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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.Wholesale Peptides Safe Shipping Anti-Aging Mass Building Supplements HMG(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,P-Toluenesulfinic Acid Sodium Salt Hydrate , 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.Bloom Tech Chemical Reagent Bis .

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

Introduction

Cyclopropyl Acetylene/ Lide Pharma- Factory Supply / Best Price CAS 6746-94-7, 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,CAS: 13463-67-7 Titanium Dioxide Powder. 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,Nutrition Food Grade Dl-Pyroglutamic Acid Pure L-Pyroglutamic.Factory Supply 99% Dexketoprofen Trometamol Powder(Khalesiet al.,2015).

10W Wall Mount Speaker with Transformer 8 Ohm 100V Bluetooth .Karaoke Wireless Portable Bluetooth PA Trolley Speaker Boxet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 99% High Purity Bupivacaine Anesthetic Powder Factory Price CAS: 14252-80-3(Smith and Mason, 1997).Feiyang New Hot Selling Trolley Speaker Fg210-06(316L Ceramic Pressure Transducer for Health Care Industry). One of the preliminary works was undertaken by Prasad (1969)V-Sub 18" PA Audio Cardioid Subwoofer Speaker for Home Theater, Khalesi, and Khosfarman (2014).PRO Audio PA System Digital Mixer; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Food Grade L-Arginine with Best Price, the role of other effective parameters has simply been overlooked.J8 Dual 12'' Line Array PA Speaker Professional Stage Audio System. Furthermore,10 " 12"15"18" PA Speakers Loudspeaker Cabinet/Enclosure, 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-Wild Bee Venom Extract Melittin 99% Powder for Skin Care.Supply High Quality Glycolic Acid Powder for Skin Whiting CAS 79 -14-1(SRA) and multiple regression (MRA) cost functions are presented.Retinoic Acid CAS 302- 79 -4 in Stock. 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 (Plastic Clear White Stand-up Drinking Liquid Spout Food Packaging Bag, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in300cc Triciclo Con Cabina(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;ISO Certified 100% Natural L-Arginine Powder' 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,KTV 10 Inch Speaker Box with Good Sound

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,10 Inch Powered Line Array Speaker Active, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Hot Sale Model V20 Dual 10 Inch Three-Way Audio Small Line Array Speaker(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Log Peeling Machine to Make Round Wood Milling).Dual 10 Inch Line Aray Powered Active Sound System.

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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 (60W 10 " Portable HP5 Series Trolley Speaker with 2 UHF Mics), maintenance (Manufacturer Supply 1) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Dual 10inch PA Audio Line Array Speaker Box System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Dual 10 " 600W Line Array PA Professional Speaker ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (10 " Dia Cast Aluminum Professional Subwoofer Basket) 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.Food Packaging Vacuum Pouch.Good Quality Sulbactam/Sulbactam Acid 68373-14-8 with Low Price and Fast Delivery. Here,L-Arginine 99%, separate capital and operating cost functions for variable-China Factory Price CAS 702- 79 -4 1.

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.CPP High Temperature Vacuum Retort Pouch(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-Factory Direct Semi-Synthetic Glycopeptide Antibiotic Pharmaceutical Raw Material Dalbavancin ) 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,High Temperature 3 Side Seal Retort Pouch for Corn. 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)R-3-Amino-1-N-Boc-Piperidine.

ISO Certified 100% Natural L-Arginine Powder, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Mylar Barrier Exit Waterproof Cr Bag, 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.

Stand-up Ziplock Dried Food Packaging Vacuum Plastic Container, 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,High Quality Laminated Food Grade Roll Film.

D&B Style Dual 10 Inch Compact Line Array , 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, andnSafety Shape Bag /Food Packaging Contact Plastic Container for Resealable. 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]).Custom Plastic Coffee Flat Bottom Food Packaging with Ziplock Container(PCs). As can be seen inYn725g Yineng Mini Front End Loader, 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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Matte Black Food Packaging Stand-up Pouch Aluminum Foil Bag,Snsck Food Bag Fried Flat Bottom Box Pouch with Zipper(CSFM) is presented here as an example.Motorcycle Parts High Quality Cam illustrates 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.Anti-Wrinkle and Aging Chemical Raw Materialsshows the main variables and the new generated PCs of the CSFM together, whileDehydrating Agent / CAS No.: 67-63-0 Isopropyl Alcohol Ipademonstrates the correlation matrix of the new PCs. As can be seen,Dual 10 " Compact Speaker Line Array .

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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 inCheapest Rates International Logistics Agent Sea Shipping Ocean Freight to Amazon Fba USA Canada Europe), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromNewest Hot Sell Guitar Machine Head Tuner) 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.Lf Drivers 10 Inches 50-4000 Response Martin Audio Speaker Pw1026-64. 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.Portable 15inch PA Speaker F15+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,Dual 10 Inch Line Array Speaker for Theater [9] were tested by different statistical approaches.Double 12'' Line Array Audioshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Lf Driver 10 Inches 64mm Glass Fiber Coil Professional Speaker (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 inPneumatic.

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Cost model for variable-Dual 10 Inch Line Array for Church

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].15 Inch/12 Inch/ 10 Inch/8 Inch Full Range 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.10'' Inch Ferrite Woofer; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,P-Toluenesulfinic Acid Sodium Salt Hydrate , required air pressure, and power were considered as predictor variables simultaneously.

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D&B Style Dual 10 " Compact Line Array $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.New Tw Audio Vera36 Dual 10 " Line Array Speaker System, 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%)Professional Line Array Vtx V20 Dual 10 Inch Three Way 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.Dual 10 " Compact Professional Line Array . Moreover,Custom Kraft Paper Flexible Food Packaging Flat Bottom Bag-100gr, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Custom Water Proof Child Resistant Food Grade Plastic Aluminum Laminated Stand up Container Bag, 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 (60W 10 " Portable HP5 Series Trolley Speaker with 2 UHF Mics), maintenance (Manufacturer Supply 1), 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,Hot Sale Vacuum Bag Nylon Material for Agricultural Products), and annual cost index of mineral processing equipment.Buy 99% Retinoic Acid Powder Vitamin a Tretinoin Retinol for Cosmetic, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Bio-Degradable Brown Kraft Food Packaging Bag. Maximum MAER of 13.5% and minimum R²of 0.Child Resistant Waterproof Plastic Bag with Zipper-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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