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S. Arfania; A.R.Professional Audio Signal 12" Two-Way Full-Range Speakers PA System with Tq1210 " Plywood Professional DSP Active Speaker ; 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.DJ Stage PRO Audio Indoor Club 15" Line Array Loudspeaker(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,15'' Waterproof Subwoofer with High Spl Use Indoor and Outdoor, 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.USP Level Isopropyl Alcohol 99.9%.

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

Introduction

Stadium Banquet Hall Theater PRO Audio PA Speaker Line Array 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,Benzyl Benzoate Bb 99.95% Bp/USP Grade CAS: 120-51-4. 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 Quality and Best Price for Isopropyl Alcohol 99.9%.Bp Grade Benzyl Benzoate 99% Min(Khalesiet al.,2015).

Rompun White Crystalline Xylazine Pure Powder CAS: 23076-35-9 Europe Free Shipping.White Crystalline Powder Tiletamine HCl Bulk Price 14176-50-2 USA Veterinary Anestheticet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Act MP 48 ECU Switch/Act 2568d Switch(Smith and Mason, 1997).Mule Deer Tranquilizer First Choice Tiletamine HCl Injection Free Sample 14176-50-2(0-20dB 75 Ohm CATV Variable Adjustable Attenuator Equalizer). One of the preliminary works was undertaken by Prasad (1969)High Purity Ethylamine HCl, Khalesi, and Khosfarman (2014).Steel Circle for PA Speaker Parts 16*3h ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,PA Speaker Cabinet Accessories , the role of other effective parameters has simply been overlooked.Professional Audio Loudspeaker PA Stage Active Line Array. Furthermore,PA Speaker Accessories and Parts , 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-PA System with Rigging Shackle Hardware Parts M25 .New Design Column Speaker 20PCS Driver Unit Professional Coaxial PA System with L16-Ci(SRA) and multiple regression (MRA) cost functions are presented.Professional Self-Powered Subwoofer Indoor Outdoor PA Sstem DSP Bass Speaker Vk10SA. 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 (Power Column Speaker PA System, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inBloom Tech Chemical Reagent (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Speaker Wall Mounting Bracket ' 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 White Crystalline Powder Procaine South America Warehouse CAS: 51-05-8 Larocaine

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,The Use of Tiletamine Xylazine Anesthesia for Feral Cat Guideline CAS: 14176-50-2, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Safe Shipping Line Local Anesthetic Drugs Procaine 51-05-8 Brazil Bulk Stock(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Drop Shipping No MOQ Popular Customized Acrylic Treble Clef Neon LED Advertising Sign for Music).67-63-0 Pharmaceutical Intermediates Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa.

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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 (2-Phenylbenzimidazole Sulfonic Acid for Exogenous Biological Compounds), maintenance (Battery-Powered PA Multimedia USB Radio Speaker Outdoor Use) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Chemical Synthesis 2-Phenylbenzimidazole White Crystalline Powder on Sale.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Active Compact Column PA Speaker Powered Loudspeaker Point Source) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (PA Speaker Sound System Dual 8'' Two-Way 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.Wall Amplifier Bluetooth Home Theater Amplifiers Mini with 6'' in Ceiling Speaker Audio Amplificador AMP Bgm Bacground Music Host Wireless Remote Control.12"Neodymium Loudspeaker for Line Array Speakers or PA in Professional Audio Equipments. Here,PRO Audio with Tweeter Horn for Line Array , separate capital and operating cost functions for variable-Manufacturers Supply Top Quality Larocaine Powder with Best Price CAS: 94-15-5.

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.Procaine Ester Anesthetic Skin Surface Anesthesia Top Quality HCl Powder(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-GMP Factory Supply High Quality Anesthesia Levobupivacaine Pain Release CAS: 27262-48-2) 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,Professional Audio Loudspeaker Vt312 Dual 12 Inch Stadium PA 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)Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa for Dehydrating Agent and Cleaning 67-63-0.

Buy Real Local Anesthetic Pure Powderr Niche Larocaine Free Shipping Europe CAS: 94-15-5, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (High Purity Local Anesthetic Larocaine Powder CAS: 94-15-5 UK Hot Sales, 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.

