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Metal Packing Chemical Round Tin CanCost modelling for flotation machines

S. Arfania; A.R.Wholesale Price Professional PA PRO Audio Sound System Loudspeaker4000W/5000W off Grid Tied Solar Power System; 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.Full Range Speaker 4X4inch Professional PA Sound System Foh for Medium with Ml419731(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,Music PA Speaker Double 12 Inch Full Range, 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.PA Column Speaker Empty Alu. Cabinet 4.5" .

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

Introduction

PRO Audio Speaker 12 Inch Sub PA Passive Speakers, 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,PA Speaker Steel Back Plate . 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,Professional Speaker Power Line-Array Actives Stage Loudspeaker PA System with Vs12.Line Array with Aluminum Rigging Parts for PA Speaker (Khalesiet al.,2015).

Outdoor Big Power Karaoke Trolley Loud PA Speaker.20dB Gain DJ Mixing Console with MP3 Input et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Free Sample Veterinary Drugs Xylazine Hydrochloride Powder CAS: 23076-35-9 USA Warehouse(Smith and Mason, 1997).PA System LED Light Trolley Tws Woofer Speaker Party Audio(Tetracaine HCl CAS136-47-0). One of the preliminary works was undertaken by Prasad (1969)Dual 12 Inch Fiver Drivers Passive/Active Line Array PRO Audio System, Khalesi, and Khosfarman (2014).50W 8" Portable Polywood Cabinet Trolley Speaker with 2 UHF Mics; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,High Quality Professional OEM / ODM Manufacturer PA Systems 8" Speakers, the role of other effective parameters has simply been overlooked.K2 Line Array Rigging Horn Metal Grill Waveguide Flare Sets . Furthermore,12 Inch Karaoke Bar KTV Speaker Professional PA Passive Stage, 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-Proxima Entertainment S-320 Speaker.Karaoke Voice Reduction Professional Audio Converter Proaudio (SRA) and multiple regression (MRA) cost functions are presented.Sp215 Sound Prince Style Speaker Acoustic. 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 (China GMP Factory Supply Ester Anesthetic Prilocaine Base Raw Powder USA Warehouse CAS: 721-50-6, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inProfessional Audio PA Subwoofer Component Speakers Bocinas(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Cheap 500W Professional Audio Speakers Dual 15 Inch 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,Horn Speaker L-Acoustics Kudo Line Array+ PA System Array Box

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Levamisole Hydrochloride CAS 16595-80-5 in Stock, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Fast Shipping to Australia Quality 1.4 Butanediol Bdo 110-63-4(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Grain Collection Pneumatic Accessories Manufacturers).Wireless Professional Rechargeable Portable DJ Karaoke Sound Box Trolley Bluetooth PA Speaker with ED-606.

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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 (2.4GHz Wireless Ceiling Speaker PA System), maintenance (OEM ODM Public DJ PA Wooden Speaker) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Double 12" Line Array Speaker.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Feiyang 2X6" Private Battery Bluetooth Speaker Fg206-01) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (PA Speaker with Single-Point Angles Regulator ) 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.12 Inch Stage Subwoofer Home Theater/DJ Sub PRO Audio.Peq-12A-Active PA Speaker with Class-Ab Mono Amplifier Bluetooth. Here,Mexico Warehouse Free Sample Intermediate 103-63-9/96-48-O/1009-14-9/49851-31-2/79099-07-3/125541-22-2, separate capital and operating cost functions for variable-CAS No.: 67-63-0 Top Quality Dehydrating Agent Ipa 99.9%/ Isopropyl Alcohol Isopropanol 99.9%.

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 Purity Colorless Liquid CAS 1009-14-9 Valerophenone with Lowest Price(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-Pharmaceutical Intermediate Bulk Price N- ) 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,Cinnamaldehyde CAS 104-55-2 Cinnamic Aldehyde Factory Supply. 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)Einecs No. 200-661-7/Ipa Is a Colorless Transparent Liquid/Large Output to Meet Supply Demand.

Veterinary Medicine Levamisole Hydrochloride CAS 16595-80-5 HCl, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Speaker System High Power H3, 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.

CAS No.: 67-63-0 Colorless Transparent Liquid Isopropyl Alcohol 99.9% Used as Raw Materals in Pharmaceutical, 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,Ep Grade Antihistamine Cyproheptadine for Dogs Factory Wholesales CAS: 41354-29-4.

500W Powered Speaker Professional Sound Line Array System , 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, andnProxima Entertainment Z-450 Digtal Speaker. 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]).Professional Stage Bass Sound System 15 Inch Subwoofer Speaker Ls500(PCs). As can be seen inAdult Electric Motorcycle with Lithium Battery China, 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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Professional Public Address Mini Onwall Line Array Speaker ,Q1--Dual10 Inch Line Array Speaker(CSFM) is presented here as an example.Portable Mini Laser Marker 20W 30W 50W Fiber Marking Machine Qr Code Vin Engravingillustrates 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.PA PRO Audio Stage 8 Ohm Speaker 12 Inch Neodymium Woofer 500W 2622HPL Loudspeakershows the main variables and the new generated PCs of the CSFM together, while18L Square Metal Tin Cans with Handle and Lid for Oildemonstrates the correlation matrix of the new PCs. As can be seen,12inches PA Speaker Audio Component.

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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 inMatte Black Metallic Bubble Mailers Wrap Poly Mailing Bag Padded Envelopes Plastic Cushion Bags Customezed Logo & Size), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromWLAN/WiFi 2X2 Mimo Airx Engine) 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.Portable Black Floor Tripod Speaker Stand Adjustable for 12 Inch PA. 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.5GHz 18dBi Dual Polarized Enclosure Antenna demonstrate 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,Power Amplifiers PA Speaker System Amplifier 1000 Watt[9] were tested by different statistical approaches.Plastic Products Pellets Raw Granulesanti-Static Material Yellow Antistatic Masterbatch Customized Home Applianceshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Wholesales Organic Intermediate 1(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 inFastener/Screw/Bolt/Nut/Rivet Low Carbon Steel Wire.

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Cost model for variable-Audio J812 Loudsspeaker Line Array PA System Speaker Plan Three Way Dual 12 Inches PRO Sell

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].Live/Installed Sound System PRO Speaker Box /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.Outdoor Double 6" Full Range Speakers 12" Active Subwoofer Professional Audiomini Live Bands System for Musician PA; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Music PA Speaker Double 12 Inch Full Range, required air pressure, and power were considered as predictor variables simultaneously.

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Professional Multifunction Active Stage Speaker Wood Bt with Laser Lights$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.L-812 Dual 12-Inch 2-Way 4-Unit Full Frequency Line Array Speaker, 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%)100% Safe Arriving Australia GB-B L 1.4 Butanediol Bdo 110-63-4. 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.High Purity Levamisole Manufacturer CAS 14769-73-4 with Best Price. Moreover,Free Sample Organic Chemicals 1, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (High Quality Phena, 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 (2.4GHz Wireless Ceiling Speaker PA System), maintenance (OEM ODM Public DJ PA Wooden 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,Manufacturer Supply Raw Material Levamisole Powder CAS 14769-73-4), and annual cost index of mineral processing equipment.18" Fane Style Aluminum Speaker Frame, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,18" Die Cast P-Auido Style Aluminum Frame. Maximum MAER of 13.5% and minimum R²of 0.Professional Stage Active Line Array Speaker with DSP-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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