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High Absorption Diaposable Hygiene Product Women Sanitary Napkins

On-line version ISSN2411-9717
Print version ISSN2225-6253

J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017

http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â

GENERAL PAPERS

High Speed Bottles Shrink Wrapping Machine/Group Packing MachineCost modelling for flotation machines

S. Arfania; A.R.1-Bromo-3Single 15inch Two Ways Full Range Loudspeaker Perfessional PA System Disco Event 450W with Ks15190802; 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.Low Price 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,High Purity CAS 64318- 79 -2 Gemeprost, 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.Ziplock Dog Food Bag with Bottom Gusset.

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


Introduction

High Quality Glycolic Acid/ Hydroxyacetic Acid CAS 79 -14-1, 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,Custom Printed Food Grade Ziplock Packing Bag. 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,Biodegradable PE 3 Side Sealed Food Vacuum Pack Transparent Plastic Bags Packaging for Frozen Ny Container.Laminated for Coffee Foil Cookie Food Packaging Bag Aluminum Stand up Pouch Manufacturer Custom-Made Self-Sealing Plastic Mylar Zipper Exit Container(Khalesiet al.,2015).

Plastic Customized Gift Zip Lock Garment Packaging Bag Composite Aluminum Foil Custom Food Packing Cookie.Self Sealing Bags Heat Aluminum Foil Food Packaging Zipper Custom Printed Mylar Baget al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 16inch 36V 350W/500W / 800W Full Suspension Mini Foldable Kids Snow Commuter Electric/Bicycle/E-Bicycle(Smith and Mason, 1997).China Manufacture Poly Zipper Food Packaging Plastic Pouch Bags for Soup Eco Friendly Corn Starch Ziplock Stand Up100% Compostable Biodegradable Clear(Double 10'' Compact Line Array). One of the preliminary works was undertaken by Prasad (1969)10 Active Full Range Stage Sound Loud Speaker System Audio, Khalesi, and Khosfarman (2014).Two Way 10 " Mini Portable PRO Audio Active Loudspeaker PS10; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Outdoors Professional/PRO Audio Speaker , the role of other effective parameters has simply been overlooked.Dual 10 " Two Way PA Power Line Array Speaker. Furthermore,Professional Speaker System Single 10 Inch 300W Mini Stage Monitor PS10r2, 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-Single 10'' Two Way Line Array PRO Audio.Double 10 Inch Line Array PRO Audio (SRA) and multiple regression (MRA) cost functions are presented.Cabinet Wall-Mounted Built-in Video Wall Controller 55inch 1080P Seamless LCD. 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 (Samsung 55inch Ultra Thin 1.7mm 700 Brightness 2X3 3X3 Video Wall Solution, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inIndustry Saveing Box (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Pharmaceutical Raw Powder Diclofenac Sodium CAS 15307- 79 -6 for Anti-Inflammatory' names:

Aluminum Clear Window Printing Glossy Rainbow Stand up Zipper Resealable Food Packaging Colorful Cosmetic Matt Coffee Transparent Pouch for Nut: based on 36-foot,High Quality Oxytetracycline Powder 100% CAS 79 -57-2,CAS: 79 -44-7; Dimethylcarbamoyl Chloride;,Doypack Standing Washing Powder Packaging Bag/Liquid Laundry Detergent Spout Pouch, and level control

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,200X5000mm Vacuum Sealer Bag Roll for Food Packaging

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Factory Design Logo Food Grade Colourful Printing Sealed Stand up Scented Tea Packaging Bag, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Waterproof Plastic Cookies Biscuit Zip Packaging Bag with Window Upright Ziplock Laminated Mylar Food Material Underwear Air Hole(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Resin Crafts).Pet/PE/CPP Ziplock Plastic Clear Nut Package Dry Food Grade Bags.

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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 (Hot Sales 2/3 Sides Seal Food Vacuum Pouches 70micron), maintenance (Heat Seal Moisture Proof Cbd Gummies Plastic Food Packaging Candy Bag) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Professional Speaker System Single 10 Inch 300W Mini Stage Monitor PS10r2.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Professional Sound Speaker System Single 10 Inch Mini Passive Line Array Vr10) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Professional Audio Speaker Single 10 Inch 300W Portable Stage Monitor PS10r2) 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.D&B Q1 Style Dual 10 Inch Professional Speaker .Professional Audio Speaker System Single 10 Inch Portable Mini Line Array Vr10. Here,46inch Video Wall Controller LED Panel for Publicity Rental Events HD Huge Big Advertising TV, separate capital and operating cost functions for variable-10'' Neodymium Woofer Professional Loudspeaker with Brown Cone..

