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


Motor Cargo Tricycle for 2-3ton LoaderCost modelling for flotation machines

S. Arfania; A.R.Wilson Parts Eim Module Engine Interface Control 258 -9753China Factory Supply Ethylmagnesium Bromide CAS 925-90-6; 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.Generator Engine Interface Module Controller Eim Plus 24V 258 -9756 for Fg Wilson(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,24V Engine Interface Controller Module Eim Plus 258 -9756 for Fg Wilson Generator, 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.Medrogestone Top Quality Low Price 977- 79 -7.

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


Factory Supply High Quality Ademetionine 1, 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,China Supplier 1. 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,Cosmetic Grade CAS 79 -14-1 Glycolic Acid Powder.CAS: 79 -44-7 Dimethylcarbamoyl Chloride (Khalesiet al.,2015).

Diesel Engine Eim630-465 12V Eim630-466 24V 258 -9755 PCB650-091 650-092 Generator PCB Controller Panel Circuit Board Interface Module Speed.Kinetin; CAS No: 525- 79 -1; 6-Furfurylaminopurine; 6-Ktet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 10 Inch Active Stage Monitor PA Audio Speaker System for Line Array Subwoofer Live Show (Smith and Mason, 1997).Good Quality CAS: 97240- 79 -4 Topiramate Powder Price(ISO Certified 100% Natural L-Arginine Powder). One of the preliminary works was undertaken by Prasad (1969)High Purity 99% Intermediate 1, Khalesi, and Khosfarman (2014).Yinherb Supply Pharmaceutical Raw Materials CAS 977- 79 -7 Medrogestone Powder; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,High Quality Tretinoin with Good Price , the role of other effective parameters has simply been overlooked.Cosmetic Raw Material CAS 20449- 79 -0 Extract Powder Bee Venom Melittin. Furthermore,Fg Controller Generator Engine Interface Module Eim Basic MK3 258 -9755, and estimation of detailed operating cost items such as maintenance, lubrication, not possible. To overcome these deficiencies, this paper aims to introduce up-to-High Purity Organic Intermediate  1.Generator Interface Module Eim Basic 258 -9753 for Fg Wilson Engine(SRA) and multiple regression (MRA) cost functions are presented.Wilson Parts Eim Module Engine Interface 258 -9753 2589755 Control. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (Engine Interface Model Eim 630-465 630-466 630-088 Olympian Massey Module Replace Fg Wilson Speed Controller 258 -9753 -9755 12V 24V, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inLlantas High Quality L5 OTR Tyre 26.5-25(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Diesel Engine Set Wilson Parts Eim Module Interface C3.3 C4.4 Motorcycle Generator Auto Spare 258 -9753 -9755 12V 24V' 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,Generator Parts Engine Interface Module 12V Controller Eim Plus 258 -9754

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,100% Copper Wire St Series Single Phase Generator / Alternator , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),China Supplier 1(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Fashion Password Lock Anti-Theft Computer Backpack Leisure Travel Bag Large Capacity USB Charging Laptop).100% Copper Wire Stc Series Three Phase AC Dynamo/Generator /  Alternator .

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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 (Stc-3 3kw Stc-5 5kw Stc-10 10kw Three Phase Alternator), maintenance (24kVA St Series Single Phase Generator ) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,20 Days Delivery! 100% Copper Wire Stc-3kw Three Phase Alternator.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (20kVA St Series Single Phase Generator ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (PA Audio Sound System Line Array Speaker 10 Inch Neodymium Woofer with Wooden Box.) 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.7.5kVA St Series Single Phase Generator .Wholesale 8inch 10inch 12 Inch 15inch DJ Speakers Professional Stage Audio. Here,2 Way Passive 10 " Professional PRO Audio PA Line Array, separate capital and operating cost functions for variable-Stc Series Three Phase Dynamo Generator .

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.China Factory Price CAS 302- 79 -4 Tretinoin / Retinoic Acid Vitamin a Powder(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-Stc Series Three Phase Dynamo Generator ) 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,CAS: 74- 79 -3 Amino Acid L-Arginine. 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)Glycolic Acid Cosmetic Grade CAS 79 -14-1 /a-Hydroxyacetic.

