GENERAL PAPERS

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S. Arfania; A.R.High Quality Chemical Product 4- Natural Horizontal Bamboo Veneer for Panel Board; 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.Bluetooth Speaker Indoor Outdoor Party Sound 10 Inch Active Arrray 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,Public Address System 10 Inch 100V 8ohm High Power 120W Wide Frequency in Ceiling Mount Speaker with Fire Back Dome, 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.Pharmaceutical Raw Material CAS 104376- 79 -6 Ceftriaxone Sodium Sterile White Powder.

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

Introduction

Dual 10inch Powerful Line Array Speaker Ds210, 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,Hot Sale Free Sample CAS 302- 79 -4 Retinoic Acid with Best Quality. 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,Dual 10 Inch Top and Double 15 Bass Portable Multi-Functional Line Array Speaker System.Cheap Price PRO Sound Professional Audio 10 Inch Speakers 200W(Khalesiet al.,2015).

Vitamin a Acid/ Tretinoin CAS: 302- 79 -4 for Skin Disease with Fast Delivery.Cold&Heat Seal Plastic Film Roll Chocolate Bar Food Cookies Packaging Bag Frosted Zipper Container Made Craft Drawstring Low MOQ Printinget al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Vitamin a Acid/ Tretinoin CAS: 302- 79 -4 for Skin Disease with Fast Delivery(Smith and Mason, 1997).New Design Beyma Driver Imported Spanish Professional Curve Line Array Speaker Two-Way Bi-AMP Dual 10 Inch110W 500W Ease Technology with Vk210(Coaxial Speaker TD10). One of the preliminary works was undertaken by Prasad (1969)10 Inch Coaxial Speaker Professional Driver 250wrms " Subwoofer, Khalesi, and Khosfarman (2014).Aicrowe L- ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Diase PRO Audio Dual 10inch Professional Line Array 700W, the role of other effective parameters has simply been overlooked.PS10 High Power 10 Inch Monitor PA Speaker for Live Performance. Furthermore,Mylar Food Grade Moisture Proof Tea Foil Lined Packaging Stand up Bag Thin Kraft Paper Bags for Packing Coffee Snack Pouches, 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-Food Grade Vitamin a Palmitate Powder CAS 79 -81-2.Biocar Multifunctional 2-Phenylbenzimidazole CAS 716- 79 -0 C13h10n2 with CE Certificate(SRA) and multiple regression (MRA) cost functions are presented.Local Anesthetics Dibucaine Pharma Raw Powder CAS 85- 79 -0. 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 (10AA50-1 RMS 200 Watts 10 Inch Full Range Woofer with, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inQuality Certified Product Ethyl 2-Phenylacetoacetate CAS: 5413-05-8 BMK Powder(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;High Quality 98% Acrylamid Powder CAS 79 -06 1' 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,10 -50W 6.5 Inch PA Sound Ceiling Speaker

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

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Dual 10 Inch Indoor and Outdoor Stage Passive/Active Speaker(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Custom Metal Crafts Nurse/Cross/Flag/Cartoon/Flower/Anniversary/Celebration/Poppy/Police/Enamel Military Army Tin Button Souvenir Gold Lapel Badge Pins).Custom Plastic Food Contact Packaging Bags.

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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 (Dual 10 Inch 600W High-End Stage Line Array PRO Audio), maintenance (Plastic Smell Proof Custom Printed Ziplock Stand up Weed Mylar Bags with Window Hemp Packing Bag 3 Side Heat Sealed Laminated Foil Container for Coconut Sugar) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Child Resistant Stand up Exit Bag.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Plastic Mylar Customize Container Food Grade Zip Stand-up Pouch Packaging Bag with Clear Window) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Single 10 Inches Passive/Active Full-Range Professional Loudspeaker) 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.Custom Zip Bag Plastic Stand-up Pouch Sweet Child Proof.Combo Speaker Professional Loudspeaker /Doule 10'' Line Array System. Here,PRO Audio Speaker Dual 10 Inch Professional DSP Active Line Array, separate capital and operating cost functions for variable-10 " Professional Stage Performance Audio PA Trolley Wireless Bluetooth Active 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.Single 10 Inch 2 Way Mini Portable Line Array 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-China Factory Supply CAS 79 -03-8 Propionyl Chloride with Best Quality) 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,Pharmaceutical Chemical 1-Hydroxypyrene CAS 5315- 79 -7. 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)Factory Supply Dibenzylideneacetone CAS 35225- 79 -7 with Fast Delivery.

