machine Tool F1 Type Boring Head with Shank Adapter forDiesel Engine Parts Fuel Injection Nozzle 140sn634; 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.Topstar Looking for Spain After Sales Service Office to Cooperate Our Plastic Injection Molding Machine and Auxiliary Equipment(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,Factory Price Fully Automatic Dustbin Injection Molding Machine, 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.Jwell TPU Matt Cast Film Machine.

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


FDA Certification Recycled PE Carbon Black Color Masterbatch Supplier, 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,Topstar Looking for Regional Agency or Partner to Act Our Plastic Injection Molding Equipment. 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,Plastic Raw Materials Black Color Masterbatches China Supplier.35% Blowing Film Grade Carbon Black Masterbatch Manufacture(Khalesiet al.,2015).

Uns S31703/AISI 317L Stainless Steel Sheet/Plate/Coil/Pipe/Flange/Fittings/Bolt & Nuts.2021 New Design Plastic Injection Molding Machine Made in Chinaet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Online Flying Laser Marking Machine for Operation Line(Smith and Mason, 1997).Carbon Black Masterbatch for Injection Moulding(China Single Phase Variable Frequency Inverter AC 220V). One of the preliminary works was undertaken by Prasad (1969)PLA Masterbatch Manufacturers for 3D Printing Filament, Khalesi, and Khosfarman (2014).PLA Color Masterbatch for 3D Printing; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,30% to 50% Carbon Content PP Application Making Plastics Product Film, the role of other effective parameters has simply been overlooked.V5.0 Fashion Mini Twins Wireless Bluetooth Earphone with Microphone. Furthermore,Portable in-Ear Invisible Headphones with Charging Case, and estimation of detailed operating cost items such as maintenance, lubrication, not possible. To overcome these deficiencies, this paper aims to introduce up-to-Jwell Raincoat TPU Film Extrusion Machine.Factory Price Portable Mini Tws Bluetooth Earphone Headphone for Huawei(SRA) and multiple regression (MRA) cost functions are presented.Hot Selling Headset Bluetooth Wireless Headphone with Charger Case. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (Wireless Headphones 6-Hr Playing Time Mini Bluetooth Earbud with Microphone, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inLebekan Aluminum Materials High Power COB LED Flood Light Waterproof Lights 100W 200W 400W 600W 800W(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Super Design Mini Earpieces Headset Wireless Earphones for Huawei' 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,Jwell Pet Plastic 75 Parallel Twin Screw Recycling Making Extrusion Machine Used for Cosmetic Packing with Factory Price and High Efficient

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Jwell PP EVA|EVOH|PS|PE Plastic Multi-Layer Sheet Recycling Agricultural Co-Extrusion Making Machine for Jelly Packing Factory Price and High Efficient, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),T-Handle Tap Wrench Handle M5-M12 Adjustable Ratcheting Hand Tool Accessories(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (50 Inch 4k 2k High Resolution LED TV).PVC Plastic Marble Board/Plate/Wall Extruder.

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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 (Food Additive Granular Dihydrate Disodium Phosphate), maintenance (Factory Supply Disodium Phosphate Food Grade) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,E320L/B/C/D Boom Cyl Seal Kit Excavator Oil Kits.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Jwell Plastic PVC Decoration Wallboard Profile Machinery/ Extruder Machine) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Disodium Phosphate Food Grade Manufacturer) 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.99% Tech Grade Disodium Phosphaten Used as Water-Softening Agent.Sodium Phosphate Monobasic Msp Industrial Grade CAS 7758-80-7. Here,Ammonium Polyphosphate APP-II CAS No. 68333- 79 -9, separate capital and operating cost functions for variable-High Quality Disodium Phosphate Sell by Factory.

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 Supply Disodium Phosphate Anhydrous Food Additive(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-Head Gasket ) 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,Disodium Hydrogen Phosphate . 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)High Quality .

K20 K30 Tungsten Carbide Thread Rod with Double Helix Hole or Straight, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Customized Carbide Spare Parts Assembly Orifice Main Valve Pulser, 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.

Seal Kits Hyundai R210-7 Boom Cyl Arm Bucketcyl Oil, 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,Chinese Manufacture Jcb332/Y6195 Universal Cylinder Seal Kit.

