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


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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.30W Bird Rings Machine Laser Marker with Rotation Working Table(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,Mini Handle Electric DOT Peen Marking 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.Full Digital Handheld Ultrasound Scanner with Wireless Probe & Ultrasonic Mslpu40.

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


Pin Machine Suppliers Marker Systems, 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,USB&WiFi Ultrasound Convex Linear Probe for Ios/Android/Windows Device. 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,1L Rectangular Olive Oil Tin 1800ml Packaging with Imported Plastic Spout Guangdong.1L Metal Resealable Selable Paint Tin Cans for Glue and Chemical Use(Khalesiet al.,2015).

4u 16 in 1 Agile CATV RF Modulator Channels.Thinner Plain Color 1L Metal Can with Screw Capet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Flame Retardant Ammonium Polyphosphate (Smith and Mason, 1997).Customized 1L Round Empty Metal Oil Paint Package Tin/Can Container(High Speed Stack Type Flexo Printer Letterpress Flexographic Printing Machine). One of the preliminary works was undertaken by Prasad (1969)HDPE Pesticide Bottle 500ml 1L Foliar Fertilizer Plastic, Khalesi, and Khosfarman (2014).Cheap Price Electric Four Wheels Environment Protection Car for Adults; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Softel 5-1000MHz Outoodr Bi-Directional CATV RF Amplfier with 2 Outputs and Return Path, the role of other effective parameters has simply been overlooked.Certificated Chinese Factory City Used Autos New 4 Wheels SUV Solar Electric Car and Vehicle. Furthermore,Softel CATV House Amplifier Gain Forward Max 30 dB with Return Path 5-65MHz, and estimation of detailed operating cost items such as maintenance, lubrication, not possible. To overcome these deficiencies, this paper aims to introduce up-to-Gain 30dB 1 Output CATV House User Amplifier with AGC.Softel 24 Channel Optional RF Fixed Analog Modulator(SRA) and multiple regression (MRA) cost functions are presented.Cummins diesel engine 4918416 inline 5 diagnostic tool datalink adapter. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (Solar Energy System 3kwh Power Home Built in Inverter, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inNew 50cc Monkey Bike Gasoline Motorcycle Euro 4(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;High Quality 3kwh Rechargeable LiFePO4 Lithium Battery' 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,Motorcycle Scooter Rear Clutch Assembly for Gy6 -90 Engines

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Motorcycle Parts Speed Cable for Gy6 -150, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Powder Metallurgy Hot Press Sintering Furnace(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Rectangular Sexy Massage Black Whirlpool Lucite Bathtub with TV).Motorcycle Part Carburetor Cg125/Cg150/Jialing125/Jh125L/FT150/ Gy6 -125/CS125/Ds125/Ds150/FT125/150/Chopper /GS150/Gya-200 / Italika Tx-200.

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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 (Cheap Popular Pattern 3.00-18 Motorcycle Tyre), maintenance (Strong Corrosion Resistance High Overload Pressure Sensor) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,300cc Triciclo Con Cabina.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Three Wheel Trolley Tube Type Tire 90/90-18) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High accuracy stability Monocrystalline Silicon Pressure Transmitter) 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.Discount High Strength 90/90-19 Motorcycle Tyre/Tire.New Pattern Best Price 110/90- 17 Motorcycle Tire. Here,Tire Brands to Avoid 2.50- 17 Solid Tire., separate capital and operating cost functions for variable-2021 Hot Sale 18W 12V High Power Swimming Pool Lighting Water Proof Lights for.

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.Lashes 3D Wholesale Vendor Full Strip False Eyelashes 20mm(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-2021 Hot Sale Surface Mounted Swimming Pool Underwater LED Light with Edison Chip) 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,Chinese 300cc Cheap Farm Gas Trike . 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)3.00- 17 Super High Quality Natural Rubber Motorcycle Tire..

Thin-film Sputtering Pressure Transmitter For Medical Equipment, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (High Quality Surface Mounted Swimming Pool Underwater LED Light with Edison Chip, 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.

Ophthalmic Ultrasonic Pachymeter and Biometer, 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,2D Echo Color Doppler Ultrasound Scanner Diagnostic Equipment.

2021 New Arrival Malaysian Eyebrow, 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, andn18" Remy Hair Lace Front Closure Natural Color Body Wave. 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]).250ml 500ml 750ml 1L Fancy Small Cooking Oil Tin(PCs). As can be seen in899 Alicosolar 9kw on Grid Solar System with Power Inverter for Home CE/TUV/ISO Cretificate, 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.Kf760 Line Array System for Outdoor Concertshows the main variables and the new generated PCs of the CSFM together, whileDual 10 " Outdoor Multimedia Sound Machine Home Theater Bluetooth Karaoke Party PA Disco DJ Ball High Power Audio Trolley Active Speaker with Wireless Microphonedemonstrates the correlation matrix of the new PCs. As can be seen,Ophthalmic Biometer &Pachymeter .

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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 inHot Sale Custom Metal Brass Colorful Enamel Gold Plated Cartoon Clown Joker Romania Souvenir Keychain), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromProfessional Loudspeaker 10'' PRO Audio Speaker Passive Line Array 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.Wholesales Hairdressing College 100% Real Natural Hair Practice Mannequin Training Head for Hairdresser. 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.Chinese Manufacture Jcb332/Y6195 Universal Cylinder Seal Kitdemonstrate results for the machines modelled in this research.

Multiple regression results

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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].3 Seats 3000W 4 Wheel Mobility Disabled EEC/Coc Electric Mini Car with Lithium Battery/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.50cc/125cc Euro 5 Certificate Gas Scooter Motorcycle Moped Efi ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Mini Handle Electric DOT Peen Marking Machine, required air pressure, and power were considered as predictor variables simultaneously.

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Motorbicycle with Efi Fuel Supply and Steel Tube Frame$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.High Speed Kawasaki Ninja Motorcycle 250cc, 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%)Mini Nameplate Pneumatic Engraving 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.Electric Smart Cargo Car Tricycle 800W 40km/H Long Running Range. Moreover,Mini electric truck/ express vehicle/ Express vehicles, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Bost Motorcycle Parts Accessories Air Filter for 2-Wheel 4-Stroke Gy6 -125 -150 Bikes, 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 (Cheap Popular Pattern 3.00-18 Motorcycle Tyre), maintenance (Strong Corrosion Resistance High Overload Pressure Sensor), 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,BAW Made of Electric Car with Lithium Battery), and annual cost index of mineral processing equipment.EEC L2e 1500W 3 Wheel Enclosed Electric Cabin Scooter, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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