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.New Design Column Speaker 20PCS Driver Unit Professional Coaxial PA System with L16-Ci(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,Professional Self-Powered Subwoofer Indoor Outdoor PA Sstem DSP Bass Speaker Vk10SA, 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.Power Column Speaker PA System.

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

Introduction

Speaker Wall Mounting 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 18'' High Power Speaker Subwoofer. 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,Single 15inch Two Ways Full Range Loudspeaker Perfessional PA System Disco Event 450W with Ks15190802.99% High Purity Tiletamine Xylazine Veterinary Anesthetic CAS: 14176-50-2 HCl(Khalesiet al.,2015).

Chinese Top Veterinary Anesthesia Injection Solution Xylazine Hydrochloride Wholesales CAS: 23076-35-9.Free Sample White Crystalline Powder Procaine South America Warehouse CAS: 51-05-8 Larocaineet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for High Power Horn Speaker H3(Smith and Mason, 1997).The Use of Tiletamine Xylazine Anesthesia for Feral Cat Guideline CAS: 14176-50-2(Go Kart ). One of the preliminary works was undertaken by Prasad (1969)Safe Shipping Line Local Anesthetic Drugs Procaine 51-05-8 Brazil Bulk Stock, Khalesi, and Khosfarman (2014).67-63-0 Pharmaceutical Intermediates Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,2-Phenylbenzimidazole Sulfonic Acid for Exogenous Biological Compounds, the role of other effective parameters has simply been overlooked.Battery-Powered PA Multimedia USB Radio Speaker Outdoor Use. Furthermore,Chemical Synthesis 2-Phenylbenzimidazole White Crystalline Powder on Sale, 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-Active Compact Column PA Speaker Powered Loudspeaker Point Source.PA Speaker Sound System Dual 8'' Two-Way Line Array(SRA) and multiple regression (MRA) cost functions are presented.Wall Amplifier Bluetooth Home Theater Amplifiers Mini with 6'' in Ceiling Speaker Audio Amplificador AMP Bgm Bacground Music Host Wireless Remote Control. 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 (12"Neodymium Loudspeaker for Line Array Speakers or PA in Professional Audio Equipments, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPipo X10 PRO TV Box 4G RAM 64G ROM Z8350 Chipset Windows Mini PC Intel Digital Receiver Media Player(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;PRO Audio with Tweeter Horn for Line Array ' names:

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►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Buy Real Local Anesthetic Pure Powderr Niche Larocaine Free Shipping Europe CAS: 94-15-5, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),High Purity Local Anesthetic Larocaine Powder CAS: 94-15-5 UK Hot Sales(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Waterless Bulk Hand Sanitizer 500ml 75% Alcohol Instant Gel 99% of Sterilization).Safe Delivery High Purity Raw Materials Larocaine USP 42 South American Warehouse.

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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 Sample China Top Local Anesthetic Larocaine USA Warehouse CAS: 94-15-5), maintenance (Speaker Wall Mount Bracket for PRO Audio Steel 134.8L*90W*160h ) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,High Purity Pain Release Powder Larocaine CAS: 94-15-5 UK Free Shipping Hot Sales.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (New Design Source Column Speaker 6X6.5inch B&C Imported Driver Unit PA Line Array Subwoofer with Novi) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (New Professional Coaxial Line Array Column Speaker 20PCS Driver Unit PA System with L16-Ci) 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.PA System Single 18" Sub Bass Speaker Low Pitch Subwoofer with Wa118.Home Theater PA PRO Audio Speaker. Here,PA Speaker Dual 8 Inch PRO Audio Professional Line Array 18inch Passive/Active Powered Subwoofer, separate capital and operating cost functions for variable-Professional Audio Kara 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.Three-Way Large Touring Performance Line Array System PA Speaker(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-Manufacturers Supply Top Quality High Purity Bupivacaine Powder with Best Price CAS: 14252-80-3) 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 Signal 8" Two-Way Full-Range Speakers PA System with Tq8. 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)Fdb Audio Double 6 Inch Line Array Speaker Professional Outdoor PA System.

Best Quality Safe Delivery 1, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Cheap Price Speaker Wall Mount Bracket , 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.