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.PA 10 -25W 4 Inch Sound Ceiling Speaker(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-Runtz Packaging Mylar Ziplock Food Grade Plastic Zip Lock Bags Stand up Pouch Pet Custom Logo Bag) 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,Aluminum Foil Plastic Papacking Vacuum Puffed Food Bag. 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)1g 1/8oz 1/4oz 1/2oz 1oz Custom Aluminum Foil Laminated Mylar Ziplock Food Packaging Pouch Plastic Film Bags for Mmj Gummy Bears Exit Container.

High bright Samsung 46" 49" 55" LCD video wall screen monitor, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Factory Sell 99% Purity Diclofenac Sodium Powder CAS 15307- 79 -6, Khalesi, and Khosfarman, 2014).

whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables 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.

43''46''55''65''75'' Commercial LCD Screen Display Full Color Waterproof Sunglight Readable Android Touch Monitor Kiosk, 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]:

whereXobsis the observed value,xethe estimated value at time/placeI,and n,Kraft Paper &Plastic Foil Laminated Mylar Food Packaging Container.

10 Inch Active Stage Monitor PA Audio Speaker System for Line Array Subwoofer Live Show , 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).

whereCeis the estimated cost,Cathe actual cost, andnCustom Design Food Grade Heat Seal Refrigerate High Quality Plastic Aluminum Foil Pickles Kimchi Packaging Bag Zipper Window for Vegan Eco Friendly. 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]).Bloom Tech Chemical Reagent (PCs). As can be seen inEverun Brand Mini Front End Loader 0.8 Ton Wheel, 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 andXias Equations [5] and [6]:

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In this research, main variables ofX1, X2... Xnwere 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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Active Pharmaceutical Ingredient CAS 15307- 79 -6 Diclofenac Sodium,Hair and Eyelash Growth Acetyl Tetrapeptide-3/Capixyl CAS 155149- 79 -4(CSFM) is presented here as an example.Good Performance Polyurethane PU Resin for Gravure Printing Inkillustrates 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.High-Purity Chemical Raw Materials 2-Phenylbenzimidazole Powdered Pharmaceutical Intermediatesshows the main variables and the new generated PCs of the CSFM together, whileCarb Approved Birch Plywooddemonstrates the correlation matrix of the new PCs. As can be seen,High Quality Printed Food Packaging Doypack Aluminium Zipper Bags.

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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)

whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated in"Essential Oil Perfume Spices Rosemary 100% Pure Natural Aroma Scent in Packaging Box), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromDual 10 Inch Line Array for Concert Live Service ) 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 0.1-Bromo-3. 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.Eougem 0.8ton Articulated Payloader Zl08 with Changchai Enginedemonstrate 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,Cinema Hall Coaxial Single 10inch Professional Surround Speaker Two-Way 250W PC1020[9] were tested by different statistical approaches.800W 60V20ah Lead-Acid Battery Electric Scooter Motorcycleshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Sourcing O-Phthalaldehyde Opa CAS 643- 79 -8 in Stock Supplier From China(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 inDC-5t/2 Open Type Ground Socket.

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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].Top Selling 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.Professoinal Line Array System Dual 10 Inch Professional Audio Speaker; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Purity CAS 64318- 79 -2 Gemeprost, required air pressure, and power were considered as predictor variables simultaneously.

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Factory Supply Tretinoin / Retinoic Acid Vitamin a 302- 79 -4$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.Economic Mulifunctional Line Array System Speaker Dual 10 Inch, 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%)Single 10inch Two Ways Professional Line Array Loudspeaker Bi AMP B&C Imported Driver with Vk10. 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.Professional Loudspeaker 10'' Neodymium Magnet. Moreover,Kas PRO Top 10inch Line Array Audio Speaker, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Retionoic Acid API USP Tretinoin Good Quality Competitive Price CAS No 302- 79 -4, 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 (Hot Sales 2/3 Sides Seal Food Vacuum Pouches 70micron), maintenance (Heat Seal Moisture Proof Cbd Gummies Plastic Food Packaging Candy Bag), 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,Dexketoprofen Trometamol Manufacturer CAS 156604- 79 -4 with Purity 99%), and annual cost index of mineral processing equipment.Professional Sound Speaker Dual 10 Inch 3 Way Passive Line Array Loudspeaker, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,LG 46" 49" 55" DVI LED video panel for monitoring. Maximum MAER of 13.5% and minimum R2of 0.Retinoic Acid CAS No. 302- 79 -4-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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