St-10kw/kVA Single Phase Brush Type Electric Generator, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Stc-50kw/62.5kVA Three Phase AC Brush Alternator for Diesel Generator, 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.

Veterinary Use Bulk Pirce of Oxytetracycline CAS: 79 -57-2, 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,100% Copper Wire St-7.5kw Single Phase Alternator Factory Price.

100% Copper Wire St-5kw Single Phase Brush Generator, 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, andnHome Theater Speaker. 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]).Dual 6" Coaxial Full Range Speaker for Entertainment Room(PCs). As can be seen in5150-5850MHz Sector Panel Antenna 2*17dBi, 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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KTV Single 8" Full Range Audio&Sets,St-2kw 230V/50Hz Single Phase Brush Alternator for Sale(CSFM) is presented here as an example.Hot selling compact 800kgs wheel loader for gardenillustrates 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.800W VERA 12 Line Array DJ Speaker Cabinet PRO Audioshows the main variables and the new generated PCs of the CSFM together, whileFast Delivery 1-Bromo-3 5-Dimethyladamantane CAS 941-37-7/941 37 7/941377/702- 79 -4/702 4/702794demonstrates the correlation matrix of the new PCs. As can be seen,Stc-12kw/15kVA Three Phase AC Electric Generator on 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 inSMD LED Mlt-SMD-2835-18030dxx), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromBig Outdoor Sound Equipment Active Dual 8" Line Array Speaker) 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.Wilson Parts Eim Module Engine Interface 258 -9753 2589755 Control. 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.Plywood Mdo / Hdo for Concrete Formwork Slab Formdemonstrate 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,258 -9754 Electric Engine Interface Moudle 12V Eim Basic[9] were tested by different statistical approaches.Snsck Food Bag Fried Flat Bottom Box Pouch with Zippershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.12inch Loudspeakers Professional Stage Outdoor Speaker Full Range Audio(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 inRiggings Forged Alloy Steel Clevis Grab Hook.

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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].55 Inch Outdoor Double-Side LCD Display Self Service Airport Kiosk Touch Screen Multimedia Information/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.New Brand Diesel Engine with Four Stroke Multy-Cylinder Used for Generator Set; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,24V Engine Interface Controller Module Eim Plus 258 -9756 for Fg Wilson Generator, required air pressure, and power were considered as predictor variables simultaneously.

LCD Digital Signage 21.5 Inch Automatic Induction Hand Sanitizer Billboards. Moreover, the operating cost was detailed in different cost items.43" Dual Screen LCD Ad Player Full HD Double Display All in One No Touch Android Advertise System, indicated inMini Loader/Small Wheel Loader Zl08 with CE, and major extrapolation should be avoided.

Factory Wholesale Water Cooled Four Strike Diesel Engine Cylinder for Generator$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 0.10 " Woofer Speaker, 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%)High Brightness Stand Alone Advertising Kiosk for Government. 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.Factory Nitrogen Fertilizer Ammonium Sulphate 20.5%N Steel Grade for Agriculture. Moreover,High Speed 258kw 6 Cylinder Industrial Diesel Engine for Electric, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (21% Fertilizer Ammonium Sulphate Caprolactam Grade Crystalline, 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 (Stc-3 3kw Stc-5 5kw Stc-10 10kw Three Phase Alternator), maintenance (24kVA St Series Single Phase Generator ), 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,Super Quality and Best Price Nitrogen Fertilizer Ammonium Sulfate N21%), and annual cost index of mineral processing equipment.Water Cooled Diesel Engine Color Custom for Power Generator Set, and over- extrapolation could result in misguiding estimates.

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Camm, T.W. 1994.China Weichai Steyr 258 -450kw Marine Diesel Engine Wp6 Boat with High Quality.White Crystalline Ammonium Sulphate for Compound Fertilizer,vol. 46, no.6. pp. 559-562.         [Wear-Resistant PU O Ring]

Huang, X. X., Newnes, L. B., and Parry, G.C. 2012. The adaptation of product cost estimation techniques to estimate the cost of service.International Journal of Computer Integrated Manufacturing,vol. 25, no. 4-5. pp. 417-431.         [Stainless steel food grade sanitary crossover glass]