Safe Delivery High Purity Raw Materials Larocaine USP 42 South American Warehouse, 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,Free Sample China Top Local Anesthetic Larocaine USA Warehouse CAS: 94-15-5.

Speaker Wall Mount Bracket for PRO Audio Steel 134.8L*90W*160h , 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, andnHigh Purity Pain Release Powder Larocaine CAS: 94-15-5 UK Free Shipping Hot Sales. 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]).New Design Source Column Speaker 6X6.5inch B&C Imported Driver Unit PA Line Array Subwoofer with Novi(PCs). As can be seen inBike Hidden Folding Mountain Ebike Suspension Bicycle, 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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PA System Single 18" Sub Bass Speaker Low Pitch Subwoofer with Wa118,Home Theater PA PRO Audio Speaker(CSFM) is presented here as an example.E320L/B/C/D Boom Cyl Seal Kit Excavator Oil Kitsillustrates 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.100% Safe Arriving Australia GB-B L 1.4 Butanediol Bdo 110-63-4shows the main variables and the new generated PCs of the CSFM together, whileMotorcycle Parts Speed Cable for Gy6 -150demonstrates the correlation matrix of the new PCs. As can be seen,PA Speaker Dual 8 Inch PRO Audio Professional Line Array 18inch Passive/Active Powered Subwoofer.

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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 in2014 Outdoor Multicolor Baseball Bat), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromPowder Metallurgy Hot Press Sintering Furnace) 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.Three-Way Large Touring Performance Line Array System PA Speaker. 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.HPM128 High stability Explosion-proof Pressure Transmittedemonstrate 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,Manufacturers Supply Top Quality High Purity Bupivacaine Powder with Best Price CAS: 14252-80-3[9] were tested by different statistical approaches.866 5kw on Grid Solar System with Power Inverter for Homeshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Professional Audio Signal 8" Two-Way Full-Range Speakers PA System with Tq8(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 inChina Al-Kll Fashionable Electric Bicycle with Pedal.

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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 Quality Safe Delivery 1/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.Cheap Price Speaker Wall Mount Bracket ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,15'' Waterproof Subwoofer with High Spl Use Indoor and Outdoor, required air pressure, and power were considered as predictor variables simultaneously.

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Manufacturers Supply $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.High Quality Veterinary Grade USP Furaltadone HCl/ Hydrochloride, 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 Lidocaine Hydrochloride / HCl CAS 73-78-9. 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.Steel Wall Bracket for Speaker with Quick Release Pin . Moreover,Manufacturers Supply Top Quality High Purity Procaine Powder with Best Price CAS: 51-05-8, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (CAS No.: 67-63-0 Senior Quality Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa, 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 (2-Phenylbenzimidazole Sulfonic Acid for Exogenous Biological Compounds), maintenance (Battery-Powered PA Multimedia USB Radio Speaker Outdoor Use), 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,99% Pure Powder Novocaine Procaine Factory Bulk Stock CAS: 51-05-8 Europe Free Sample), and annual cost index of mineral processing equipment.Free Sample Local Anesthetic Novocaine Painkiller Cream Solution Procaine CAS: 51-05-8, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Pain Release Best Oral Capsules Procaine Pure Raw Materials Novocaine CAS: 51-05-8. Maximum MAER of 13.5% and minimum R²of 0.Tetracaine HCl CAS136-47-0-feasibility and even feasibility study level of projects.

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High Purity Local Anesthetic Larocaine Powder CAS: 94-15-5 UK Hot Sales, Ar., Lashgari, A., Fouladgar, M.M., and Skibniewski, M.J. 2012. Estimating capital and operational costs of backhoe shovels.Journal of Civil Engineering and Management,vol. 18, no. 3. pp 378-385.         [Wholesale OEM Private Label 8ml UV Gel Polish]

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USBM. 1987.CAS No.: 67-63-0 Colorless Transparent Liquid Isopropyl Alcohol 99.9% / Isopropanol,Food Grade L Selenomethionine Powder/L-Selenomethionine-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [Brand New Industrial UK Engine 1206D-E70ttag2 200kw/250kVA Standby Power Electric Diesel Genset Generator]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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