GENERAL PAPERS

Top Selling 1Cost modelling for flotation machines

S. Arfania; A.R.Q210 Passive PA Speaker SystemGrid Tied Inverter 10kw 15kw 20kw Home Set Solar System; 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.Retinol Palmitate/Vitamin a Palmitate Oil as Food Ingredient(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 24 Channels Digital Audio Mixer Console, 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 0.100% Natural Huperzia Serrata Extract 1% 5% 99% Huperzine a Brown Powder Supplements.

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

Introduction

Skin Care Raw Material Vitamin a Palmitate Powder, 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,Lf Drivers 10 Inches Professional Speaker Pw1032-64. 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,12" Loudspeaker as Monitor Speaker System 12 Inch Powerful Coaxial.Made in China PA Speaker System Three Way Loudspeakers(Khalesiet al.,2015).

Line Array Speaker Professional PA System Two Way Full Rang Passive .Pyridinecas Number 110//86//1 Used as Chemical Reagentet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Enclosure AS3912T-90(Smith and Mason, 1997).Wholesale Peptides Safe Shipping Anti-Aging Mass Building Supplements HMG(100 PCS Child Proof Bags Smell Mylar Bag Flower Cbd Gummy Candy Cookies Packaging Resistant Exit Zip Lock Pouch Food Container). One of the preliminary works was undertaken by Prasad (1969)P-Toluenesulfinic Acid Sodium Salt Hydrate , Khalesi, and Khosfarman (2014).Bloom Tech Chemical Reagent Bis ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Cyclopropyl Acetylene/ Lide Pharma- Factory Supply / Best Price CAS 6746-94-7, the role of other effective parameters has simply been overlooked.CAS: 13463-67-7 Titanium Dioxide Powder. Furthermore,Nutrition Food Grade Dl-Pyroglutamic Acid Pure L-Pyroglutamic, 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-Factory Supply 99% Dexketoprofen Trometamol Powder.10W Wall Mount Speaker with Transformer 8 Ohm 100V Bluetooth (SRA) and multiple regression (MRA) cost functions are presented.Karaoke Wireless Portable Bluetooth PA Trolley Speaker Box. 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 (Feiyang New Hot Selling Trolley Speaker Fg210-06, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inFuel Injectors 095000-6311 Common Rail 095000-6310 New Den Injector Re530362 Re531209 Se501925 Re546784 for John Deere 4045t(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;V-Sub 18" PA Audio Cardioid Subwoofer Speaker for Home Theater' 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,Wild Bee Venom Extract Melittin 99% Powder for Skin Care

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The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Retinoic Acid CAS 302- 79 -4 in Stock(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Switching power supply 75W12V6a Ultra-thin supply).Plastic Clear White Stand-up Drinking Liquid Spout Food Packaging Bag.

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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 (ISO Certified 100% Natural L-Arginine Powder), maintenance (High Quality Cosmetic Grade Hydroxyacetic Acid Glycolic CAS 79 -14-1) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Chemical Reagent Bloom Tech 2.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (High Quality Opa O-Phthalaldehyde with Best Price) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Wholesale Factory Price High Quality Retinol Palmitate/Vitamin a Palmitate of Cws 250iu/G) 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.KTV 10 Inch Speaker Box with Good Sound.10 Inch Powered Line Array Speaker Active. Here,Hot Sale Model V20 Dual 10 Inch Three-Way Audio Small Line Array Speaker, separate capital and operating cost functions for variable-Dual 10 Inch Line Aray Powered Active Sound System.

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.60W 10 " Portable HP5 Series Trolley Speaker with 2 UHF Mics(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-Manufacturer Supply 1) 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,Dual 10inch PA Audio Line Array Speaker Box 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)Dual 10 " 600W Line Array PA Professional Speaker .

10 " Dia Cast Aluminum Professional Subwoofer Basket, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Food Packaging Vacuum Pouch, 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.

Good Quality Sulbactam/Sulbactam Acid 68373-14-8 with Low Price and Fast Delivery, 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,L-Arginine 99%.

China Factory Price CAS 702- 79 -4 1, 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, andnCPP High Temperature Vacuum Retort Pouch. 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]).Factory Direct Semi-Synthetic Glycopeptide Antibiotic Pharmaceutical Raw Material Dalbavancin (PCs). As can be seen inGrowatt 2kw on Grid Inverter 2000W Tied for Solar Power System Home, 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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R-3-Amino-1-N-Boc-Piperidine,ISO Certified 100% Natural L-Arginine Powder(CSFM) is presented here as an example.46''55''65''75'' High Quality Double Sided LCD Touch Screen Monitor Bus Shelter Advertising Media Playerillustrates 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.O2 Oxygen Sensor for Honda Accord 2.3L 4 Cyl F23A4 2000-2002 234-9014shows the main variables and the new generated PCs of the CSFM together, whileLevamisole HCl / Hydrochloride Anthelmintic Agent Raw CAS 16595-80-5demonstrates the correlation matrix of the new PCs. As can be seen,Mylar Barrier Exit Waterproof Cr Bag.

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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 in60W 8 Colors LED Club Wedding Butterfly Light Professional Stage Projector), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromHigh Quanlity 1 Phase 3 AC Drive VFD for Pump) 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.High Quality Laminated Food Grade Roll Film. 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.Proxima Entertainment Z-450 Digtal Speakerdemonstrate 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,D&B Style Dual 10 Inch Compact Line Array [9] were tested by different statistical approaches.16 in 1 CATV Modulator Fixed Frequencyshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Safety Shape Bag /Food Packaging Contact Plastic Container for Resealable(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 inStainless Steel Vacuum Insulated Wine Tumbler with Lid 12 Oz.

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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].Family Usage Embossed Vacuum Bags for Food/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.Matte Black Food Packaging Stand-up Pouch Aluminum Foil Bag; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Professional 24 Channels Digital Audio Mixer Console, required air pressure, and power were considered as predictor variables simultaneously.

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10 " Woofer with 3" Voice Coil$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.Lf Drivers 10 Inches 50-4000 Response Martin Audio Speaker Pw1026-64, 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%)Dual 10 Inch Line Array Speaker for Theater . 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.Lf Driver 10 Inches 64mm Glass Fiber Coil Professional Speaker . Moreover,Dual 10 Inch Line Array for Church , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (15 Inch/12 Inch/ 10 Inch/8 Inch Full Range Speaker Box , 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 (ISO Certified 100% Natural L-Arginine Powder), maintenance (High Quality Cosmetic Grade Hydroxyacetic Acid Glycolic CAS 79 -14-1), 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,10'' Inch Ferrite Woofer), and annual cost index of mineral processing equipment.V20 Dual 10 Inch Three-Way Audio Small Line Array Speaker, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Q1 Dual 10 " Line Array System. Maximum MAER of 13.5% and minimum R²of 0.D&B Style Dual 10 " Compact Line Array -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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