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Double 12'' Passive/Active 2.5-Way Line Array Loudspeaker with Neodymium ComponentsCost modelling for flotation machines

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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.Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99% with Best Price(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,Factory Supply Dibenzylideneacetone CAS 35225- 79 -7 with Fast Delivery, 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 0.99% Purity 1-Bromo-3.

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

Introduction

Pharmaceutical Intermediate 1, 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 643- 79 -8 O-Phthalaldehyde / Phthalaldehyde with Best Price. 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,Factory Supply  2-Phenylbenzimidazole  CAS 716- 79 -0 with Best Price.O-Phthalaldehyde CAS 643- 79 -8(Khalesiet al.,2015).

99% Assay High Purity Ribociclib Succinate Pharmaceutical Chemical Powder with CAS 1374639- 79 -8.Pharmaceutical Intermediate CAS 702- 79 -4 99% Pure 1et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for High Purity 99% Oxalyl Chloride with Good Quality(Smith and Mason, 1997).Dimethylthiotoluene Diamine(KTV 10 Inch Speaker Box with Good Sound). One of the preliminary works was undertaken by Prasad (1969)Professional Digital Audio Line Array System Dual 10 Inch Active, Khalesi, and Khosfarman (2014).10 Inch Sound System Speaker Box China Line Array Audio Systems; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Sulfasalazine CAS No. 599- 79 -1, the role of other effective parameters has simply been overlooked.Double 10'' Compact Line Array. Furthermore,Karaoke System 10 Inch Sound Speaker Cvr Professional Audio, 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-2 X HDMI.L10/83267-Professional Audio 10 Inch Coaxial Speaker(SRA) and multiple regression (MRA) cost functions are presented.Single 10 " Waterproof Polyurea Active Line Array Speaker Systems. 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 (Airtight Child Pop up Squeeze Plastic Stand Flat Bottom Pet Cat Food Packaging Bag, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inUniversal Turbo T3t4 T04e T3.63 Ar + 76mm 3" Intercooler Pipe Piping Kit(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Two-Way Single 10 " Professional Waterproof Speaker' 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,Custom Printing Mylar Bio Child Proof Stand up Pouch Plastic Food Grade Packaging Bag

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Kas Professional Dual 15 Inch Subwoofer 10 Line Array Speaker, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Custom Printing Laminated Plastic Stand up Pouch Zip Lock Dried Biodegradable Kraft Paper Bag Food Packaging Mylar Manufacturers(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Jb Semi-Automatic Swing Arm Metal Impact Testing Machine).Cheap Stage Speaker Design for PA System 200W.

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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 (Pharmaceutical Raw Material CAS 15307- 79 -6 Diclofenac Sodium Powder), maintenance (Line Arrays Speaker Dual 10 Inch Powered Sound system) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,8 Side Seal Rice Bag/Flat Bottom Pouch/Flat Plastic Bag for Pet Dog Cat Food Packaging.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Dual 10inch 3 Way Professional Stage Line Array Speaker) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Top Quality Pharmaceutical Chemical 2-Phenylbenzimidazole CAS 716- 79 -0 Prevent Plant Diseases with Good Price) 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.Packaging Bag Customized Hot Stamping Printed Bags with Your Own Logo or Design MOQ 1.Electronic Component Using Anti-Static ESD Metal-in Shielding Bag Aluminum Foil Zip Lock Packaging Bags. Here,Factory Supply CAS 79 // 03 //8 Safe Shipment High Purity, separate capital and operating cost functions for variable-Suking Hot Selling Chemical Product .

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.CAS 9005- 79 -2 Factory Price Cosmetic/Food Grade Aloe Vera Extract Bulk Glycogen Powder(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-Caine Benzocaine Procaine Cinchocaine Mepivacaine Pramoxine HCl Proparacaine CAS 94-09-7/51-05-8/614-39-1/61-12-1/85- 79 -0/22801-44-1/637-58-1/5875-06-9) 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,Pharma Intermediate Dibenzylideneacetone CAS 35225- 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)Food Packaging Bag.

B&C Kas 10 Inch Subwoofer Sound System Line Array Box Bass PRO Speaker, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (PRO Audio Double 10 Inch Line Array Speaker Professional Outdoor PA System, 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.

