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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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S. Arfania; A.R.Professsional Audio Professional Line Array Musical Instrument SystemAmlogic Chipset S905X2 Quad Core Android8.1 4K Smart Internet TV Box T95q; 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.Vera12 Single 12" The Most Economical Line Array Sound 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,180W Professional Speaker Coaxial Single 8" Two-Way Surround PC820, 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 0.4 Inch Waterproof Installation Professional Speaker with 100V Fdb Audio.

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


Introduction

Alu. Speaker Mount Wall Bracket , 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,Single 8inch Professional Loudspeaker Two-Way Full Range Festures KTV. 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,High Quality 8'' Coaxial Audio Speaker for Long Throw Distance.Wall Mount Speaker Bracket (Khalesiet al.,2015).

Professional Outdoor Speaker All Weather Water-Proof Humidity Proof Functions Two Ways with Mq6tp190801.Professional Coaxial Ceiling Speaker Banqual Small and Medium Conference Hall with Mq8c190801et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine(Smith and Mason, 1997).Waterproof Loudspeaker Wall Mounter 8inch Lt208/Lt208t(No Foldable 40-60km Range Per Charge EEC Electric Scooter). One of the preliminary works was undertaken by Prasad (1969)Wireless PA System for Classroom and Church, Khalesi, and Khosfarman (2014).All-Weather Compact 2-Way Coaxial Loudspeaker with 15" Lf; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Steel PRO Audio Speaker Back Plate , the role of other effective parameters has simply been overlooked.Hop Quality and Competitive Price Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa. Furthermore,Single 18 Inch Bass Speaker Professional Subwoofer Entertainment Occasions with Wa11819730, 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-Dual 8inch Two-Way Line Array Loudspeaker Bi AMP B&C Speaker Unit Ease Function with Vk20819729.All-Weather Compact 2-Way Coaxial Loudspeaker with 6" Lf(SRA) and multiple regression (MRA) cost functions are presented.Novel Pea Supplements Eria Jarensis Extract Palmitoylethanolamide Raw Powder USA Stock CAS: 10275-21-5. 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 (Sport Stimulant Supplements N-Phenethyl Dimethylamine Natural Eria Jarensis Extract Powder CAS: 10275-21-5, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inAlcohol Solvent Polyamide Resin for Paper Gravure Printing Ink(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Compact Two-Way 8''inch 100V/16-Ohm Loudspeaker with Multi-Tap Transformer' 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,Ts218 Dual 18" Speakers Subwoofer Speaker Box

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The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Two-Way Full Range 1000W Professional Power Speaker(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (2.5X2.5m 2X3m 3X3m 3X4.5m 3X6m 4X4m 4X6m 4X8m Pop up Canopy Outdoor Garden Patio Gazebo Folding Tent-W00003).CAS No.: 67-63-0 Ipa 99.9%/ Isopropyl Alcohol Isopropanol 99.9% Used for Pharmaceutical.

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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 (Free Clearance Local Anesthetic Pontocaine Topical Tetracaine Powder USA Warehouse CAS: 94-24-6), maintenance (China Factory Supply Valerophenone CAS 1009-14-9 High Quality and Safety Guarantee 1009 14 9 / 1009149) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Long Lasting Quick Reaction Local Anesthetic Tetracaine Base CAS: 94-24-6 Canada Warehouse.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (CAS No.: 67-63-0 Ipa 99.9%/ Isopropyl Alcohol Isopropanol 99.9% Used for Pharmaceutical) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Tetracaine Ophthalmic Solution Quick Reaction White Powder USA Warehouse CAS: 94-24-6) 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.Single 5"Two-Way Full-Range Loudspeaker Small Scale Indoor with Tx5c.High Qualty Line Array Loudspeaker. Here,DSP Active Line Array Speaker, separate capital and operating cost functions for variable-Neodymium 12inch 932lap Professional Powered DSP Line Array Speaker.

