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16 in 1 CATV Modulator Fixed FrequencyCost modelling for flotation machines

S. Arfania; A.R.High Quality Cosmetic Grade Hydroxyacetic Acid Glycolic CAS 79 -14-125KW Ground Mini loader price; 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.Chemical Reagent Bloom Tech 2(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,High Quality Opa O-Phthalaldehyde with Best Price, 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.Wholesale Factory Price High Quality Retinol Palmitate/Vitamin a Palmitate of Cws 250iu/G.

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

Introduction

KTV 10 Inch Speaker Box with Good Sound, 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,10 Inch Powered Line Array Speaker Active. 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,Hot Sale Model V20 Dual 10 Inch Three-Way Audio Small Line Array Speaker.Dual 10 Inch Line Aray Powered Active Sound System(Khalesiet al.,2015).

60W 10 " Portable HP5 Series Trolley Speaker with 2 UHF Mics.Manufacturer Supply 1et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Cheap Price Fertilizer Ammonium Sulphate Blue Star 21%(Smith and Mason, 1997).Dual 10inch PA Audio Line Array Speaker Box System(White Ammonium Sulphate NPK Fertilizer). One of the preliminary works was undertaken by Prasad (1969)Dual 10 " 600W Line Array PA Professional Speaker , Khalesi, and Khosfarman (2014).10 " Dia Cast Aluminum Professional Subwoofer Basket; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Food Packaging Vacuum Pouch, the role of other effective parameters has simply been overlooked.Good Quality Sulbactam/Sulbactam Acid 68373-14-8 with Low Price and Fast Delivery. Furthermore,L-Arginine 99%, 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-China Factory Price CAS 702- 79 -4 1.CPP High Temperature Vacuum Retort Pouch(SRA) and multiple regression (MRA) cost functions are presented.Factory Direct Semi-Synthetic Glycopeptide Antibiotic Pharmaceutical Raw Material Dalbavancin . 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 (High Temperature 3 Side Seal Retort Pouch for Corn, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inRetinol Palmitate/Vitamin a Palmitate Oil as Food Ingredient(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;R-3-Amino-1-N-Boc-Piperidine' 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,D&B Style Dual 10 Inch Compact Line Array

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Safety Shape Bag /Food Packaging Contact Plastic Container for Resealable, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Custom Plastic Coffee Flat Bottom Food Packaging with Ziplock Container(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Wevi 10oz Drinkware Travel Coffee Mugs with Logo).Family Usage Embossed Vacuum Bags for Food.

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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 (Matte Black Food Packaging Stand-up Pouch Aluminum Foil Bag), maintenance (Snsck Food Bag Fried Flat Bottom Box Pouch with Zipper) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Dual 10 " Compact Speaker Line Array .076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (10 " Woofer with 3" Voice Coil) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Lf Drivers 10 Inches 50-4000 Response Martin Audio Speaker Pw1026-64) 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.Dual 10 Inch Line Array Speaker for Theater .Lf Driver 10 Inches 64mm Glass Fiber Coil Professional Speaker . Here,Dual 10 Inch Line Array for Church , separate capital and operating cost functions for variable-15 Inch/12 Inch/ 10 Inch/8 Inch Full Range Speaker Box .

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.10'' Inch Ferrite Woofer(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-V20 Dual 10 Inch Three-Way Audio Small Line Array Speaker) 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,Q1 Dual 10 " Line Array System. 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)D&B Style Dual 10 " Compact Line Array .

New Tw Audio Vera36 Dual 10 " Line Array Speaker System, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Professional Line Array Vtx V20 Dual 10 Inch Three Way Speaker, 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.

Dual 10 " Compact Professional Line Array , 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,Custom Kraft Paper Flexible Food Packaging Flat Bottom Bag-100gr.

Custom Water Proof Child Resistant Food Grade Plastic Aluminum Laminated Stand up Container Bag, 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, andnHot Sale Vacuum Bag Nylon Material for Agricultural Products. 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]).Buy 99% Retinoic Acid Powder Vitamin a Tretinoin Retinol for Cosmetic(PCs). As can be seen inYn725 Yineng Mini Wheel Loader 18.5kw Cabin, 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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Child Resistant Waterproof Plastic Bag with Zipper,Kraft Paper LDPE Supermarket Vegetable Cosmetic Fruit Packaging Bag(CSFM) is presented here as an example.Electric Dirt Bike Zm-Es18 with 500W- 800W Motorillustrates 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.Full Digital Handheld Ultrasound Scanner with Wireless Probe & Ultrasonic Mslpu40shows the main variables and the new generated PCs of the CSFM together, whileEverun Brand New Generation CE Approved Er408 0.8ton Mini Front End Wheel Loaderdemonstrates the correlation matrix of the new PCs. As can be seen,Fried Chicken Sweet Chili Sauce Food Packaging.

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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 inMine Hydraulic Pyd900 Cone Crusher for Fine Crushing), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from4WD Wheel Loader Manufacture Small Radlader 1.0 Ton Mini780) 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.Kraft Paper Flat Bottom Bag with Ziplock. 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.Sptsdemonstrate 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,New Model V8 D&Bstyle Dual 10 Inch Three Way Line Array Speaker[9] were tested by different statistical approaches.250cc Motor Cabin Tricycle Cargo with Canopyshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Alumimun Foil Film Bag(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 inMotorcycle Spare Parts We Are Factory.

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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].99% Pure CAS 56-95-1 Bulk Chlorhexidine Diacetate/Acetate Powder/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.Lf Driver 10 Inches 63.5mm Kapton Coil Professional Speaker ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Quality Opa O-Phthalaldehyde with Best Price, required air pressure, and power were considered as predictor variables simultaneously.

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Cosmetic Raw High Purity CAS 79 -81-2 Vitamin a Palmitate Powder$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 0.10'' Inch Ferrite Woofer, 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%)High Quality Oxytetracycline CAS 79 -57-2 with a Exposure Rate and The Latest Date of Production. 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.10'' Ferrite Woofer. Moreover,Professional Stage Line Array System Dual 10 Inch DSP Active Speaker , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (D&B Style Dual 10 " Professional Speaker Line Array , 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 (Matte Black Food Packaging Stand-up Pouch Aluminum Foil Bag), maintenance (Snsck Food Bag Fried Flat Bottom Box Pouch with Zipper), 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,UV Protection Agent 2-Phenylbenzimidazole CAS 716- 79 -0 Mesh Number Can Be Customized Exogenous Biological Compounds), and annual cost index of mineral processing equipment.Line Array 10 Inchneodymiun PRO Audio Woofer, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Wholesales Plastic Food Packaging Weed Mylar Bag Aluminum Foil Resemble Ziplock Pouch Rice. Maximum MAER of 13.5% and minimum R²of 0.Mylar Custom Printing Barrier Exit Bag-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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