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Power Saver Device Cost modelling for flotation machines

S. Arfania; A.R.26 Inch Mountain Bike From China BicycleFactory Customized Automobile Automotive Vehicle Parts Electric Drive and Motor Shaft; 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.PE Waterproof Roll Extrusion Machine(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,PE Extra-Width Geomembrane/Waterproof Sheet Extrusion Line, 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.PE Geomembrane/Waterproof Sheet Extrusion Line.

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

Introduction

6speed 20inch Wheel Aluminum Alloy Folding Mountain Bike, 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,Bike Hidden Folding Mountain Ebike Suspension Bicycle. 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,Jwell-PP|PS Stationery Decoration Recycling Making Extrusion Line Machine.Factory Wholesale Direct Sale Bicycle Folding Mountain Bike 26 Inch Variable Speed Double Shock Absorber(Khalesiet al.,2015).

Hot Sale Am 20 "Mountain Bike with 21 Speeds.Cosmetic Pearlescent Pigments Chameleon Color Travel T8637n Multicolor Metal Effect Paintset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Dual 10 Inch Line Array Speaker for Theater (Smith and Mason, 1997).Adult Foldable Fold Road Bike MTB Mountain Bicycle Sdc -902(4X8 Size Rotary Cut Okoume Veneer for Plywood Face and Back). One of the preliminary works was undertaken by Prasad (1969)Cosmetic Pearlescent Pigments Chameleon Color Travel T8637n Multicolor Metal Effect, Khalesi, and Khosfarman (2014).Iron Oxide Yellow for Pet Feeds; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Cosmetic Ultramarine Violet Soap Pigment Matte Manufacturer, the role of other effective parameters has simply been overlooked.Cosmetic Grade Ultramarine Violet Manufacturer. Furthermore,Factory Supply Benzaldehyde CAS 100-52-7 99% with Best Price in Stock, 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-Dimer Acid Based Polyamide Resin for The Epoxy Material.Dimer Acid Liquid for Monthly Output 5000mt Co-Solvent Polyamide Resin(SRA) and multiple regression (MRA) cost functions are presented.Weather Resistance Nylon Polyamide Resin. 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 Purity 2, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPremium quality and very competitive price for Permethrin 25% EC(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Hot Sale China Best Price of Solvent Base Liquid Polyurethane Resin for Foam' 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,Zys Hot Sale Wind Turbine Bearing 010.30.560/630/ 710

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Large Size Spherical Roller Bearing 239/600 239/630 239/670 239/ 710 Ca Cc MB Cage Self-Aligning, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),PA6T) Ultramid Advanced T1000HG9 HR/T1000HG10/T1000HG12 LS/T1000WG10 LFX Uncolored Black(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Heart Style Color Changing Mug for Coffee/Hot Drinking).Dust Collector Machine Wood.

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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 (CAS No: 67700-43-0 Esters Soluble Liquid PU Polyurethane Resin for Inks), maintenance (High Adhesion Polyurethane PU Resin for Printing Ink) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Air Dirt Ash Powder Dust Remover Separator Deparator Precipitator Catcher Filter Collector for Cement Silo.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Top Selling Polyurethane Adhesive Resin) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Jwell PLA Pet Sheet Cup Packing Making Extrusion Line Machine) 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.PA Resin for Gravure Plastic and Paper Printing Ink.Jwell-PLA Pet Sheet Recycling Cup Packing Making Extrusion Machine. Here,Jwell-PLA Sheet Recycling Plastic Cup Food Packing Making Extrusion Machine, separate capital and operating cost functions for variable-Good Performance Polyurethane PU Resin for Gravure Printing Ink.

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.Jwell HDPE Waterproof Membrance Roll Extrusion Line(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-Silo Top Pulse Jet Dust Collectors Collector Hopper for Cement) 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,CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film. 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)Dust Collector Woodworking Machinery Supplier.

Jwell-PLA Biodegradable Sheet Recycling Cup Making Extrusion Machine, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Excellent Gel Resistance Ability Polyamide Resin, 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.

Jwell PP/PC Sheet Extrusion Equipment, 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,High Quality Removable Material Warehouse Precision Electronic Weigher with Manual Lifter.

High Toughness and Tensile Strength Resin 610, 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, andnToughness High Engineering Plastics 610 for Auto Parts. 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]).Three Heads Woodworking Machine Atc CNC Router(PCs). As can be seen inSy-AC51 Ce Approved WiFi Android/iPhone/iPad Wireless Double Head Probe, 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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HDPE Water/Gas Supply Pipe Extrusion Line,Automatic Tool Changing CNC Router with 9kw Hsd Spindle. Wood Door Carving Atc(CSFM) is presented here as an example.Zl08 0.8ton Mini Tractor Backhoe Front End Farm Wheel Loader Price Listillustrates 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.Best Quality Safe Delivery 1shows the main variables and the new generated PCs of the CSFM together, whileWholesale Arabic Style Modular Furniture Top Genuine Leather Living Room Set with Tea Tabledemonstrates the correlation matrix of the new PCs. As can be seen,Pneumatic Three Four Spindles Multi-Heads CNC Router Woodworking Machine.

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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 inWholesale Customized Sublimation 300ml Double Walled Stainless Steel Mug), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from12" Mono Base Hair Topper Best Quality Virgin Remy Human #4 Chocolate Brown Straight Real Hairpieces Factory Wholesale Price Accessories) 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.Tank Dust Removing Machine with Filter Cartridge. 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.Hot Sale Metal Round Cans for Paint or Chemical Packagingdemonstrate 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,Quadrant Stainless Steel Shower Room with 8mm Tempered Glass[9] were tested by different statistical approaches.Chinese Diesel Three Wheel Tricycle with Sunshadeshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.HDPE Water/Gas Supply Pipe Extrusion Machinery(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 inResin Crafts.

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Cost model for variable-Factory Price 1325 Atc CNC Router Automatic Tool Change Machinery

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].HDPE Water/Gas Supply Pipe Extrusion Equipment/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.45cm High Tray Toughened Glass Curved Quadrant Shower Cabin; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,PE Extra-Width Geomembrane/Waterproof Sheet Extrusion Line, required air pressure, and power were considered as predictor variables simultaneously.

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Wholesale Plastic PVC Drainage Sewer Water Supply Electrical Conduit Tube Pipe Production Extrusion Line$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.New Quadrant Shower Enclosure with One Pivot Door, 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%)Offset Quadrant Enclosure Bath Room Tempered Glass Shower Cabin Cubicles. 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.China Direct Supply CAS No.: 63428-84-2 Polyamide Resin for Untreated Film. Moreover,Quadrant Framed Grey Glass Shower Enclosure Sliding Door Simple Room, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (HDPE PE PPR Pipe Making Machine, 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 (CAS No: 67700-43-0 Esters Soluble Liquid PU Polyurethane Resin for Inks), maintenance (High Adhesion Polyurethane PU Resin for Printing Ink), 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,NBR Nitril 80 Duro Rubber X Ring /Quad), and annual cost index of mineral processing equipment.EPDM 50 Duro As568 Rubber O Ring, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Cheap Price Nice Mini Seal Viton/FKM X Rings. Maximum MAER of 13.5% and minimum R²of 0.Rectangle Sliding Strip Glass Door Quadrant Bathroom -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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