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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

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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.Factory Supply Tretinoin / Retinoic Acid Vitamin a 302- 79 -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,Economic Mulifunctional Line Array System Speaker Dual 10 Inch, 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.Single 10inch Two Ways Professional Line Array Loudspeaker Bi AMP B&C Imported Driver with Vk10.

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


Introduction

Professional Loudspeaker 10'' Neodymium Magnet, 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,Kas PRO Top 10inch Line Array Audio Speaker. 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,Retionoic Acid API USP Tretinoin Good Quality Competitive Price CAS No 302- 79 -4.Dexketoprofen Trometamol Manufacturer CAS 156604- 79 -4 with Purity 99%(Khalesiet al.,2015).

Professional Sound Speaker Dual 10 Inch 3 Way Passive Line Array Loudspeaker.LG 46" 49" 55" DVI LED video panel for monitoringet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Maintence Grease Gun 21V LCD Real Time Information Reading Hand Tool(Smith and Mason, 1997).Retinoic Acid CAS No. 302- 79 -4(Mc4t-Branch Connector for Parallel Solar Panel Pair Male and Female). One of the preliminary works was undertaken by Prasad (1969)Customized Printed 3.5g/1oz Weed Herb Packaging Smell Child Proof Bag with Ziplock Matte Black Resealable Aluminum Foil Mylar Bags, Khalesi, and Khosfarman (2014).Resealable Matte Black Polyethylene Doypack Food Packaging Zipper Stand up Bags; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Doypack Resealable Ziplock Black Aluminum Foil Standing up Pouches Food Packaging Bags with Zipper Ca/Hemp Bag, the role of other effective parameters has simply been overlooked.2-Way Speaker PS10 for High Quality Stage Monitor. Furthermore,Professional Line Array Speaker Single 10 Inch Full Range System, 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-Aluminium Foil Zip Lock Food Packaging Bag Manufacturer Plastic.Coaxial Single 10inch Professional Surround Speaker Two-Way Cinema Hall 250W with PC10190808(SRA) and multiple regression (MRA) cost functions are presented.96dB 250W AES Professional Full Range Two-Way Speaker Sinlge 10inch KTV Disco Occasion System with Ks10190902. 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 (Professional Line Array System Single 10 Inch Neodymium Vr10, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inHot Cheap Electric Scooter 60V800W20ah for Adult From China(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Samsung LTI550HN16 1920X1080P monitor LCD video wall' 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,10'' Ferrite Woofer Best Price Loudspeaker

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Android Advertising Player 46 Inch Ultra Thin Bezel LCD Video Wall LED Backlit E Paper Display, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Amazon Best Sell Custom Clears Silver Aluminum Foil Mylar Ziplock Stand up Pouch Bag(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Wholesale OEM Custom Printing Insulated Cooler Bag Waterproof and Reusablable Picnic).Vr36 Dual 10 Inch 3 Way Passive Compact Line Array.

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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 (Factory Supply Chlorhexidine Acetate/ Mpb Diacetate /CAS 206986- 79 -0), maintenance (Heat Sealing Embossed Plastic Vacuum Packaging Bag for Delicatessen) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Ceftriaxone Sodium 99% API CAS 104376- 79 -6 for Injection Grade.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Pharmaceutical Powder Vitamin a Acid /Retinoic Acid/ Tretinoin for Skin CAS 302- 79 -4) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Cosmetic Raw Material Powder CAS 20449- 79 -0 Pure Bee Venom/Melittin/Melitten) 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.Pharmaceutical Chemicals Cefodizime Sodium CAS 86329- 79 -5.Hot Selling Ceftriaxone Sodium CAS 104376- 79 -6 Top Quality. Here,99% High Quality Nootropics Drugs Huperzine a 102518- 79 -6 Hupa USA Factory Fast Delivery, separate capital and operating cost functions for variable-Manufacturer Supply Poly L-Lactic Acid with Lowest Price Raw Material Bulk 79 -33-4 for Food Additives.

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.Crovell Factory Supply High Quality CAS 79 -57-2 Oxytetracycline(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-Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%) 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,Peptide Cosmetics CAS 155149- 79 -4 Capixyl. 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)China O-Phthalaldehyde Opa CAS 643- 79 -8 Raw Crystal 643798 Supplier.

100% Copper Wire St-1kw Single Phase Dynamo Factory Price, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (China Supplier Antioxidants Powder of Propyl Gallate CAS: 121- 79 -9, 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.

