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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.High Quality Argipressine CAS 113- 79 -1 with Best Price(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,1-Bromo-3, 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.Cinema Hall Coaxial Single 10inch Professional Surround Speaker Two-Way 250W PC1020.

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


Introduction

Sourcing O-Phthalaldehyde Opa CAS 643- 79 -8 in Stock Supplier From China, 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,55 Inch Stand Alone Digital Free Standing LCD Advertising Display. 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,Top Selling 1.Professoinal Line Array System Dual 10 Inch Professional Audio Speaker(Khalesiet al.,2015).

Dual 10 " Compact Speaker Line Array .Factory Supply High Quality N-Cbz-D-Leucine Powder CAS. 28862- 79 -5 99% Purityet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 10'' Red Steel Woofer(Smith and Mason, 1997).Factory Supply Tretinoin / Retinoic Acid Vitamin a 302- 79 -4(Pain Killer 99% Purity Bupivacaine Hydrochloride/Bupivacaine HCl CAS 14252-80-3). One of the preliminary works was undertaken by Prasad (1969)Economic Mulifunctional Line Array System Speaker Dual 10 Inch, Khalesi, and Khosfarman (2014).Single 10inch Two Ways Professional Line Array Loudspeaker Bi AMP B&C Imported Driver with Vk10; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Professional Loudspeaker 10'' Neodymium Magnet, the role of other effective parameters has simply been overlooked.Kas PRO Top 10inch Line Array Audio Speaker. Furthermore,Retionoic Acid API USP Tretinoin Good Quality Competitive Price CAS No 302- 79 -4, 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-Dexketoprofen Trometamol Manufacturer CAS 156604- 79 -4 with Purity 99%.Professional Sound Speaker Dual 10 Inch 3 Way Passive Line Array Loudspeaker(SRA) and multiple regression (MRA) cost functions are presented.LG 46" 49" 55" DVI LED video panel for monitoring. 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 (Retinoic Acid CAS No. 302- 79 -4, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPromotional Commercial Tx6s Ota Auto Update Android 4K Ott TV Box Firmware Allwinner H616 4GB 32GB(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Customized Printed 3.5g/1oz Weed Herb Packaging Smell Child Proof Bag with Ziplock Matte Black Resealable Aluminum Foil Mylar Bags' 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,Aluminium Foil Zip Lock Food Packaging Bag Manufacturer Plastic

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Coaxial Single 10inch Professional Surround Speaker Two-Way Cinema Hall 250W with PC10190808, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),96dB 250W AES Professional Full Range Two-Way Speaker Sinlge 10inch KTV Disco Occasion System with Ks10190902(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (2021 New Product High Quality Single Cylinder Floor Spring HD-750d).Professional Line Array System Single 10 Inch Neodymium Vr10.

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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 (Samsung LTI550HN16 1920X1080P monitor LCD video wall), maintenance (Maunfacturing Price Sealed Food Packaging Vacuum Bag) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Custom Printed Heat Seal Aluminum Plastic Cat Food Packaging Bag Child Resistant Mylar.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Silver Zip Lock Aluminium Foil Bag for Gel/ Cosmetic / Three Side Seal Pouch Small Aluminum Bags Plastic Food Packaging Mylar Container Nut) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Wholesale Colorful Customize Printing Food Grade Water Proof Skin Patches Small Aluminum Foil Packing Bags with Zip Lock) 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.10'' Ferrite Woofer Best Price Loudspeaker.Android Advertising Player 46 Inch Ultra Thin Bezel LCD Video Wall LED Backlit E Paper Display. Here,Amazon Best Sell Custom Clears Silver Aluminum Foil Mylar Ziplock Stand up Pouch Bag, separate capital and operating cost functions for variable-Vr36 Dual 10 Inch 3 Way Passive Compact Line Array.

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.Factory Supply Chlorhexidine Acetate/ Mpb Diacetate /CAS 206986- 79 -0(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-Heat Sealing Embossed Plastic Vacuum Packaging Bag for Delicatessen) 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,Ceftriaxone Sodium 99% API CAS 104376- 79 -6 for Injection Grade. 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)Pharmaceutical Powder Vitamin a Acid /Retinoic Acid/ Tretinoin for Skin CAS 302- 79 -4.

Cosmetic Raw Material Powder CAS 20449- 79 -0 Pure Bee Venom/Melittin/Melitten, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Pharmaceutical Chemicals Cefodizime Sodium CAS 86329- 79 -5, 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.

Hot Selling Ceftriaxone Sodium CAS 104376- 79 -6 Top Quality, 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,99% High Quality Nootropics Drugs Huperzine a 102518- 79 -6 Hupa USA Factory Fast Delivery.

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whereCeis the estimated cost,Cathe actual cost, andnCrovell Factory Supply High Quality CAS 79 -57-2 Oxytetracycline. 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]).Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%(PCs). As can be seen in0.28mm Red Oak Artificial Veneer, 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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China O-Phthalaldehyde Opa CAS 643- 79 -8 Raw Crystal 643798 Supplier,100% Copper Wire St-1kw Single Phase Dynamo Factory Price(CSFM) is presented here as an example.Sanyou 125cc Efi System with Delivery Box Gas Scooterillustrates 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.139g Stand up Pouch Bag with Clear Window Paper for Coffee Bean Kraft Riceshows the main variables and the new generated PCs of the CSFM together, whileBloom Tech API Ceftriaxone Sodium 104376- 79 -6demonstrates the correlation matrix of the new PCs. As can be seen,China Supplier Antioxidants Powder of Propyl Gallate CAS: 121- 79 -9.

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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 inElectromagnetic Heat Shrink Tubing Manufacturer From China), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from3 Phase 11kw Speed Low Cost AC Variable Frequency Drive Inverter VFD Manufacturers for Electric Motor) 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 0.49" 450nits LG panel advertising LCD screen . 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.Customized Private Label Dropshipping Heat Sealing Stand up Pouch Zipper Plastic Food Packing Tea Bag Fashion Fine Aluminum Foil Matt Black for Coffee Cleardemonstrate 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,aluminium LCD wall panel surveillance flat display[9] were tested by different statistical approaches.Custom Plastic Coffee Flat Bottom Food Packaging with Ziplock Containershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.3X3 LCD wall panel surveillance digital display screen(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 inDog Collar.

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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].LG panel 49" advertising rack /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.55inch wall mount LCD panel surveillance LED video; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,1-Bromo-3, required air pressure, and power were considered as predictor variables simultaneously.

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10inch Speaker for Music Bar PRO Audio Sound System$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 0.10inch Professional Karaoke Speaker for Luxury Room, 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%)Samsung 55inch 3X3 Digital Signage Display Screen 3.5mm Narrow Bezel. 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.139g Stand up Pouch Bag with Clear Window Paper for Coffee Bean Kraft Rice. Moreover,Local Anesthetic Cinchocaine CAS85- 79 -0 for Pain Killer, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Professional Sound System 10'' PRO Neodymium Line Array PA Audio System., 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 (Samsung LTI550HN16 1920X1080P monitor LCD video wall), maintenance (Maunfacturing Price Sealed Food Packaging Vacuum Bag), 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,10inch Loudspeaker PA Speaker PRO Audio), and annual cost index of mineral processing equipment.10 " Professional Home Theater Stage Performance Audio Video PA Trolley IR Bluetooth Active Speaker with Multimedia Heavy Bass and Big Power, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,10 Inch Powerful PRO Wood PA Bluetooth Audio Mixer Speaker. Maximum MAER of 13.5% and minimum R2of 0.Single 10 Inch Active Speaker PS10r2 PA System-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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