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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

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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.Bulk Supply Veterinary Tranquilizer Tiletamine Xylazine Powder 14176-50-2(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,Tg01 1 Inch Silk Dome Tweeter, 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.Professional Speaker Compective PRO Audio .

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


Introduction

Double 12inch Active Coaxial 29kg Line Array Speaker System, 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,Free Shipping 99% Tranquilizer Powder Tiletamine HCl 14176-50-2 NMDA Receptor. 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,Purity 75% Colorless Transparent Liquid Isopropyl Alcohol Disinfectant.Levamisole HCl Anthelmintic Agent Hydrochloride Raw CAS 16595-80-5(Khalesiet al.,2015).

Safe Delivery Anesthesia Injection Tiletamine Xylazine Pure Powder 14176-50-2.High Quality Chemical Pharmaceutical Intermediate Xylazine Hydrochloride CAS 23076-35-9et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Factory Supply Topiramate Antiepileptic Drug with Best Price CAS No 97240- 79 -4(Smith and Mason, 1997).2-Carboxybenzaldehyde/Phthalaldehydic Acid CAS 119-67-5(High Quality Tretinoin 302- 79 -4 with Good Price). One of the preliminary works was undertaken by Prasad (1969)Professional Loudspeaker Line Array PRO Audio, Khalesi, and Khosfarman (2014).Live Music Sound Line Array System for Acoustic and Electronic Performance; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,PA System Passive ABS 100V 8ohm 10W Wall Mount Horn Speaker Waterproof for Outdoor Use, the role of other effective parameters has simply been overlooked.900watt Amplifier Moudel Borad Chinese Class -D. Furthermore,Mercado Brasil 99.85% Lidocaina HCl Sem Problemas Aduaneiros, 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-100% Passing Customs Local Anesthetic Drugs Procaine for Pain Release.Factory Supply Best Price Fusidine/ Fusidic Acid Powder CAS: 6990-06-3(SRA) and multiple regression (MRA) cost functions are presented.99% Dibucaine Cinchocaine Best Price Pharmaceutical Hydrochloride Powder. 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 (Supply 99% Purity Anesthetic Procaine Base HCl CAS: 51-05-8, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in80%-90% Lactic Acid CAS 598-82-3 L-Lactic(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Gamma-Aminobutyric Acid GABA CAS: 56-12-2 with Best Price' 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,Chinese Factory for Vitamin a Palmitate 0.25miu Powder

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Chinese Top Local Anesthetic Exporter Bulk Sales Procaine CAS: 51-05-8, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Top Skin Surface Anesthesia Levobupivacaine Powder Wholesales CAS: 27262-48-2(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Classic Black Glazing Sublimation Ceramic Coffee Gift Mug Cup).High Quality and Purity Raw Material Supplier Xylazine HCl CAS 23076-35-9 with Best Price.

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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 (Professional Active Line Array Loudspeaker Low Frequency Coaxial 12-Inch Neodymium Speaker), maintenance (Q1+Q Sub Sound & Light Installation High Performance in Concert Event) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Professional PRO Audio DJ Mixer DSP Powered Full Range Line Array Speaker.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Powerful PRO Audio 2 Way Full Range DSP Powered Line Array Speaker) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Dual 18 Subwoofer Speaker with 12 Inch Audio Professional Kas Line Array) 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 Audio Loudspeaker V20 PA Speaker Vtx V25 PRO Line Array S25 G28 Powerful Subwoofer.Kas 12 Inch Line Array Audio Professional DJ Speakers 18 Subwoofer. Here,Qg-12-12 Inch Professional Full Range PRO Audio Speaker Box, separate capital and operating cost functions for variable-Kas 12" B&C Loud Subwoofer Speaker Line Array Professional Audio for Outdoor Event.

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.High Power Two-Way Full Range PRO Audio Speaker Box 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-Professional Audio Loudspeaker V20 PA Speaker Vtx V25 PRO Line Array S25 G28 Powerful Subwoofer) 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,30W Dante Wall Speaker with External 24V DC Power Supply Dp 430. 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)Kas 12 3 Way Sound System Line Array PRO Speakers with Subwoofer.

Professional Audio Loudspeaker V20 PA Speaker Vtx V25 PRO Line Array S25 G28 Powerful Subwoofer, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Rental Application Stage Monitor Audio&Sets, 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.

Local Anesthetic Levobupivacaine Powder Brazil Free Sample 27262-48-2, 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,Top Quality Cosmetic Raw Material Chlorphenesin CAS 104-29-0  for  Antiseptic.

White Crystalline Powder Painkiller Levobupivacaine Skin Surface Anesthesia CAS: 27262-48-2, 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, andnInfiltration Anesthesia Pharmaceutical Grade Levobupivacaine Powder Free Sample. 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]).Top Local Anesthetic Manufacturer Levobupivacaine CAS: 27262-48-2 Wholesales UK(PCs). As can be seen inIP PA System 6 Inch 15W SIP Poe Ceiling Speaker with Built-in Monitoring Microphone and Dry Contact in out, 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.1L Beer Canshows the main variables and the new generated PCs of the CSFM together, whilePlastic Purple Color Masterbatchdemonstrates the correlation matrix of the new PCs. As can be seen,Top Local Anesthetic Supplier Marcaine Injection 14252-80-3 Bupivacaine Powder.

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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 inAuto Four Wheel Aligner H8/Tire Changer/Garage Equipment/Automotive Equipment/Wheel Balancer/Auto Maintenance/Wheel Alignment Machine Price/3D), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromEdible Oil Can Manufacturer Square Food Grade Metal Tin) 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.Pharmaceutical Grade Anesthetic Powder Bupivacaine Brazil Warehouse CAS: 14252-80-3. 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.Motorcycle Ignition Coil/Bobina Encendido/Bobina Alta/Moto Accesorios/Piezas Gy6demonstrate 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,PA Horn Loaded Speaker Professional Loudspeaker[9] were tested by different statistical approaches.Factory Manufacture E307D Bucket Cyl Kit Sealshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Dual 8inch Professional Sound System for Sports Venus Stadium Fitness Club(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 inWaxed Canvas Leather Student Backpack RS-12313.

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Cost model for variable-Professional Audio Powerful High Compact Line Array Speaker Best Lq10

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].GMP Factory Supply Procaine Powder CAS: 51-05-8 Novocaine Free Shipping/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.Top Quality Benzocaine / HCl CAS 23239-88-5; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Tg01 1 Inch Silk Dome Tweeter, required air pressure, and power were considered as predictor variables simultaneously.

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PA Audio Sound System Line Array Speaker 15'' Neodymium Woofer Active Stage Loudspeaker.$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.Mixer Power Amplifier with USB, 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%)Powered Line Array Active Stage Speaker. 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.PRO Audio Loudspeaker PA Speaker System Coaxial Compact Line Array. Moreover,PRO Audio Loudspeaker PA Speaker System 12&Rdquor & 15&Rdquor Line Array, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (PA Speaker System SA-212 Professional 12 Inch Karaoke Stage Wood, 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 (Professional Active Line Array Loudspeaker Low Frequency Coaxial 12-Inch Neodymium Speaker), maintenance (Q1+Q Sub Sound & Light Installation High Performance in Concert Event), 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,Karaoke Speaker System Chinese KTV High Output Compact Box), and annual cost index of mineral processing equipment.Coaxial Speaker TD10, 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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