Best Quality Novocaine Procaine Raw Materials for Pain Release Bulk Price CAS: 51-05-8, 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,Buy Prilocaine Hydrochloride Local Anesthetic Powder Factory Wholesales Price CAS: 1786-81-8.

Manufacturers Supply , 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 Quality Veterinary Grade USP Furaltadone HCl/ Hydrochloride. 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]).High Quality Lidocaine Hydrochloride / HCl CAS 73-78-9(PCs). As can be seen inHigh Quality Electric Scooter Factory, 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.Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scannershows the main variables and the new generated PCs of the CSFM together, while55% Rubber Content Tyre High Performance Diagonal Motorcycle Tires 200/55- 17demonstrates the correlation matrix of the new PCs. As can be seen,99% Pure Powder Novocaine Procaine Factory Bulk Stock CAS: 51-05-8 Europe Free Sample.

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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 inRigging Hardware Australia Type Malleable Wire Rope Clip), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromIndustry Saveing Box ) 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.Pain Release Best Oral Capsules Procaine Pure Raw Materials Novocaine CAS: 51-05-8. 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.2.4G 5.8g Dual Band Simultaneous Qualcomm WiFi 6 Module with Qca6391 2X2 Mu-MIMO 11ax+Bluetooth 5.1demonstrate results for the machines modelled in this research.

Multiple regression results

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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].Benzocaine CAS 94-09-7 Tetracaine HCl Lidocaine Sell 136-47-0/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.Melamine Molding Powder for Making Tableware Dishware China; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Professional Self-Powered Subwoofer Indoor Outdoor PA Sstem DSP Bass Speaker Vk10SA, required air pressure, and power were considered as predictor variables simultaneously.

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Chinese Lidocaine Hydrochloride CAS 73-78-9 HCl$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.Professional Speaker with Hanging Hardware Parts Horizontal , 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%)PA Power DJ Audio 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.PA PRO Audio Stage 8 Ohm Speaker 12 Inch Neodymium Woofer 500W 2622HPL Loudspeaker. Moreover,Professional Two-Way Speaker 4X6.5inch 100dB 600W Line Array PA Audio System with L7, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (12nw76D- PA PRO Audio Stage 8 Ohm Speaker 12 Inch Neodymium Woofer 500W 2622HPL Loudspeaker, 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 Sample China Top Local Anesthetic Larocaine USA Warehouse CAS: 94-15-5), maintenance (Speaker Wall Mount Bracket for PRO Audio Steel 134.8L*90W*160h ), 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,Double 12" 3-Way Line Array PA Speaker), and annual cost index of mineral processing equipment.Self-Powered Active Bass Speaker Professional Subwoofer Single 18inch PA Audio System 800W Vs18s20, and over- extrapolation could result in misguiding estimates.

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References

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Mular, A.L. 1982.120W 12" Portable Polywood Cabinet Trolley Speaker with 2 UHF Mics.Powersoft Professional Line Array Active Subwoofer Column System DSP PRO Audio Speaker PA Ml15SA.Single 15 Inch PA Full Sound Systems Professional PRO Speaker, Montreal. 265 pp.         [Supply High Purity Oxalyl Chloride CAS: 79 -37-8]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.Cheap Price PA Speaker of Line Array Rigging 8 Inch .Professional Self-Powered Subwoofer DSP Function Indoor Outdoor PA System Bass Speaker with Vk10SA19729.Single 15 Inch PA Full Sound Systems Professional PRO Speaker, Montreal. 319 pp.         [Ceftriaxone Sodium 99% API CAS 104376- 79 -6 for Injection Grade]

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Pascoe, R.D. 1992. Capital and operating costs of minerals engineering plants:Full Range Portable Multi-Fuction Speaker Box .Minerals Engineering,vol. 5, no. 8. pp. 883-893.         [150cc/200cc/250cc / 300cc Three Wheel Cargo Motorcycle /Tricycle]

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USBM. 1987.Active Monitor Speaker Professional PA System Aptaudio Compression Technology with Mq250190801,Remote Control Coaxial Ceiling Speaker Professinoal PA System Power 220W with Mq8CD190801-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [Electric Winch High Speed Quality 5 Ton]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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