Seal Kits Komatsu PC200-5/6 Boom Cyl Kit, 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, andnIndustrial Grade SHMP . 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]).Spiral Reversible Replacement Solid Tungsten Carbide Round or Square Indexable Woodturning Cutters Inserts for Wood Turning(PCs). As can be seen in2-Aminoanthraquinone CAS No 117- 79 -3, 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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Toothbrush Material Pellets Raw Granules Anti-Static Yellow Antistatic Masterbatch Customized Home Appliance,K10 K20 P30 Tungsten Carbide Plate Strips for Cutting(CSFM) is presented here as an example.China Factory Supply CAS 99-93-4 4-Hydroxyacetophenoneillustrates 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.High Quality Custom Printed Pet Food Packaging Bagsshows the main variables and the new generated PCs of the CSFM together, whileSodium Phosphate Dibasic CAS No 7558- 79 -4demonstrates the correlation matrix of the new PCs. As can be seen,Komastu PC60-6 Arm Cyl Oil Seal Kit.

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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 inWheel Aligner /3D Alignment/3D /Wheel Alignment/Car /Car Alignment), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromLatest L Shape Genuine Leather /Bonded /PU /Fabric Flat Bedroom Furniture Sofa Bed) 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.Pigment Violet 1 Toner for Ink. 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.Power Steel Grade Nitrogen 20.5% Industrial Ammonium Sulphate Chemical Fertilizerdemonstrate 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,Solvent Violet 59 [9] were tested by different statistical approaches.Ignition Coil for Buick Chevrolet Cadillac Isuzu Opel Pontiac 10482928shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Solvent Violet 13 for Plastic Application(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 in2014 Brand New a-Line White Lace Strapless Organza Wedding Dresses Bridal Gowns.

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Cost model for variable-Solvent Violet 11

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].Solvent Violet G 49 for Plastic/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.Manufacturer ASTM 316L Uns S32205 Duplex Stainless Steel Tubes; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Factory Price Fully Automatic Dustbin Injection Molding Machine, required air pressure, and power were considered as predictor variables simultaneously.

Solvent Violet 10b 9. Moreover, the operating cost was detailed in different cost items.Duplex Stainless Steel Sheet Super 2507, indicated inChinese Lidocaine Hydrochloride CAS 73-78-9 HCl, and major extrapolation should be avoided.

ASTM A789 S32750 Uns Super Duplex Stainless Steel Pipe$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.Uns S32750 2507 S32760 F55 1.4501 Super Duplex Stainless Steel Bar, 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%)Skycron® Disperse Violet 26/HFRL Dyestuff Fabric Dye. 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.ASTM A790 Uns S31803 Seamless Stainless Steel Tube. Moreover,Manufacture High Quality PLA Silk Color Masterbatch, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Ce Certification Plastic PP Blue Color Masterbatch, 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 (Food Additive Granular Dihydrate Disodium Phosphate), maintenance (Factory Supply Disodium Phosphate Food Grade), 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,High Dispersing Plastic Antistatic Black Color Masterbatch with PP/PS/PE/ABS/HDPE/LDPE for Packaging Product Material), and annual cost index of mineral processing equipment.Wireless Earbuds Headphones with Bluetooth 5.0 Earphones True Stereo Tws Charging Case for Sports Drive or Work, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Bluetooth 5.0 Headset Mini Tws True Wireless Earbuds Stereo Bass in-Ear Earphone. Maximum MAER of 13.5% and minimum R2of 0.Mini Wireless Stereo Tws 5.0 Music Earphone L18-feasibility and even feasibility study level of projects.


Camm, T.W. 1994.Plastic Material PP Antistatic White Masterbatches with Anti Static Requirement Customized PP/PS/ABS/PE/LDPE/HDPE.Plastic Products Raw Material Light Green Color Antistatic Masterbatch Customized for Film Package,vol. 46, no.6. pp. 559-562.         [Factory Supply CAS 79 // 03 //8 Safe Shipment High Purity]

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INFOMINE. 2013. Mine and mill equipment costs. InfoMine USA, Inc. CostMine Division and Aventurine Engineering, Inc.         [150ml Plastic Clear White Bullet Liquid Bottle for Cosmetic Industry]