Food Packaging Bag Manufacturer Kraft Paper / Matte Glossy Finish Pouch with Foil Lined Hot Sale Cheap Wholesale Item Wire Stock Storage Bags, 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,Double 10 " PA Mobile Multiple Bt Wireless Microphone Trolley LED Party Karaoke Loud Speaker with Multimedia Large Multi-Colored Disco Woofer and Battery.

All Trans Retinoic Acid 99.5% 100g Bag High Crystal CAS: 302- 79 -4, 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, andnLine Array Speaker PRO Audio System 10'' Neodymium Loudspeaker. 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]).Professional Audio Speaker System Dual 10 Inch 3 Way Big Line Array Vr36(PCs). As can be seen in970 Solar 30kw 40kw on Grid Tie Power System for Factory Roof, 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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PS10 Professional Sound System 10inch Audio Speaker Box,Dual 10 " Outdoor Multimedia Sound Machine Home Theater Bluetooth Karaoke Party PA Disco DJ Ball High Power Audio Trolley Active Speaker with Wireless Microphone(CSFM) is presented here as an example.High Purity Colorless Liquid CAS 1009-14-9 Valerophenone with Lowest Priceillustrates 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.LG LD550DUN-TKB1 video wall system with matrix switchershows the main variables and the new generated PCs of the CSFM together, whileSamsung LTI550HN16 1920X1080P screen monitor LCD video walldemonstrates the correlation matrix of the new PCs. As can be seen,Dare 10inch Passive Line Array Sound System.

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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 inAmaz Hot Selling Ultra Frame 43 Inch Android LED TV), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromKm3 Collective 4GB 64GB TV Box Google Certified ATV) 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.Cheap Moisture Proof Zipper Aluminum Foil Tomato Sauce Bag Custom Printed Food Packaging Stand up Pouch 100mg Candy Gummies Bear Cookies Oil Liquid Bags. 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.1380 Hot Selling Install 5kw on-Grid Solar Systems 12kw Grid- Tied Kit for Home Power Systemdemonstrate 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,PRO Audio High Power 10'' Neodymium 100mm Voice Coil 1200W Line Array Speaker[9] were tested by different statistical approaches.Portable 20Hz RF Face Lift Machineshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Heat Seal Candy Snack Food Packaging Ny PE Pet Custom Plastic Stand up Pouch Doypack Free Design Rice Bottle Smell Proof Soft Touch Aluminum Vitamin Cookie 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 inCNC Wood Router Vacuum Table Carving for Furniture 1325 Machine.

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Cost model for variable-High Quality Chemical Product Antioxidant Irganox 1076 CAS 2082- 79 -3

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].Manufacturer Supply 1/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.Single 10 Inch Top Line Array Passive Audio Speaker PA System Suited to 500-1500 People; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Factory Supply Dibenzylideneacetone CAS 35225- 79 -7 with Fast Delivery, required air pressure, and power were considered as predictor variables simultaneously.

99% Glycolic Acid Powder CAS 79 -14-1. Moreover, the operating cost was detailed in different cost items.5f-Pcn CAS No. 1445579- 79 -2 in Stock, indicated inX96 Air Amlogic S905X3 64-Bit Android 9.0 Ultra 4K 2g 16g Smart TV Box, and major extrapolation should be avoided.

Ortho Phthalaldehyde CAS 643- 79 -8 O-Phthalaldehyde$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.Supply 99% Purity 3-Amino-4-Pyrazolecarboxamide Hemisulfate , 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%)Sugar Fruit Salt Food Packaging Aluminum Foil Mylar Spice Bags Transparent Clear Stand up Zip Lock Resealable Beef Nuts Rice Coffee Cereal Tea Plastic 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.Line Array 10'' Neodymiun PRO Audio Woofer. Moreover,Diesel Engine Parts Fuel Injection Nozzle 160sn529, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (CAS: 702- 79 -4; 1, 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 (Pharmaceutical Raw Material CAS 15307- 79 -6 Diclofenac Sodium Powder), maintenance (Line Arrays Speaker Dual 10 Inch Powered Sound system), 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,Dual 10 " Battery Powered Portable PA Bluetooth Party Mobile Trolley Music Speaker with LED Disco Ball Karaoke Dance Sound Machine), and annual cost index of mineral processing equipment.Professional Audio Speaker Dual 10 Inch 3 Way Line Array System, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Loudspeaker 10'' Midrange & Bass. Maximum MAER of 13.5% and minimum R²of 0.Professional Speaker System Single 10 Inch 300W Mini Line Array Vr10-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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