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S. Arfania; A.R.Ceftriaxone Sodium 99% API CAS 104376- 79 -6 for Injection GradeProfessional Audio Loudspeaker PA Stage Active Line Array; 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.Pharmaceutical Powder Vitamin a Acid /Retinoic Acid/ Tretinoin for Skin CAS 302- 79 -4(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,Cosmetic Raw Material Powder CAS 20449- 79 -0 Pure Bee Venom/Melittin/Melitten, 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 Chemicals Cefodizime Sodium CAS 86329- 79 -5.

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

Introduction

Hot Selling Ceftriaxone Sodium CAS 104376- 79 -6 Top Quality, 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,99% High Quality Nootropics Drugs Huperzine a 102518- 79 -6 Hupa USA Factory Fast Delivery. 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,Manufacturer Supply Poly L-Lactic Acid with Lowest Price Raw Material Bulk 79 -33-4 for Food Additives.Crovell Factory Supply High Quality CAS 79 -57-2 Oxytetracycline(Khalesiet al.,2015).

Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%.Peptide Cosmetics CAS 155149- 79 -4 Capixylet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for K2 Line Array Rigging Horn Metal Grill Waveguide Flare Sets (Smith and Mason, 1997).China O-Phthalaldehyde Opa CAS 643- 79 -8 Raw Crystal 643798 Supplier(Professional Audio Speaker Double 10 Inch Line Array ). One of the preliminary works was undertaken by Prasad (1969)100% Copper Wire St-1kw Single Phase Dynamo Factory Price, Khalesi, and Khosfarman (2014).China Supplier Antioxidants Powder of Propyl Gallate CAS: 121- 79 -9; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,37'' Ultra Wide Stretched Shelf LCD Screen Monitor Advertisement Display, the role of other effective parameters has simply been overlooked.49" 450nits LG panel advertising LCD screen . Furthermore,aluminium LCD wall panel surveillance flat display, 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-3X3 LCD wall panel surveillance digital display screen.AV input LCD wall panel 49inch surveillance monitors(SRA) and multiple regression (MRA) cost functions are presented.LG panel 49" advertising rack . 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 (55inch wall mount LCD panel surveillance LED video, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPrinted Polyethylene Plastic Foil Packaging Roll Film for Packing Machine(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Two-Way 10inch Karaoke Full Range Speaker F10+ PA Horn' 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,Local Anesthetic Cinchocaine CAS85- 79 -0 for Pain Killer, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Professional Sound System 10'' PRO Neodymium Line Array PA Audio System.(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (175kw Rental Silent Soundproof Electric Power Diesel Generator Set Powered by Volvo Engine EPA Tier 4f).10inch Loudspeaker PA Speaker PRO Audio.

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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 (10 " Professional Home Theater Stage Performance Audio Video PA Trolley IR Bluetooth Active Speaker with Multimedia Heavy Bass and Big Power), maintenance (10 Inch Powerful PRO Wood PA Bluetooth Audio Mixer Speaker) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Single 10 Inch Active Speaker PS10r2 PA System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Professional Audio Speaker Dual 10 Inch Neodymium Line Array) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Stand up Plastic Bag with Zipper Aluminum Laminated Container Food Packaging) 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 Grade Packaging Custom Print Laminated Stand up Bag.Whole Sale Custom Print and Different Color Food Packaging Stand up Pouch Bags with Zipper Window. Here,Food Packaging Grade Customize Plasitc Print Bag with Zipper Stand up Pouch Water Proof Child Resistant Plastic for Candy Ca Weed, separate capital and operating cost functions for variable-Food Packaging Bag.

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 Quality Coffee /Candy/Weed /Hemp Plastic Container(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-Water Proof Child Coffee /Candy/Weed Plastic Container) 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,10 Inch Coaxial Speaker Professional Driver " Line Array Subwoofer. 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)Electronics ESD Moisture Barrier Aluminum Foil Bag Shielding Anti-Static Plastic for Electronic Parts.

