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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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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

Retionoic Acid API USP Tretinoin Good Quality Competitive Price CAS No 302- 79 -4Cost modelling for flotation machines

S. Arfania; A.R.Health Raw Material L-Carnitine Fumarate CAS.: 90471- 79 -7Hot Selling Tires Motorcycle Tyres 110/90- 17; 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.Diesel Engine Parts Fuel Injection Nozzle Dlla152sm043(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,Diesel Engine Parts Fuel Injection Nozzle Dlla156sm139, 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.Diesel Engine Parts Fuel Injection Nozzle 152sn924.

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


Introduction

Auto Engine Diesel Parts Fuel Injector Common Rail Nozzle Dlla162p2266, 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,Diesel Engine Parts Fuel Injection Nozzle Dlla156s820. 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,Tws Bluetooth Earphones with Charging Cases Wireless 5.0 Earbuds Headphones for iPhone.Diesel Engine Parts Fuel Injection Nozzle 150sn902(Khalesiet al.,2015).

Tws Sport Headset Stereo Headphone Earphone with Charging Box Black.3D Stereo Sound Mini Headphone Built in Microphone & Dual Speakers for Phone Callset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for SP-KS410) Customized Fabric Softwood Frame Sofa(Smith and Mason, 1997).New Products Charging Case Mini Small Headphones Tws Earbuds Wireless 2021(Feiyang/Temeisheng 10 Inch Professional DJ Wooden Speaker Audio Gd10-02). One of the preliminary works was undertaken by Prasad (1969)Transparent Nylon 12 Resin Raw Material Polyamide Granules, Khalesi, and Khosfarman (2014).PA12 Natural Resin Transparent Granules Pellets Polyamide Price; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,PA12 Plastic Granule for Injection Molding Polyamide 12 Resin Nylon, the role of other effective parameters has simply been overlooked.PA12 Injection / Extrusion Molding Polyamide 12 Nylon Granules. Furthermore,Nylon 12/Nylon Granules/Polyamid 12/Transparent Glasses Frame, 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-Good Performance Virgin Transparent PA12 Granules/Pellets/Resin Equivalent with Tr90 for Glasses Frame.Raw Material Plastic Resin Pellets Polyamide PA12 Medical Grade Transparent Nylon Granules(SRA) and multiple regression (MRA) cost functions are presented.Hot Sales! ! Polyamide Nylon PA12 PA Plastic Granules for Injection Grade. 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 (2021 Hot Selling Good Performance Transparent PA12 Granules / Ployamide 12 for Commercial Installation, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in250CC Go Kart (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Yanmar Fuel Shutdown Solenoid 1503es-12s5suc12s' 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,Professional Carbon Black Masterbatch Factory for Rubbish Bag

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The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Sample Free Calcium Carbonate Filler Masterbatch for Film Injection(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Super Bright 60 LED Waterproof PIR Solar Motion Sensor Wall Light Outdoor Emergency Security Garden).Good Quality Food Additive Maltose Powder 69- 79 -4.

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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 High Purity Peptides Powder CAS No. 113- 79 -1 Argipressin Acetate), maintenance (Good Taste Maltose Sugar Hot Selling Price 69- 79 -4) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Best Price Creatinol-O-Phosphate .076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Diesel Engine Parts Fuel Injection Nozzle Dlla160sn567) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Diesel Engine Parts Fuel Injection Nozzle Dlla160s325n507) 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.Diesel Engine Parts Fuel Injection Nozzle Dlla150sm145.PA12 Transparent Polyamide with Anti-UV Granules. Here,PA12 Resin Suppliers Glass Fiberpolyamide 12 Nylon Granules, separate capital and operating cost functions for variable-Diesel Engine Parts Fuel Injection Nozzle Dlla150sm105.

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.Grade Uns N08330 Stainless Steel Rod(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-Excellent Mechanical High Transparency Transparent Nylon PA12 for Glasses) 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,Diesel Engine Parts Fuel Injection Nozzle Bdll150s6571. 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)Diesel Engine Parts Fuel Injection Nozzle 140s6655.

