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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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Combined Automatic Rice Mill Machine for Selling

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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High Quality and Purity Raw Material Supplier Xylazine HCl CAS 23076-35-9 with Best PriceCost modelling for flotation machines

S. Arfania; A.R.Mini Variable-Frequency Drive/ VFD /Adjustable-Frequency Drive /Afd/ Variable-Voltage/Variable-Frequency /Vvvf/Drive/ Variable Speed /VSD/ACThree Phase Frequency Inverter Made in China Hot Sale; 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.Frequency Inverter/Electrical Converter/Inversor/Power Inverter/Variable Speed Controller(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,50 to 60 Hz Frequency Converter, 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.AC Variable Vector Frequency Inverter.

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


Introduction

Chinese Supplier of Variable Frequency Drive/AC/DC Motor Speed Controller, 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,AC Drive Solar Charge Controller 3 pH Inverter Welding Machine Elevator Motor Price. 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,AC Drive Frequnce Converter 5.5kw Pump Use .0.8 Ton Mini Wheel Loader with Lowest Price(Khalesiet al.,2015).

VFD AC Drive.Automatic Motor Speed Controller Variable AC Drive 1/3 Phase 1.5 Kw 220 V/380 Vet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 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(Smith and Mason, 1997).Water Pump Frequency Inverter(China 125cc 150cc Scooter Euro 4 Stroke Motorbike Moped EPA 49cc 50cc Electric Carburetor EEC Gas). One of the preliminary works was undertaken by Prasad (1969)Small Variable-Frequency Drive , Khalesi, and Khosfarman (2014).VFD Motor Drive Inverter Converter 1.5kw / 2.2kw 220V Variable Frequency; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,VFD AC 380V 1.5kw Three Phase Inverter Frequency Converter Variable Drive, the role of other effective parameters has simply been overlooked.Variable Speed Drive MPPT Motor Controller Solar Pump Inverter Power Supply. Furthermore,Compact Mini Farm Loader 800kg Wheel for Sale, 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-Frequency China Vector Control AC Drive Power Supply Inverter Solar Converter.0.8ton Zl08f Small Wheel Loader(SRA) and multiple regression (MRA) cost functions are presented.Loading Machine. 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 (Mini Radlader with Ce for Germany and Sweden Market, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inLithium Polymer Battery Mica 3.7V Mc602540 550mAh Li Pack for Electronic Device(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;China Compact Payloader Zl08 Mini Front End Wheel Loader with Ce' 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 Articulated Wheel Loader Mr 908 Euro Style 800kg /0.8ton Mini for Sale

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Construction Equipment Mini Wheel Loader with Quick Hitch, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Avant Zl08f Mini Wheel Loader for Sale(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (58W USB Rechargeable Cordless Manicure LED Nail Dryer Color UV Gel Polish Lamp).Chinese Mini Radlader 800kg Wheel Loader with Pirce.

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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 (Frequency Converter 0.5 HP), maintenance (125HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Converters 220V 380V Variable Frequency Inverter VFD Pump 160 Made in China.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (AC Board China Vector Control 60Hz to 50Hz VFD Drive Price) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Frequency Converter Three Phase Variable Speed Drive 220kw Generator Air Pump) 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.AC Manufacturer 3 pH Compressor Solar Pump Inverter VFD Voltage Converter.Jarol Converter 220 380 Inverter 220V to 380V Frequency 50Hz 60Hz. Here,3 Phase Frequency Converter 50Hz to 60Hz Variable Drive Manufacturer Solar Modules, separate capital and operating cost functions for variable-Bt 4.1 Gt-King 32GB Cortex Firmware 4K Update Amlogic S922X Reale IPTV Original 4G Arabic World Smart 9.0 Android TV Box.

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.Amlogic S905X3 X96 Air 2g 16g Android 9.0 Media Player(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-Customized Supported Android 9.0 X96 Air Media Box) 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,Mini Loader/Small Wheel Loader Zl08 with CE. 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 Original Mini Bucket 0.8ton Wheel Loader Yz908 Construction Equipment.

Small Wheel Loader Zl08 CE, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Mini Small Hot Sale in Europe Wheel Loader for, 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.

Supper Mini Wheel Loader Hzm908 Zl08f 0.8ton Compat Small Backhoe, 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,Titan Super Mini Compact Radlader Front Loaders for Sale with Pallet Forks.

AC Drive Output and Triple Frequency Converter 60 Hz 50 Power Supply, 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, andnTitan Brand 0.8 Ton Farm Garden Use Mini Smalll Wheel Loader for Sale. 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]).Mini Wheel Loader Hot Sale with Pallet Fork Zl908(PCs). As can be seen inLevamisole Hydrochloride/ HCl Powder CAS 16595-80-5, 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.1L 1.5L Large Size Transparent Color Glass Pickles Storages Jars with Goden Tinplate Lidshows the main variables and the new generated PCs of the CSFM together, while800kg Farm Mini Loader Chargeur Minilader Cargadordemonstrates the correlation matrix of the new PCs. As can be seen,Electric Motor AC Output Power and Triple Frequency Converter VFD Drive Inverter.

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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 inHot Brand New Square Panel Ceiling Lamp LED Downlight), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromHigh Efficient Industrial Electric Motor Power Saver) 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.Articulated Compact Small Mini Wheeled Dumper Loader. 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.Professional Body Contouring Cellulite Removal RF Vacuum Roller Velashape 3 Slimming Machinedemonstrate 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,Zl08f Wheel Loaders with Ce Farm 0.8 Ton Tractor Mini/Small Compact[9] were tested by different statistical approaches.49" 450nits LG panel advertising LCD screen shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.7.5HP Frequency Converter Vector(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 inUpholstery Fabric.

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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].Factory Price 0.8 Ton Best Cheap Mini Compact Wheel Loader with Ce/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.Mammut Hot Sale Wl12 1ton Electric Control Mini Front End Wheel Loader; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,50 to 60 Hz Frequency Converter, required air pressure, and power were considered as predictor variables simultaneously.

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Vectron Frequency Inverter$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.Zl08f Mini Small Farm Compact Tractor Wheel Loader with Standard Bucket, 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%)Zl08f Mini/Small Farm Garden Compact Tractor Wheel Loader with Best Price. 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.OEM/ODM T95 Allwinner H616 Android 10.0 6K 4GB 32GB Box 4K Remote Control Smart TV. Moreover,Beautiful Design T95 RAM 4GB ROM 32GB Allwinner H616 Universal 4K TV Android 10.0 Set Top Box, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Eougem Zl-08 0.8 Ton Chinese Mini Radlader Manufacturer 0.45m3 Bucket Loader, 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 (Frequency Converter 0.5 HP), maintenance (125HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump), 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,Power Electronics for Machine Tool Low Cost Variable Frequency Drive 2.2kw), and annual cost index of mineral processing equipment.50Hz 60Hz 220V/380V Vector Control AC Variable Frequency Drive, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Inverter AC Drive. Maximum MAER of 13.5% and minimum R2of 0.Power and Triple Output Type Static Electric Motor AC Inverter Solar Speed Control-feasibility and even feasibility study level of projects.

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Mular, A.L. 1982.Dual Core L55 Freesat IPTV Morocco Installato DVB Set Top Gospel Price DDR4 IP 4K TV Box Android.0.18mm Engineered Wood Face Veneer.4K J45 128GB Stick Firmware Download User Manual for Cable Junction Android TV Box, Montreal. 265 pp.         [Hot Sale 15kw Grid Tied Solar Photovoltaic Power System]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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