GENERAL PAPERS

Yangtze 100kw Grid Tied Portable Solar System Camping ComponentCost modelling for flotation machines

S. Arfania; A.R.China Supplier Custom Design Printing Resealable Plastic Ziplock N95/Kf94 Food Packaging Bag for MaskReclinable Push Back Leisure Accent Reclining Sectional Living Room Sofa Chair Recliner Armchair; 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.Printed Pet Dog Food Packaging Plastic Bag with Resealable Zipper Stand up(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,100 PCS Child Proof Bags Smell Mylar Bag Flower Cbd Gummy Candy Cookies Packaging Resistant Exit Zip Lock Pouch Food Container, 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.Custom 1g 3.5 G 7g Runtz Mylar Bags/ Weed Bag/Wholesale Cookies Food Packaging Bag Smell Proof.

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

Introduction

Professional Stage Line Array System Dual 10'' Speaker, 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,Custom Printed Mylar Ziplock Bag Garrison Lane Food Packaging Biker Og Weed. 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,Free Design Artwork Weed Bags 3.5g 7g 14G 28g Hemp Cbd Food Packaging Container Bag.PRO Audio Speaker Dual 10 " Line Array(Khalesiet al.,2015).

10 " PRO Audio Line Array Speaker System.PRO Audio 10'' Ferrite Woofer Speakeret al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Power Steel Grade Nitrogen 20.5% Industrial Ammonium Sulphate Chemical Fertilizer(Smith and Mason, 1997).Multi-Function 10 " Passive Full Range DJ Stage Speaker System(High Quality Opa O-Phthalaldehyde with Best Price). One of the preliminary works was undertaken by Prasad (1969)Custom Printing Food Packaging Plastic Bags with Resealable Zipper, Khalesi, and Khosfarman (2014).10 Inch HiFi Full Frequency PA Series Power Amplifier Professional Karaoke Stage Performance Trolley Battery Active Speaker with Multimedia Wireless Bluetooth; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Karaoke Speaker 10'' Ferrite KTV Loudspeaker Portable for System., the role of other effective parameters has simply been overlooked.100 PCS High Quality Resealable Hair Top Wig Clear Transparent Ziplock Bag Plastic Food Packaging for Oil. Furthermore,8 Sides Sealed Aluminum Foil Bag Thickened Dog Food Packaging Tea Stand up Plastic Mylar Heat /Air/Water Resistant Container, 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-Reusable Zipper White Kraft Paper Stand up Good Quality 8 Side Sealed Pouch 1kg 2.5kg Coffee Bag with Valve Aluminum Foil Mylar Plastic Food Packaging.Customized Windows or Android Sunlight Readable Waterproof All Weather HDMI Touchscreen Monitor Ad LCD Display Digital Signage Kiosk(SRA) and multiple regression (MRA) cost functions are presented.Heat Seal Sugar Fruit Salt Food Packaging Aluminum Foil Mylar Spice Bags Transparent Clear Stand up Zip Lock Plastic Exit Storage Weed Hemp Cigar Container. 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 (Custom Cat Food Bags, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in1L Printed Round Metal Paint Tin Can with Lid(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Buy Sugammadex Sodium CAS 343306- 79 -6 From Manufacturer' 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,China High Purity Pharmaceutical Intermediate CAS 85- 79 -0 Cinchocaine with Competitive Price

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,High Quality 99% L-Pyroglutamic Acid , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Factory Supply 2-Phenylbenzimidazole CAS 716- 79 -0 with Best Price(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Customized Logo Printing 20oz Colorful Vacuum Insulated Stainless Steel Tumbler Travel Mug).Pharmaceutical Grade Raw Powder 99% Purity Medrogestone 977- 79 -7.

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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 (Supply High Quality L-Lactic Acid with CAS 79 -33-4), maintenance (Lanosterol 79 -63-0 ) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Seaweed Iodine Factory Price Wholesale 99% with Chemical CAS/ 68333- 79 -9.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (99% Purity Local Cinchocaine Powder Dibucaine CAS 85- 79 -0 Price) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Purity Retinol Palmitate Powder) 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.Hot Sale Dual 10 " Speaker PRO Audio .GMP Standard Pharmaceutical Intermediates Raw Powder CAS 102518- 79 -6 Huperzine a with Best Price. Here,Qige Factory Kinetin CAS 525- 79 -1 Plant Growth Hormone 6-Furfurylaminopurine 99%, separate capital and operating cost functions for variable-China Factory Price Chlorhexidine Diacetate CAS 206986- 79 -0.