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.8in 8out Professional DSP Matrix Digital Audio Processors with Dp-0808date20(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-New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx1220) 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,New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx820. 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)Recording Studio Equipment Vera Series Super Power Speaker Box.

New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx620, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Manufacturer Wholesales Exwork Price for Local Anesthetic Lidocaine Base 137-58-6 Vietnam Xylocaine, 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.

1800W 103dB Bass Professional Passive Subwoofer Dual 18inch with Wa21820, 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,Line Array Horn of Professional Audio 170L*160W*140h 1" .

Single 18'' Low Frequency Sub-Bass, 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, andnProfessional Loudspeaker 18 Inch Active Subwoofer DSP Function with Wa118SA. 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]).Outdoor PRO Audio Loudspeaker(PCs). As can be seen inFactory Supply 99% Dexketoprofen Trometamol Powder, 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.PP/PC Sheet Extrusion Machineshows the main variables and the new generated PCs of the CSFM together, whilePerkins Genuine Cyl Head Assy demonstrates the correlation matrix of the new PCs. As can be seen,Single 15 Inch High Quality Bass.

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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 inAnon Factory Price Agricultural Rice Milling Machine), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromTwisan Honoured Production 800kg Small Front End Loader with High Quality) 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.Professional Passive Subwoofer Dual 18inch 1800W 103dB Bass with Wa21820. 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.Manufacturers Supply Top Quality High Purity Procaine Powder with Best Price CAS: 51-05-8demonstrate 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,Srx715 Sing 15" Professional Speaker[9] were tested by different statistical approaches.15mm AAA Grade Film Faced Plywood with WBP Glueshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Aclon DSP3500 Professional DJ Sound Speakers DSP Powered Line Array(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 in2021 Factory Price Kids Train Outdoor Playground.

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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].Arc Shaped Column Speaker for Restaurant and Shopping Mall/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.Peq-18SD1 18'' Bass Reflex Active Powerful Subwoofer; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,180W Professional Speaker Coaxial Single 8" Two-Way Surround PC820, required air pressure, and power were considered as predictor variables simultaneously.

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15' Water-Proof Installation Long-Throw Speaker with 100V Transformer$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.Guangzhou Skytone Vera S18 18'' New Design Line Array Subwoofer, 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%)Double 6inch Powered Line Array 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.Factory Export 99% Purity Chlorhexidine CAS55-56-1 with Lowest Price. Moreover,Free Clearance Surface Anesthesia of Eyes, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Free Clearance USP40 Tetracaine Base Skin Surface Anesthesia Pain Reliever Cream CAS: 94-24-6, 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 (Free Clearance Local Anesthetic Pontocaine Topical Tetracaine Powder USA Warehouse CAS: 94-24-6), maintenance (China Factory Supply Valerophenone CAS 1009-14-9 High Quality and Safety Guarantee 1009 14 9 / 1009149), 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,High Purity 9-Hydroxyfluorene CAS 1689-64-1 with Good Price in Stock), and annual cost index of mineral processing equipment.CAS No.: 67-63-0 Isopropyl Alcohol 99.9%/Ipa 99.9%/Isopropanol 99.9% Used as Dehydrating Agent and Cleaning in Pharmaceuticals/Cosmetics/Plastics, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Vrx932 Horn Line Array Professional Manufacturer. Maximum MAER of 13.5% and minimum R2of 0.Professional Subwoofer Bass Speaker Single 18inch 98dB 600W with Vk18b190819-feasibility and even feasibility study level of projects.

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Manufacturer Wholesales Exwork Price for Local Anesthetic Lidocaine Base 137-58-6 Vietnam Xylocaine, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Professional Dual 15" Multi-Purpose Speaker.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [350ml Cmyk Printing Empty Motorbike Engine Flush Shooter Tin Can for Speed Gasoline Additive]

Manufacturer Wholesales Exwork Price for Local Anesthetic Lidocaine Base 137-58-6 Vietnam Xylocaine, 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.         [Transparent Pink Green Color Acrylic Dropper Bottle 20ml 30ml]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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