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*On-lineÂ version*Â ISSN2411-9717

*PrintÂ version*Â ISSN2225-6253

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

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

**GENERAL PAPERS**

**Chinese Factory Tin Can with Brush for Glue and Sealants AdgesivesCost modelling for flotation machines**

**S. Arfania; A.R.Food Grade 280ml Empty Tin Can for Camellia Oil****60V 800 Watt 150kg Load Electric E Bike Motorcycle Moped 45 Km H for 2 Person Adults UK; M.R. Khalesi**

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.800W Fashion Power Motorcycle Cheap Electric(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,Rectangular Glue Tin Can Empty Clear Paint, 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 R^{2}, 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 R^{2}of 0.Metal Tinplate Container Engine Oil Can with Screw Cap.

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

**Introduction**

Square Tin Paint Packaging Can Lubricant Oil Containers, 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,800W Electric Scooter/Motorcycle with LED Light. 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,Citycoco Electric Motorcycle E6 Cheap OEM E Bike.800W Deft Fresh Type Drum Brake Brushless Motor Electric Motorcycle(Khalesi*et al.,*2015).

Euro5.Retro Scooters*et al.*(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Professional Dual 10 " 3-Way Tri-AMP Line Array Speaker(Smith and Mason, 1997).2856 3kVA/5kVA/8kVA/10kVA/12kVA Solar on-Grid Power System for Home/Office/Farm/Hotel(2L Galvanized Tin Cans for Cooking Oil with Plastic Lids). One of the preliminary works was undertaken by Prasad (1969)HK1 S905W 2g 16g 7.1 Android TV Box of New Product Set Top with Low Price Kd Player 17.0, Khalesi, and Khosfarman (2014).Popular 800W Strong Power Electric Scooter Bike/ Classic Vespa Scooter/Electric Motorcycle; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,72V20ah Battery 800W Motor 60km Distance Range Electric Motorcycle, the role of other effective parameters has simply been overlooked.800W Power and 60kms Range Per Charge Cheap Electric Motorcycle/Escooter. Furthermore,Frequency Converter Special for Driving Asynchronous Motors 380V 50/60Hz, 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-Multi Birch Veneer Plywood Manufacturer.Empty Round Tin Can Paint Package Container(SRA) and multiple regression (MRA) cost functions are presented.Factory-Engineer White Oak Veneer in 0.25mm. 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 (Rectangular Brake Oil Container Motor Engine Tin Can, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inIndustrial Dust Collector Ash Separator Precipitators Dirt Catcher Electrostatic Precipitator(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Customized Multi Birch Veneer Plywood Manufacturer' names:

►Edible Oil Can Manufacturer Square Food Grade Metal Tin: based on 36-foot,China Titanhi Zl08 800kg Compact Agricultural 0.8t Micro Pay Loader 4WD,Compact structure mini loader/wheel loader/ with 0.8ton bucket for building construction,CE Approved Wolf 0.8ton Bulldozer Mini Loader with Bucket, and level control

►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,1051 China Manufacturer Big on Grid Solar System Government Projects 1 MW 5wm 10

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,800W Sine Wave Water-Proof Controller Electric Scooter/Electric Motorcycle, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (*D*), required air flow rate (AF),Metal Tin Can Engine Oil Empty Tinplate Container(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Elegant and Unique Women Wedding Dress Uw4056).Rosen 35kw Grid Tied on Solar System to Global Market.

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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 (800W High Speed Electric Scooter/Bike), maintenance (800W 60V20ah Brushless Electric Motorcycles) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,10L Customized Tin Cans Paint Coating Used Metal Square Can.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (500W/ 800W / 1000W E Scooter/Electric Moped/Electric Bike) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Square Engine Oil Can Metal Paint Tin Container with Plastic Lid) 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.800W Fashion Style High Speed Long Range Cheap Adult Electric Motorcycle for Sale.Cheap Small Electric Scooter Moped 800W Motorcycle. Here,Frequency Converter for Small Power Motors 3pH 380V 50/60Hz, separate capital and operating cost functions for variable-Manufacturer of Rectangular Brake Oil Motor Engine Tin Can.

*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.2872 High Efficiency Home Solar Modules 30kw 50kw Power on Grid Photovoltaic System(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-Automobile Paint Can 5L Square Tin with Metal Cap for Ink Oil) 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,866 5kw on Grid Solar System with Power Inverter for Home. 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:

where*Y*refers to capital or operating costs,*X*defines an independent variable (one of the machine predictor variables), and*a*and*b*are constant values (parameters)Food Grade Metal Tin Can with Printing Logo for Cooking Oil.