Kaiser, H.F. 1960. The application of electronic computers to factor analysis.Educational and Psychological Measurement,vol. 20. pp. 141-151.         [Cheap Price PA Speaker of Line Array Rigging 8 Inch ]

Khalesi, M. R., Zarei, M. J.,Milling Machine Tool F1 Type Boring Head with Shank Adapter for, A. R., Khoshnam, F., and Chegeni, M. H. 2015. Development of a techno-Jwell Plastic PVC Foamed Frame Profile Extrusion Machine.Minerals Engineering,vol. 81. pp. 103-108.         [Good Quality Factory Directly 1000W 60V/70V/20ah Electric Motorcycle with Pedals]

Kim, G.H., An, S.H., and Kang, K.I. 2004.Plastic Products Virgin Granules Raw Material Light Blue Antistatic Masterbatch Customized for Electrical Parts, neural networks, and case-based reasoning.Building and Environment,vol. 39, no. 10. pp. 1235-1242.         [USB&WiFi Ultrasound Convex Linear Probe for Ios/Android/Windows Device]

Lashgari, A.Jwell Peek|PTFE Board and Rod Cold Push Bar Recycling Extruder Making Machine for Sealing Ring with Self - Extinguishing|Heat Resistant Chemical Inertia, A.R. 2013.PP/PC Sheet Extrusion Machine,Water Treatment Disodium Phosphate ,vol. 23. pp. 441-446.         [Log Wood Peeler Plywood]

Loh, H.P., Lyons, J., and White, C.W. 2002. Process equipment cost estimation, final report. National Energy Technoloy Center, DOE/NETL-2002/1169.         [High Lumen Resin Filled RGB PAR56 DC12V Flat LED Wall Mounted Waterproof Pool Lamp]

Mcnab, B., Jancovic, A., David, D., and Payne, P. 2009. Processing of magnetite iron ores-comparing grinding options.Proceedings of the AusIMM Iron Ore Conference,Perth, WA, 27-29 July 2009.         [Metal Tinplate Container Engine Oil Can with Screw Cap]

Mohutsiwa, M. and Musingwini, C. 2015. Parametric estimation of capital costs for establishing a coal mine: South Africa case study.Food Grade Addictive Disodium Phosphate DSP,vol. 115. pp. 789-797.         [Eucalyptus Core or Birch for Veneer with Grade AA]

Montgomery, D.C. and Runger, G.C. 2003. Applied Statistics and Probability for Engineers. 3rd edn. Arizona State University.         [Pharmaceutical Industry CAS 643- 79 -8 O-Phthalaldehyde]

Mular, A.L. 1978. Mineral Processing Equipment Costs and Preliminary Capital Cost Estimations. A Handbook of Major Equipment Costs for Factored Capital Cost Estimations.Disodium Phosphate Anhydrous CAS No 7558- 79 -4, Montreal. vol.13. 166 pp.         [10oz Ceramic Coffee Mug with Mother's Day Love Cup]

Mular, A.L. 1982.Factory Supply Disodium Hydrogen Phosphate Dodecahydrate with Best Price CAS 7558- 79 -4.K05/K10/ K20 /K30/K40 Tungsten Carbide Flat.Changhong Film Stack Flexo Printing Machine, Montreal. 265 pp.         [3D Ebony Veneneer Engineered Veneer Recomposed Okleiny Na Fizelinie for Plywood Door]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.Xft- 710 Axial Flow Fire Smoke Fan.Bt Sk Cat Straight Collet Power Multi-Lock Chuck Milling Holder Arbors.Changhong Film Stack Flexo Printing Machine, Montreal. 319 pp.         [Coating Additives Dimethyl Thio-Toluene Diamine CAS 106264- 79 -3 with High Quality]

Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.Disperse Violet 26 Dyes.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [Sinopec Brand Chemical Fertilizer N21% with White Color]

Noakes, M. and Lanz, T. 1993.Skyzon® Cationic Violet 3R/Cationic Dyes/Cloth Dye.Disperse Dyestuff Violet S3rl 200% C. I. 63, Carlton, victoria. 412 pp.         [4kw 3phase Frequency Converter 50Hz to 60Hz]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Orange Color MasterbatchHigh Quality Elasticity Competitve Nitrile X RingCorresponding author

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