PA12 Transparent Polyamide with Anti-UV Granules, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (904L Uns N08904 SUS890L 1.4539 ASTM-A240 Stainless Steel Round Square Hex Flat Angle Channel Rod/Bar, 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.

Hot Sale Five Star Hotel Standard Soaking Oval Shaped Size Whirlpool Bathtubs Standing Alone Acrylic Bathtub #S014, 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,1.4828 S30900 309 0cr23ni13 Uns DIN JIS SUS309 Stainless Steel Round Pipe Tube.

Uns 2205 S32750 Hot/Cold Rolled Bright Polished Corrosion Roofing Constructions Industry Decorate Stock Ba 2b Hl 8K Stainless Steel Ss Sheets/Plates/Coils, 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, andnDiesel Engine Parts Fuel Injection Nozzle Dlla149sm304. 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]).Diesel Engine Parts Fuel Injection Nozzle Dlla150s506(PCs). As can be seen inCustom Printed Clear Aligners Mylar Matte Food Packaging Bags with One Side Transparent Reusable Zipper Retainers Flat Three Sealing Container, 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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Stainless Steel 17-4pH ,Alloy Ldx 2101 Uns S32101 Stainless Steel Plate(CSFM) is presented here as an example.Leisound 10inch Portable Wireless Professional Rechargeable Multimedia DJ Karaoke Sound Box Trolley Bluetooth PA Speakerillustrates 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.Factory-White Engineer Veneer Big Size 1300X3300X0.30mm 0.40mm 0.50mmshows the main variables and the new generated PCs of the CSFM together, while99% Assay High Purity Ribociclib Succinate Pharmaceutical Chemical Powder with CAS 1374639- 79 -8demonstrates the correlation matrix of the new PCs. As can be seen,ASME B36.10m Welded Stainless Steel Tube Nps 1 Sch Xxs ASTM B167 Uns N06690.

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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 inYishan 160HP swamp hydraulic crawler bulldozer TSY160G with competitive price), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from60V/72V 1200W Electric Scooter with Tianneng Battery) 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.Uns N26055 Nickel Alloy Welding Inconel Stainless Steel Wire. 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.Procaine Ester Anesthetic Skin Surface Anesthesia Top Quality HCl Powderdemonstrate 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,Diesel Engine Parts Fuel Injection Nozzle Dlla140s64f[9] were tested by different statistical approaches.WiFi Control IP68 PC Surface Mounted Underwater Lights 18W 24W 35W RGBW LED with 2year Warrantyshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Diesel Engine Parts Fuel Injection Nozzle 149s715(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 inTop Quality Fly Ash Brick Making Machine Sale Nigeria.

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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].Tws True Wireless Headphone Earbud Bluetooth 5.0 New Design/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.Diesel Engine Parts Fuel Injection Nozzle 150s355A; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Diesel Engine Parts Fuel Injection Nozzle Dlla156sm139, required air pressure, and power were considered as predictor variables simultaneously.

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Diesel Engine Parts Fuel Injection Nozzle 147sm327$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.Diesel Engine Parts Fuel Injection Nozzle 150s364A, 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%)Diesel Engine Parts Fuel Injection Nozzle 150s424n470. 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.Wireless Headphone Tws Bluetooth Earphone for Phone. Moreover,Headset Tws Wireless Earphones Mini Earbuds Stereo Headphones Bluetooth 5.0, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Bluetooth V5.0 Mini True Wireless Binaural Headset Self-Contained Earphone Charging 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 (Pharmaceutical High Purity Peptides Powder CAS No. 113- 79 -1 Argipressin Acetate), maintenance (Good Taste Maltose Sugar Hot Selling Price 69- 79 -4), 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,L18 Tws Bluetooth V5.0 Stereo Music Earbuds Headset), and annual cost index of mineral processing equipment.Mini L18 Tws V5.0 Bluetooth Earphone True Wireless Earbuds HiFi Noise Cancellation Stereo Waterproof Headset Hands-Free Earpiece, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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