Good-Tightness Square Tin Can Metal Engine Oil with Sscrew Lid, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (800W Electric Scooter , Khalesi, and Khosfarman, 2014).

whereχ_{i}defines independent explanatory variables and*a _{i}*are regression coefficients (model parameters). As was mentioned, independency of

*x*variables 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.

_{i}Good-Sealing Square Tin Can Engine Oil with Metal Lid, R^{2}, RMSE (root mean square error), and MAER (means absolute error rate) were carried out. R^{2}is 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]:

where*X _{obs}*is the observed value,

*x*the estimated value at time/place

_{e}*I,*and n,0.15mm-1.0mm Okume/ Bintangor/ Sapelli Natural Veneer From Linyi Orikey Wood.

Special Design Braided Veneer with Red Walnut, analysis of residuals, tests of MAER values and evaluation of R^{2}were 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).

where*C _{e}*is the estimated cost,

*C*the actual cost, and

_{a}*n*Natural Wood Bintangor Face Veneer for Door and Furniture. 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]).Vector Frequency Converter with High Performance for Automatic Production Equipment(PCs). As can be seen inPopular 800W Power Electric Scooter, neither*X _{1}*nor

*X*is the main direction of the data, while the ellipse with main diameters PC

_{2}_{1}and PC

_{2}matches 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 and

*X*as Equations [5] and [6]:

_{i}In this research, main variables of*X _{1}, X_{2}*.

*.. X*were 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.

_{n}*Natural Horizontal Bamboo Veneer for Panel Board*

Frequency Converter with SVC and Vf Control 380V 50/60Hz,Electric Motorcycle (CSFM) is presented here as an example.L18 /86130 100%Good Feedback! Professional 18 Inch PA Speaker 1000W RMS Subwooferillustrates 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.11kw Grid Tied Solar Energy System Industrial Power Supplyshows the main variables and the new generated PCs of the CSFM together, whileSafety Shape Bag /Food Packaging Contact Plastic Container for Resealabledemonstrates the correlation matrix of the new PCs. As can be seen,High-Performance Frequency Converter Three Phase 380V 50/60Hz.

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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)

where*X _{i}*are main technical variables (like power or required air),

*a*are calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inManufacture Wholesale Custom Printing Folding Corrugated Color Clothes Mailing Packaging Boxes), S

_{i}_{ix}and X

_{i,ave}are the standard deviation and mean of main variables, respectively (can be found fromProfessoinal Line Array System Dual 10 Inch Professional Audio 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.Electric Motorcycle . The R^{2}is about 0.94 for both cases,*i.e.*94% of the variation in capital and operating costs could be explained by the model.2021 Fashion Electric Mtorcycle 2000W Motor Chinademonstrate 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,Electric Motorcycle [9] were tested by different statistical approaches.Self-Powered Subwoofer Bass Active Speaker Single 15inch Multi-Functions Occasions 600W Vs15s20shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Electric Motorcycle(a1, a_{2}, a_{3}) and new intercept (a_{0}) 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 inCustomizable Red Luggage Straps/ Tsa Straps.

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*Cost model for variable-Electric Motorcycle *

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].750ml Metal Tin Can Container for Chili Oil Canning/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.Hot Sale Food Packaging Tin Can for Cooking Oil with Plastic Lids; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Rectangular Glue Tin Can Empty Clear Paint, required air pressure, and power were considered as predictor variables simultaneously.

Metal Engine Oil Can Recycling Lubricant Tin Packaging Container. Moreover, the operating cost was detailed in different cost items.2L Galvanized Tin Cans for Cooking Oil with Plastic Lids, indicated in3 Liter Tin Packing Chemical Can with Spout, and major extrapolation should be avoided.

Electric Motorcycles $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.Made in China Solar System 10kw 20kw 30kw 40kw 50kw Energy for Industry, 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 R^{2}values 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%)Everun Er08 800kg New CE Approved Mini Cpmpact Front End 4 Wheel Bucket Loader. 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.800W Aluminium Alloy Wheel Hubs Sport Electric Motorcycle. Moreover,Zl08 Chargeuse Wheel Loader, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Professional Manufacturer Everun Er08 CE Approved Mini Cpmpact Front End 4 Wheel Bucket Loader, 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 (800W High Speed Electric Scooter/Bike), maintenance (800W 60V20ah Brushless Electric Motorcycles), 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,500W EEC Electric scooter), and annual cost index of mineral processing equipment.Electric Motorcycle , and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R^{2},Solar Electric Motorcycle. Maximum MAER of 13.5% and minimum R^{2}of 0.Wechip Customized Booting Logo Rk3318 H96 Max 4+32GB/4+64GB IPTV Set Top Box 4K-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015

Revised paper Received Jul. 2016

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