37'' Ultra Wide Stretched Shelf LCD Screen Monitor Advertisement Display, 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,49" 450nits LG panel advertising LCD screen .

aluminium LCD wall panel surveillance flat display, 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, andn3X3 LCD wall panel surveillance digital display screen. 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]).AV input LCD wall panel 49inch surveillance monitors(PCs). As can be seen inChina Everun Er408t 800kg Earth-Moving Mini Front Wheel Loader for Sale, 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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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.Professional Manufacturer Everun Er08 CE Approved Mini Cpmpact Front End 4 Wheel Bucket Loadershows the main variables and the new generated PCs of the CSFM together, whileIP68 8W-35W Surface Mounted Multi-Color LED Underwater Swimming Lightdemonstrates the correlation matrix of the new PCs. As can be seen,55 Inch LCD Video Wall Display with Controller.

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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 inQuartz Sand and Quarry Stone Impact Crusher), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromTitan Super Mini Compact Radlader Front Loaders for Sale with Pallet Forks) 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 0.10inch Professional Karaoke Speaker for Luxury Room. 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.2.4- 5GHz MIMO Omni Antenna with 11dBidemonstrate 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,Samsung 55inch 3X3 Digital Signage Display Screen 3.5mm Narrow Bezel[9] were tested by different statistical approaches.Weifang Cp Cloud Pillar Ce Approved 800kg Multi-Function Mini Loader with Quick Hitch/Electric Joystick/Floating Function for Germany/Norway/Finlandshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.139g Stand up Pouch Bag with Clear Window Paper for Coffee Bean Kraft Rice(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 in70% 75% Alcohol Instant Dry Hand Sanitizer Gel Wash-Free Anti-Bacteria Moisturizing Disinfectant Portable & Bulk.

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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].Professional Sound System 10'' PRO Neodymium Line Array PA Audio System./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.10inch Loudspeaker PA Speaker PRO Audio; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Economic Mulifunctional Line Array System Speaker Dual 10 Inch, required air pressure, and power were considered as predictor variables simultaneously.

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Single 10 Inch Active Speaker PS10r2 PA System$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.Professional Audio Speaker Dual 10 Inch Neodymium Line Array, 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%)Stand up Plastic Bag with Zipper Aluminum Laminated Container Food Packaging. 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.Food Grade Packaging Custom Print Laminated Stand up Bag. Moreover,Whole Sale Custom Print and Different Color Food Packaging Stand up Pouch Bags with Zipper Window, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Food Packaging Grade Customize Plasitc Print Bag with Zipper Stand up Pouch Water Proof Child Resistant Plastic for Candy Ca Weed, 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 (Factory Supply Chlorhexidine Acetate/ Mpb Diacetate /CAS 206986- 79 -0), maintenance (Heat Sealing Embossed Plastic Vacuum Packaging Bag for Delicatessen), 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,Food Packaging Bag), and annual cost index of mineral processing equipment.High Quality Coffee /Candy/Weed /Hemp Plastic Container, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Water Proof Child Coffee /Candy/Weed Plastic Container. Maximum MAER of 13.5% and minimum R2of 0.10 Inch Coaxial Speaker Professional Driver " Line Array Subwoofer-feasibility and even feasibility study level of projects.

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Mular, A.L. 1982.Samsung LTI550HN16 1920X1080P screen monitor LCD video wall.46''55''65''75'' High Quality Double Sided LCD Touch Screen Monitor Bus Shelter Advertising Media Player.High Purity Amino Acid L-Arginine Powder, Montreal. 265 pp.         [OEM 1500W EEC Electric Scooter ]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.High Efficiency 10inch Transducers PS10 for Best PA Speaker.Active 10 " Line Array with Calss-D Amplifier and Built-in DSP.High Purity Amino Acid L-Arginine Powder, Montreal. 319 pp.         [Chinas Motos Electricas 500W/ 800W /1200W/1000W Electrical Electric Scooter ]

Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.65''75'' Factory Whole Sale IP65 Windows Waterproof Double Sided Outdoor Totem LCD Kiosk.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [Dah Complete on Grid Solar System Easy Install 30kw 50kw Tied Power]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Sy-A041 Medical Equipment Portable Ophthalmic Ultrasound a/B ScannerPerfect Laser Rotary DOT Peen Marker for SaleCorresponding author

Creative Commons LicenseÂAll the contents of this journal, except where otherwise noted, is licensed under aFree Clearance Local Anesthetic Pontocaine Topical Tetracaine Powder USA Warehouse CAS: 94-24-6