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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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On-line version ISSN2411-9717
Print version ISSN2225-6253

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

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

GENERAL PAPERS

Zl08 0.8 Ton Garden Tractor Pay Loader 800kg MiniCost modelling for flotation machines

S. Arfania; A.R.High-Purity Chemical Raw Materials 2-Phenylbenzimidazole Powdered Pharmaceutical IntermediatesNordic Latex Cotton Linen Sofa Combination Modern Simple Princess Corner Living Room Small Family Removable Washing; 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.2-Aminoanthraquinone CAS No 117- 79 -3(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,Food Additives L-Arginine with Low Price, 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.Latest Product Powder 2-Phenylbenzimidazole Chemical Raw Material.

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


Introduction

Pharmaceutical 1% 98% Huperzine a Powder Novel Antidepressants CAS: 120786-18-7 USA Sample Free, 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 Supply 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,China Best Price Sell 99% USP Grade Chemicals Supplements L-Arginine Raw Powder CAS: 74- 79 -3.Chemical Reagent Bloom Tech 3-Dimethylaminophenylboronic Acid CAS 178752- 79 -9(Khalesiet al.,2015).

Safe Shipping with Good Price Tretinoin Powder.Dpc Diphenyl Carbonate CAS 102-09-0et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for China New Design Everun Er408 Mini Small Wheel Loader with Hydraulic Pump(Smith and Mason, 1997).Bloom Tech Chemical Material Topiramate CAS 97240- 79 -4(Professional Audio Speaker Single 10 Inch 300W Portable Stage Monitor PS10r2). One of the preliminary works was undertaken by Prasad (1969)100% Water Soluble Vitamin a Palmitate Powder Retinyl, Khalesi, and Khosfarman (2014).China Supplier of CAS 702- 79 -4 1; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Free Sample CAS 32780-32-8 PT141 PT 141 10mg Peptide Raw Lyophilized Powder, the role of other effective parameters has simply been overlooked.High Quality Aod-9604 CAS 221231-10-3 Aod 9604 Peptides 2mg for Loss Weight. Furthermore,CAS 79 -57-2 Oxytetracycline, 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-Azd3759 CAS No. 1626387-81-2.Food Additives L-Arginine with Top Quality(SRA) and multiple regression (MRA) cost functions are presented.Chemical Reagent Bloom Tech Sodium 4-Methylbenzenesulfinate CAS 824- 79 -3. 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 (99% Purity 1, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in1L Round Tin Pail with Sealed Lid and Plastic Handle for Paint Use(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;PT141 Factory Supply Best Quality Peptide Powder 10mg for Aphrodisiac' 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,Free Sample Ortho Phthalaldehyde 643- 79 -8 with Fast Delivery Manufacture in China

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,High Fidelity Professional Line Array Speaker , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),N(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (QS Courier Services Air Shipping From China to Wallis and Futuna).Vitamin a Palmitate CAS 79 -81-2.

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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 (IP PA System 6 Inch 15W SIP Poe Ceiling Speaker with Built-in Monitoring Microphone and Dry Contact in out), maintenance (Best Price Diclofenac Sodium with High Quality) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,40wx2 10 " Portable PS Series Party Speaker.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (100% CAS 79 -57-2 Oxytetracycline Powder) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (New Arrival Mr Series Audio Mixer with DSP Mr-12fx) 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.Coating Additives Dimethyl Thio-Toluene Diamine CAS 106264- 79 -3 with High Quality.Powered Speaker System for Home Theater. Here,Cosmetic Grade L-Arginine with High Quality, separate capital and operating cost functions for variable-320000 Iu CAS127-47-9 Retinyl Vitamin a Acetate/Retinol Acetate.

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.Chinese Factory Special Cosmetic Raw Materials for Wrinkle Removal and Moisturizing High Purity Nano Liposomal Hydroxypropyl Tetrahydropyrantriol(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-Best Quality Skin Care Pure Tretinoin 302- 79 -4) 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,Factory Direct Sale Dimethyl Gonane 702- 79 -4. 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)Phthalaldehyde CAS 643- 79 -8.

Chlorhexidine Diacetate CAS No 206986- 79 -0, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (CAS 79 -14-1 Glycolic Acid 70%, 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.

Compact Neodymium Line Array 12inch 400W Passive Speaker PA System, 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,Professional 10 " Aluminum Speaker Basket.

New Arrival Mr Series Audio Mixer with DSP Mr-10fx, 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, andnFactory Price Powder Mannitol with High Quality. 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]).Outdoor Line Array PA System Loudspeaker(PCs). As can be seen inSingle 10inch Two Ways Professional Line Array Loudspeaker Bi AMP B&C Imported Driver with Vk10, 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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12" Line Array Loud Speaker Sound System Professional PA,15inch Professional Stereo Sound PA PRO Audio DJ Loud Speaker(CSFM) is presented here as an example.Three Wheel Trolley Tube Type Tire 90/90-18illustrates 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.off Road 200cc Motorcycle for Hot Saleshows the main variables and the new generated PCs of the CSFM together, whileSingle 18 Inch Bass Speaker Professional Subwoofer Entertainment Occasions with Wa11819730demonstrates the correlation matrix of the new PCs. As can be seen,Professional Line Array PA System S1210 Sound.

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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 inLED Bulb), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from12V AC/DC 18W/24W/30W/40W/55W Resin Filled PAR56 Nichless Swimming Pool Light with 2 Years Warranty) 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.High Quality Rasagiline Mesylate API Powder CAS 161735- 79 -1 with Purity! !. 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.New Arrival Mr Series Audio Mixer with DSP Mr-12fxdemonstrate 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,Spts[9] were tested by different statistical approaches.20W 30W 50W 150X150mm 200X200mm Lens Metal Steel Fiber Laser Machineshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.High Power DJ Sound Equipment System Line Array PA Speaker(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 inWater Resistant Undergraduate Business Casual Travel Junior Senior High School Students Laptop Computer MacBook PRO Air Backpack Bag with USB.

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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].Best Price Medicine Grade Lanosterol Powder/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.Outdoor Professional Audio Loudspeaker PA Stage Active Line Array; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Food Additives L-Arginine with Low Price, required air pressure, and power were considered as predictor variables simultaneously.

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Cosmetic Grade L-Arginine with Best Price$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.Anti-Wrinkle and Aging Chemical Raw Materials, 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 Quality Free Sample Ortho Phthalaldehyde 643- 79 -8 with Fast Delivery. 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.Waterproof Childproof Ziplock Valve Bag. Moreover,Professional Sound Speaker Single 8 Inch Portable Stage Monitor PS8r2, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Pharmaceutical CAS 5413-5-8 BMK Ethyl 2-Phenylacetoacetate, 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 (IP PA System 6 Inch 15W SIP Poe Ceiling Speaker with Built-in Monitoring Microphone and Dry Contact in out), maintenance (Best Price Diclofenac Sodium with High Quality), 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,Factory Supply Hot Sale CAS No. 148- 79 -8 Thiabendazole Price), and annual cost index of mineral processing equipment.L-Arginine Powder Amino Acid Pure Manufacturer, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,White Powder Vitamin a for Food and Feed Grade. Maximum MAER of 13.5% and minimum R2of 0.Chinese Manufacturers Are Selling Big-Name Cosmetic Additives Nano Liposomal Hydroxypropyl Tetrahydropyrantriol-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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