Donbn Dz- 10 Two Way Full Range Professional KTV Speaker, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Professional Speaker Double 10'' Neodymium Line Array, 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.

10'' Neodymium Coaxial Speaker. 250W & 60W Power Rating PA Audio., 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,4-Chloro-4'-Methylbenzophenone High Quality Products CAS 5395- 79 -9.

55" HD 1080P Commercial LED Screen Video Wall LCD Display, 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, andnA+ grade LCD wall panel surveillance high brightness screen. 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]).Seamless 1920*1080 Pixel High Resolution LCD Monitor 49"(PCs). As can be seen inSoftel CATV House Amplifier Gain Forward Max 30 dB with Return Path 5-65MHz, 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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Samsung LTI550HN16 1920X1080P screen monitor LCD video wall,46''55''65''75'' High Quality Double Sided LCD Touch Screen Monitor Bus Shelter Advertising Media Player(CSFM) is presented here as an example.200cc/300cc Adults Racing Go Kart for Sale Ce Certificateillustrates 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.18mm Brown Film Faced Finger Jointed Plywood for Concrete Formworkshows the main variables and the new generated PCs of the CSFM together, whilePVC Vacuum Calibrated Tank 160mmdemonstrates the correlation matrix of the new PCs. As can be seen,High Purity Amino Acid L-Arginine Powder.

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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 inMosquito-Repellent Coil Incense Non-Toxic), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromSpecial Wi-Fi 2.4G/5GWIFI+BLE5.0 WiFi Module IOT HF-LPF100) 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.Active 10 " Line Array with Calss-D Amplifier and Built-in DSP. 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.E0 12mm Good Quality Melamine Laminated Plywood for Furniture Produce/Baby Roomdemonstrate 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,65''75'' Factory Whole Sale IP65 Windows Waterproof Double Sided Outdoor Totem LCD Kiosk[9] were tested by different statistical approaches.Prfessional Audio 10''karaoke Loudspeakershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.10 Inch High-Power Professional PA Subwoofer 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 inCustom Brand 60ml Cute Mini Antibacterial Waterless Kids Hand Sanitiser.

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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].Peq- 10 Dwb PA Speaker with Class-Ab Mono Amplifier Portable Bluetooth/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.PRO Audio 10'' Neodymiun Line Array Speaker System Falante; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Cosmetic Raw Material Powder CAS 20449- 79 -0 Pure Bee Venom/Melittin/Melitten, required air pressure, and power were considered as predictor variables simultaneously.

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Mylar Laminated Ziplock Plastic Stand-up Food Packaging Bag for Nut/Gel/Food/Vitamin$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.PA /CPP Rotort Pouch, 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%)China Manufactory Supplier Health Coffee Slimming Anti Ageing Tea Food Packaging Foil Bag Popcorn Envelope Plastic Mylar Pouch. 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.Chin Top Supplier Supply L- . Moreover,Pharmaceutical Industry CAS 643- 79 -8 O-Phthalaldehyde, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Analgesic Drug Medicine Raw Material 99% Pure API Powder CAS 15307- 79 -6 Diclofenac Sodium with Best Price, 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 (10 " Professional Home Theater Stage Performance Audio Video PA Trolley IR Bluetooth Active Speaker with Multimedia Heavy Bass and Big Power), maintenance (10 Inch Powerful PRO Wood PA Bluetooth Audio Mixer 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,CAS 79 -14-1 70% Glycolic Acid Powder), and annual cost index of mineral processing equipment.Anti-Wrinkle Cosmetic Grade PRO-Xylane CAS-439685- 79 -7, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Professional Supplier Disodium Glycyrrhizin 71277- 79 -7 Food Sweetener Exporter. Maximum MAER of 13.5% and minimum R²of 0.Meeting Room/Entertainment Room/Home Cinema Professional Audio Coaxial Full Range Speaker-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Professional Speaker System Single 8 Inch 200W Mini Stage Monitor PS8r2Kas 12 3 Way Sound System Line Array PRO Speakers with SubwooferCorresponding author