Polymer Science 2-Phenylbenzimidazole CAS 16- 79 -0, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (High Quality Custom Printed Pet Food Packaging Bags, 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.

Clothes /Cosmetics Plastic Packaging PP Bags PEVA/OPP/ CPE/ Pvf Shoes Shirt Storage Stock Self Heat Sealing, 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,Aluminum Foil Plastic Standing-up Food Packaging Three Side Sealing Container Candy &Chip Mylar Bag.

Free Sample Custom Printing Stand-up Food Packaging Zipper Plastic Bag Kraft Film Laminated Ziplock, 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, andnAmino Acid L-Arginine 99% CAS 74- 79 -3. 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]).Kraft Paper Bag /Stand-up Food-Packaging-Bag for Dry Food/Mylar Aluminum Foil Laminated Bio High Quality Plastic Food Packaging Hemp(PCs). As can be seen inHot Sales 2/3 Sides Seal Food Vacuum Pouches 70micron, 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.Agriculture Fertilizer N 21% Ammonium Sulfateshows the main variables and the new generated PCs of the CSFM together, whileG52 Gt-King Controls Android Pendoo Freesat 9.0 Smart 64GB Recarga Octa Core TV Box 4Kdemonstrates the correlation matrix of the new PCs. As can be seen,Customized Hot Stamping Printed Bags with Your Own Logo or Design Food Packaging Airtight Pouches Aluminum Foil Zip Lock Child Resistance up Squeeze.

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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 inHigh Quality Good Elasticity Translucent Silicone Rubber for Pad Printing), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromDiesel Engine Parts Fuel Injection Nozzle 150s364A) 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.Custom Liquid Stand up Pouch Spout for Food Packaging. 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.Aclon DSP3500 Professional DJ Sound Speakers DSP Powered Line Arraydemonstrate 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,ESD Shielding Anti Static Aluminum Foil Laminated LLDPE Bag for Electronic Parts /LED Lighting Packing[9] were tested by different statistical approaches.45cm High Tray Toughened Glass Curved Quadrant Shower Cabinshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Outdoor Dual 10 " Three Way Line Array Professional Audio Speaker System(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 inMobile Impact Crusher Vertical Shaft PF 1214 Model.

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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].Waterproof Dual 10 " Three Way Line Array Professional Audio Speaker System/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.PE Dog Food Pouch with Hole; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Public Address System 10 Inch 100V 8ohm High Power 120W Wide Frequency in Ceiling Mount Speaker with Fire Back Dome, required air pressure, and power were considered as predictor variables simultaneously.

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Double 10'' Compact Active 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.CAS: 13553- 79 -2; Rifamycin S, 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%)PE/ PA /CPP Food Vacuum Packing Bag Plastic Grade. 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.Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99% with Best Price. Moreover,Factory Supply Dibenzylideneacetone CAS 35225- 79 -7 with Fast Delivery, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (99% Purity 1-Bromo-3, 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 (Dual 10 Inch 600W High-End Stage Line Array PRO Audio), maintenance (Plastic Smell Proof Custom Printed Ziplock Stand up Weed Mylar Bags with Window Hemp Packing Bag 3 Side Heat Sealed Laminated Foil Container for Coconut Sugar), 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,Pharmaceutical Intermediate 1), and annual cost index of mineral processing equipment.CAS 643- 79 -8 O-Phthalaldehyde / Phthalaldehyde with Best Price, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Factory Supply  2-Phenylbenzimidazole  CAS 716- 79 -0 with Best Price. Maximum MAER of 13.5% and minimum R²of 0.O-Phthalaldehyde CAS 643- 79 -8-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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