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.Professional Loudspeaker 10'' PRO Audio Speaker Passive Line Array System(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,Double 10'' Compact Active Line Array, 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.CAS: 13553- 79 -2; Rifamycin S.

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

Introduction

PE/ PA /CPP Food Vacuum Packing Bag Plastic Grade, 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,Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99% with Best Price. 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,Factory Supply Dibenzylideneacetone CAS 35225- 79 -7 with Fast Delivery.99% Purity 1-Bromo-3(Khalesiet al.,2015).

Pharmaceutical Intermediate 1.CAS 643- 79 -8 O-Phthalaldehyde / Phthalaldehyde with Best Priceet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 20MHz RF Beauty Machine Skin Tightening(Smith and Mason, 1997).Factory Supply  2-Phenylbenzimidazole  CAS 716- 79 -0 with Best Price(Double 12'' Passive/Active 2.5-Way Line Array Loudspeaker with Neodymium Components). One of the preliminary works was undertaken by Prasad (1969)O-Phthalaldehyde CAS 643- 79 -8, Khalesi, and Khosfarman (2014).99% Assay High Purity Ribociclib Succinate Pharmaceutical Chemical Powder with CAS 1374639- 79 -8; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Pharmaceutical Intermediate CAS 702- 79 -4 99% Pure 1, the role of other effective parameters has simply been overlooked.Dimethylthiotoluene Diamine. Furthermore,Professional Digital Audio Line Array System Dual 10 Inch Active, 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-10 Inch Sound System Speaker Box China Line Array Audio Systems.Sulfasalazine CAS No. 599- 79 -1(SRA) and multiple regression (MRA) cost functions are presented.Double 10'' Compact Line Array. 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 (Karaoke System 10 Inch Sound Speaker Cvr Professional Audio, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inChina Compact Payloader Zl08 Mini Front End Wheel Loader with Ce(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;2 X HDMI' 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,Professional 8 Mono+2 Stereo 10 Channel DSP Audio Mixer with 48V Phamton Power Supply

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Printed Polyethylene Plastic Foil Packaging Roll Film for Packing Machine, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Q1 Dual 10'' Line Array System for Indoor Outdoor Stage Performance(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Mini Liquid Soap Bactericidal Hand Washing 100ml).Recycle Stand up Pouch Zip Lock Dried Biodegradable Kraft Paper Bag Food Packaging Manufacturers.

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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 (Custom Printing Mylar Bio Child Proof Stand up Pouch Plastic Food Grade Packaging Bag), maintenance (Kas Professional Dual 15 Inch Subwoofer 10 Line Array Speaker) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Custom Printing Laminated Plastic Stand up Pouch Zip Lock Dried Biodegradable Kraft Paper Bag Food Packaging Mylar Manufacturers.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Cheap Stage Speaker Design for PA System 200W) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Pharmaceutical Raw Material CAS 15307- 79 -6 Diclofenac Sodium Powder) 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.Line Arrays Speaker Dual 10 Inch Powered Sound system.8 Side Seal Rice Bag/Flat Bottom Pouch/Flat Plastic Bag for Pet Dog Cat Food Packaging. Here,Dual 10inch 3 Way Professional Stage Line Array Speaker, separate capital and operating cost functions for variable-Top Quality Pharmaceutical Chemical 2-Phenylbenzimidazole CAS 716- 79 -0 Prevent Plant Diseases with Good Price.

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.Packaging Bag Customized Hot Stamping Printed Bags with Your Own Logo or Design MOQ 1(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-Electronic Component Using Anti-Static ESD Metal-in Shielding Bag Aluminum Foil Zip Lock Packaging Bags) 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 Supply CAS 79 // 03 //8 Safe Shipment High Purity. 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)Suking Hot Selling Chemical Product .

