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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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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

10'' Red Steel WooferCost modelling for flotation machines

S. Arfania; A.R.100% Water Soluble Vitamin a Palmitate Powder Retinyl1L Tin Can for Oil; 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.China Supplier of CAS 702- 79 -4 1(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,Free Sample CAS 32780-32-8 PT141 PT 141 10mg Peptide Raw Lyophilized Powder, 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.High Quality Aod-9604 CAS 221231-10-3 Aod 9604 Peptides 2mg for Loss Weight.

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


Introduction

CAS 79 -57-2 Oxytetracycline, 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,Azd3759 CAS No. 1626387-81-2. 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,Food Additives L-Arginine with Top Quality.Chemical Reagent Bloom Tech Sodium 4-Methylbenzenesulfinate CAS 824- 79 -3(Khalesiet al.,2015).

99% Purity 1.PT141 Factory Supply Best Quality Peptide Powder 10mg for Aphrodisiacet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Police Motorcycle 250cc(Smith and Mason, 1997).High-Purity Cosmetic Additives Nano Liposomal Hydroxypropyl Tetrahydropyrantriol China Factory Direct Sales(Clothes /Cosmetics Plastic Packaging PP Bags PEVA/OPP/ CPE/ Pvf Shoes Shirt Storage Stock Self Heat Sealing). One of the preliminary works was undertaken by Prasad (1969)2-Aminoanthraquinone CAS No 117- 79 -3, Khalesi, and Khosfarman (2014).High Quality Tretinoin 302- 79 -4 with Good Price; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,3-Amino-4-Pyrazolecarboxamide Hemisulfate Salt CAS No 27511- 79 -1, the role of other effective parameters has simply been overlooked.Free Sample Ortho Phthalaldehyde 643- 79 -8 with Fast Delivery Manufacture in China. Furthermore,High Fidelity Professional Line Array Speaker , 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-N.Vitamin a Palmitate CAS 79 -81-2(SRA) and multiple regression (MRA) cost functions are presented.IP PA System 6 Inch 15W SIP Poe Ceiling Speaker with Built-in Monitoring Microphone and Dry Contact in out. 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 (Best Price Diclofenac Sodium with High Quality, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inRompun White Crystalline Xylazine Pure Powder CAS: 23076-35-9 Europe Free Shipping(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;40wx2 10 " Portable PS Series Party Speaker' 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,Cosmetic Grade L-Arginine with High Quality

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,320000 Iu CAS127-47-9 Retinyl Vitamin a Acetate/Retinol Acetate, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Chinese Factory Special Cosmetic Raw Materials for Wrinkle Removal and Moisturizing High Purity Nano Liposomal Hydroxypropyl Tetrahydropyrantriol(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Hot Sale CCTV Inspection Robot X5-Ht for Pipe DN300-1000).Best Quality Skin Care Pure Tretinoin 302- 79 -4.

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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 (Factory Direct Sale Dimethyl Gonane 702- 79 -4), maintenance (Phthalaldehyde CAS 643- 79 -8) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Chlorhexidine Diacetate CAS No 206986- 79 -0.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (CAS 79 -14-1 Glycolic Acid 70%) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Compact Neodymium Line Array 12inch 400W Passive Speaker PA System) 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.Professional 10 " Aluminum Speaker Basket.New Arrival Mr Series Audio Mixer with DSP Mr-10fx. Here,Factory Price Powder Mannitol with High Quality, separate capital and operating cost functions for variable-Outdoor Line Array PA System Loudspeaker.

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.Karaoke Wireless Portable Wooden Bluetooth PA Speaker(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-12" Line Array Loud Speaker Sound System Professional PA) 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,15inch Professional Stereo Sound PA PRO Audio DJ Loud Speaker. 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)Professional Line Array PA System S1210 Sound.

Cosmetic Material 99% Purity Tretinoin Powder, 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 Rasagiline Mesylate API Powder CAS 161735- 79 -1 with Purity! !, 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.

Spts, 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,High Power DJ Sound Equipment System Line Array PA Speaker.

2X12 Outdoor Compact Neodymium PRO Audio PA Event Line Array, 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, andnBest Price Medicine Grade Lanosterol Powder. 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 Professional Audio Loudspeaker PA Stage Active Line Array(PCs). As can be seen inStraight Shank Collets C16 C20 C25 C32 Collet Chuck for Power Milling, 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.High Purity 9-Hydroxyfluorene CAS 1689-64-1 with Good Price in Stockshows the main variables and the new generated PCs of the CSFM together, whileActive Monitor Speaker Professional PA System Aptaudio Compression Technology with Mq250190801demonstrates the correlation matrix of the new PCs. As can be seen,Anti-Wrinkle and Aging Chemical Raw Materials.

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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 inSida Dry Ice Block Making Machine for 5kg Production), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromFactory Design Logo Food Grade Colourful Printing Sealed Stand up Scented Tea Packaging Bag) 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.Waterproof Childproof Ziplock Valve Bag. 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.Cummins diesel engine 4918416 inline 5 diagnostic tool datalink adapterdemonstrate 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,Professional Sound Speaker Single 8 Inch Portable Stage Monitor PS8r2[9] were tested by different statistical approaches.Manufacturer Wholesales Exwork Price for Local Anesthetic Lidocaine Base 137-58-6 Vietnam Xylocaineshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Pharmaceutical CAS 5413-5-8 BMK Ethyl 2-Phenylacetoacetate(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 inAmerican Foldabe 5 Ply Respirator Face Cup Mask.

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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].L-Arginine Powder Amino Acid Pure Manufacturer/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.White Powder Vitamin a for Food and Feed Grade; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Free Sample CAS 32780-32-8 PT141 PT 141 10mg Peptide Raw Lyophilized Powder, required air pressure, and power were considered as predictor variables simultaneously.

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Manufacturer Supply CAS 79 -14-1 Glycolic Acid 70% 99% Cosmetic Grade$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.Q210 Passive PA Speaker System, 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%)Retinol Palmitate/Vitamin a Palmitate Oil as Food Ingredient. 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.Professional 24 Channels Digital Audio Mixer Console. Moreover,100% Natural Huperzia Serrata Extract 1% 5% 99% Huperzine a Brown Powder Supplements, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Skin Care Raw Material Vitamin a Palmitate Powder, 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 (Factory Direct Sale Dimethyl Gonane 702- 79 -4), maintenance (Phthalaldehyde CAS 643- 79 -8), 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,Lf Drivers 10 Inches Professional Speaker Pw1032-64), and annual cost index of mineral processing equipment.12" Loudspeaker as Monitor Speaker System 12 Inch Powerful Coaxial, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Made in China PA Speaker System Three Way Loudspeakers. Maximum MAER of 13.5% and minimum R2of 0.Line Array Speaker Professional PA System Two Way Full Rang Passive -feasibility and even feasibility study level of projects.

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INFOMINE. 2013. Mine and mill equipment costs. InfoMine USA, Inc. CostMine Division and Aventurine Engineering, Inc.         [5HP 50Hz 60Hz 3.7kw 3 Phase VFD Variable Frequency Drive for Motor]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Yn725g Yineng Mini Front End LoaderChina Manufacturer Latest European Modern Furniture Genuine Leather SofaCorresponding author

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