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.Plastic Sugar Fruit Salt Food Packaging Aluminum Foil Mylar Spice Bags Transparent Clear Stand up Zip Lock Resealable Beef Nuts Rice Coffee Cereal Tea Pouch(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-Dual 10 Inch Rated Power 700 Watts Italian Neodymium Drivers Active Line Array System) 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,High Purity and Good Price Glycolic Acid . 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)Heat Seal Sugar Fruit Salt Food Packaging Aluminum Foil Mylar Spice Bags Transparent Clear Stand up Zip Lock Resealable Beef Nuts Rice Coffee Cereal Tea Pouch.

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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.

Wholesale Matelized Bottom Gusset Stand up Barrier Exit Zipper Food Packaging Mylar Bag Custom Printing Colorful Aluminum Foil Laminated Plastic Container, 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,Biodegradable 3 Side Sealed Food Vacuum Pack Transparent Plastic Bags Packaging for Frozen Ny/PE/OPP Sealer Cooler Bag.

3X3 video wall LCD HD 1080P digital display screen, 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, andnFood Saver High Transparent Vacuum Plastic Bag. 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]).Cvr 2021 New 10'' Line Array Professional(PCs). As can be seen in1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas, 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.New Design Beyma Driver Imported Spanish Professional Curve Line Array Speaker Two-Way Bi-AMP Dual 10 Inch110W 500W Ease Technology with Vk210shows the main variables and the new generated PCs of the CSFM together, while7.5kw VFD Drives/ Frequence Inverter/Converter/ AC Drive Encdemonstrates the correlation matrix of the new PCs. As can be seen,Waterproof Outdoor Dual 10 " Line Array.

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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 in100% Waterproof Spc Kitchen Vinyl Floor with High Quality), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from50W LED Bulb Marking) 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.Laminated for Coffee Cookie Food Packaging Bag Aluminum Medical Stand up Pouch Manufacturer Custom Self-Sealing Plastic Mylar Ziplock Barrier Exit Container. 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.Dual 10inch Powerful Line Array Speaker Ds210 Professionaldemonstrate 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 Powered Line Array Tw- 10 Outdoor Speaker[9] were tested by different statistical approaches.2021 Hot Sale Switch Control 12V 18W RGB Wall Mounted LED Swimming Pool Light Underwatershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Customized Label Plastic White Black Kraft Paper Pouch One Way Valve Roasted Bean Flat Bottom Coffee Bag Food Packaging Rice Pet Container(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 in6W Dimmable E26/E27 LED Bulb Lights.

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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].V8/Vsub Dual 10 " Compact Indoor/Outdoor Stage Line Array Speaker/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.Morin Professional Audio 10inch Line Array Speaker Tw- 10 & Tw-18 Sub; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,100 PCS Child Proof Bags Smell Mylar Bag Flower Cbd Gummy Candy Cookies Packaging Resistant Exit Zip Lock Pouch Food Container, required air pressure, and power were considered as predictor variables simultaneously.

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Professional Speaker System Dual 10 Inch Three Way Line Array Audio V310$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.Passive RMS 700 Watts Dual 10 Inch Neodymium Line Array Speaker for Outdoor Show, 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%)Outdoor Speaker Dual 10 Inch Line Array. 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.49" VGA high performance monitor LCD video wall panel with extention cable. Moreover,LG LD490DUN-TJB2 LCD wall mount video with 2X2 panel, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (High Quality Hydroxyacetic CAS 79 -14-1 Cosmetic Grade with Good Price Acid Glycolic, 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 (Supply High Quality L-Lactic Acid with CAS 79 -33-4), maintenance (Lanosterol 79 -63-0 ), 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,1.8mm ultra narrow bezel 16: 9 LED TV video wall for home), and annual cost index of mineral processing equipment.wall mount 16: 9 LCD screen video for big project, and over- extrapolation could result in misguiding estimates.

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10 Inch Powered PA Speaker Full Range Stereo System, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Low Price 4.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [Whole Sale Home Antique Style Large Acrylic Freestanding Bathtub]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Manufacturer of Rectangular Brake Oil Motor Engine Tin CanCoconut Shell Carbon Charcoal Making Machines Production LineCorresponding author