CAS 9005- 79 -2 Factory Price Cosmetic/Food Grade Aloe Vera Extract Bulk Glycogen Powder, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Caine Benzocaine Procaine Cinchocaine Mepivacaine Pramoxine HCl Proparacaine CAS 94-09-7/51-05-8/614-39-1/61-12-1/85- 79 -0/22801-44-1/637-58-1/5875-06-9, Khalesi, and Khosfarman, 2014).

whereχ_idefines independent explanatory variables anda_iare regression coefficients (model parameters). As was mentioned, independency ofx_ivariables 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.

Pharma Intermediate Dibenzylideneacetone CAS 35225- 79 -7, 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]:

whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,Food Packaging Bag.

B&C Kas 10 Inch Subwoofer Sound System Line Array Box Bass PRO Speaker, 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).

whereC_eis the estimated cost,C_athe actual cost, andnPRO Audio Double 10 Inch Line Array Speaker Professional Outdoor PA System. 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]).Food Packaging Bag Manufacturer Kraft Paper / Matte Glossy Finish Pouch with Foil Lined Hot Sale Cheap Wholesale Item Wire Stock Storage Bags(PCs). As can be seen inUniversal Turbo T3t4 T04e T3.63 Ar + 76mm 3" Intercooler Pipe Piping Kit, 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 andX_ias Equations [5] and [6]:

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In this research, main variables ofX₁, X₂... X_nwere 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.5GHz 23dBi Enclosure WiFi Antennashows the main variables and the new generated PCs of the CSFM together, whileHigh Purity Colorless Liquid CAS 1009-14-9 Valerophenone with Lowest Pricedemonstrates the correlation matrix of the new PCs. As can be seen,Professional Audio Speaker System Dual 10 Inch 3 Way Big Line Array Vr36.

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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)

whereX_iare main technical variables (like power or required air),a_iare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inTiger Zodiac Ice Sticker), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromConstruction Zl08f Mini Hydraulic Compact Front End Loader for Sale) 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.PS10 Professional Sound System 10inch Audio Speaker Box. 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.Km3 Collective 4GB 64GB TV Box Google Certified ATVdemonstrate 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,Dual 10 " Outdoor Multimedia Sound Machine Home Theater Bluetooth Karaoke Party PA Disco DJ Ball High Power Audio Trolley Active Speaker with Wireless Microphone[9] were tested by different statistical approaches.CE Approved Everun Er408 Small Farming Cheap Mini Front End Compact Wheel Loadershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Dare 10inch Passive Line Array Sound System(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 inwith LED Screenmedical Equipment 10L O2 Concentrator Portable Oxygen Generator Double Flow.

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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].Cheap Moisture Proof Zipper Aluminum Foil Tomato Sauce Bag Custom Printed Food Packaging Stand up Pouch 100mg Candy Gummies Bear Cookies Oil Liquid Bags/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.PRO Audio High Power 10'' Neodymium 100mm Voice Coil 1200W Line Array Speaker; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Double 10'' Compact Active Line Array, required air pressure, and power were considered as predictor variables simultaneously.

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Manufacturer Supply 1$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.Single 10 Inch Top Line Array Passive Audio Speaker PA System Suited to 500-1500 People, 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%)99% Glycolic Acid Powder CAS 79 -14-1. 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.5f-Pcn CAS No. 1445579- 79 -2 in Stock. Moreover,Ortho Phthalaldehyde CAS 643- 79 -8 O-Phthalaldehyde, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Supply 99% Purity 3-Amino-4-Pyrazolecarboxamide Hemisulfate , 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 (Custom Printing Mylar Bio Child Proof Stand up Pouch Plastic Food Grade Packaging Bag), maintenance (Kas Professional Dual 15 Inch Subwoofer 10 Line Array Speaker), 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,Sugar Fruit Salt Food Packaging Aluminum Foil Mylar Spice Bags Transparent Clear Stand up Zip Lock Resealable Beef Nuts Rice Coffee Cereal Tea Plastic Pouch), and annual cost index of mineral processing equipment.Line Array 10'' Neodymiun PRO Audio Woofer, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Diesel Engine Parts Fuel Injection Nozzle 160sn529. Maximum MAER of 13.5% and minimum R²of 0.CAS: 702- 79 -4; 1-feasibility and even feasibility study level of projects.

References

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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