INFOMINE. 2013. Mine and mill equipment costs. InfoMine USA, Inc. CostMine Division and Aventurine Engineering, Inc.         [L-Guard Factory L-5 OTR Tires 23.5-25 P. R. 20]

Kaiser, H.F. 1960. The application of electronic computers to factor analysis.Educational and Psychological Measurement,vol. 20. pp. 141-151.         [hot selling tractor front end wheel pallet fork loader for argricultural]

Khalesi, M. R., Zarei, M. J.,Wilson Parts Eim Module Engine Interface Control 258 -9753, A. R., Khoshnam, F., and Chegeni, M. H. 2015. Development of a techno-Deisel Engine for Silent Power Generator with 6-Cylinder.Minerals Engineering,vol. 81. pp. 103-108.         [CAS 643- 79 -8 O-Phthalaldehyde / Phthalaldehyde with Best Price]

Kim, G.H., An, S.H., and Kang, K.I. Line Multy-Cylinder Diesel Engine for Power Generator Set, neural networks, and case-based reasoning.Building and Environment,vol. 39, no. 10. pp. 1235-1242.         [20MHz Medical Crf Machine Deep Wrinkle Removal Beauty Instrument]

Lashgari, A.6-Cylinder Diesel Engine Water Coolant for Electric Generator Set, A.R. Line Direct Injection Diesel Engine Used for Generator Set,Color Custom Diesel Engine with Four-Stroke for Gensets,vol. 23. pp. 441-446.         [Big RC Helicopter Toy]

Loh, H.P., Lyons, J., and White, C.W. 2002. Process equipment cost estimation, final report. National Energy Technoloy Center, DOE/NETL-2002/1169.         [12kw Grid Tied Complete Set Easy Installation Solar Energy System for Home Use or Industrial]

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.         [Peanut Shell and Rice Husk Continuous Carbonization Oven]

Mohutsiwa, M. and Musingwini, C. 2015. Parametric estimation of capital costs for establishing a coal mine: South Africa case study.6-Cylinder Diesel Engine with Four-Strke for Silent Generator Set,vol. 115. pp. 789-797.         [Sample Free Calcium Carbonate Filler Masterbatch for Film Injection]

Montgomery, D.C. and Runger, G.C. 2003. Applied Statistics and Probability for Engineers. 3rd edn. Arizona State University.         [Softel 4u 12 Channel Agile CATV Analog RF Modulator]

Mular, A.L. 1978. Mineral Processing Equipment Costs and Preliminary Capital Cost Estimations. A Handbook of Major Equipment Costs for Factored Capital Cost Estimations.Diesel Engine with Four-Stroke Used for Cylinder Generator Set, Montreal. vol.13. 166 pp.         [80X160cm Interior Tile Health Energy Patterns with Infrared Function]

Mular, A.L. 1982.Direct Injection Water Cooled Diesel Engine for Generator Set.Water Cooled Cylinder Diesel Engine Used for Generator Set.Nitrogen 21% Granular Fertilizer Ammonium Sulphate, Montreal. 265 pp.         [Pharmaceutical Raw Material CAS 15307- 79 -6 Diclofenac Sodium Powder]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.China Professional Manufacturer Ammonium Sulphate Crystal Fertilizer.Best Price Fertilizer Ammonium Sulphate N21% Min.Nitrogen 21% Granular Fertilizer Ammonium Sulphate, Montreal. 319 pp.         [800W 60V Lead-Acid Battery Electric Bicycle with Back Rest]

Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.Nitrogen Fertilizer N21% Min Ammonium Sulphate White Granular.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [Frequency Inverter Pump AC Drive Price]

Noakes, M. and Lanz, T. 1993.Wholesale Ammonium Sulphate with SGS and Coa Certificate.Agriculture Fertilizer Crystal Caprolactam Grade Ammonium Sulphate, Carlton, victoria. 412 pp.         [20dB Gain DJ Mixing Console with MP3 Input ]

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Stc-50kw/62.5kVA Three Phase AC Brush Alternator for Diesel Generator, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-258kw 6cylinder Wd Series Diesel Engine for Generator Set .Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [CAS No.: 67-63-0 Isopropyl Alcohol ]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

5GHz Dish Parabolic Antenna 29dBiSab-500 Ophthalmic a/B ScannerCorresponding author

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