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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

Motorcycle Scooter Rear Clutch Assembly for Gy6 -90 EnginesCost modelling for flotation machines

S. Arfania; A.R.2021 Wholesale Foshan Chinese Real Leather Living Room Sofa Modern Furniture Active Speaker with LED Display 15"500W Full Range Bluetooth H-15p; 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.VFD Ultra-Low-Noise Delixi 55kw 720va Variable Frequence Inverter(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,Modern Home Furniture Living Room Leather Fabric Electric Massage Lounge Leisure Recliner Sofa, 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 0.7.5kw VFD Drives/ Frequence Inverter/Converter/ AC Drive Enc.

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


Introduction

Wholesale Folding Bed   Recliner Sofa Beds Fabric, 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,Modern Furniture. 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,Foshan Factory Wholesale High Quality Living Room Leather Sofa.Tx6s H616 32GB ROM Recorder Android 4GB RAM Stick Set Top 2021 SIM Card Ott WiFi Andriod Smart TV Box(Khalesiet al.,2015).

Motor Electronic Power Frequency Converter 380V 2.2kw.Pipo X8 Mini PC Smart TV Boxet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Dare Dual 8" Neodymium Active Line Array Set PA System(Smith and Mason, 1997).Twisan Honoured Production 800kg Small Front End Loader with High Quality(110/90- 17 Used Tubeless Second Hnad Motor Tire/Tyre). One of the preliminary works was undertaken by Prasad (1969)Frequency Inverter 380V 50/60Hz, Khalesi, and Khosfarman (2014).15kw Frequency Inverter for Solar Panel and Fan Pump Input 380-600V DC; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,AC Drive for Bridge Crane VFD Using Mono Overhead 3pH 380V 11kw, the role of other effective parameters has simply been overlooked.Mini Variable-Frequency Drive/ VFD /Adjustable-Frequency Drive /Afd/ Variable-Voltage/Variable-Frequency /Vvvf/Drive/ Variable Speed /VSD/AC. Furthermore,Frequency Inverter/Electrical Converter/Inversor/Power Inverter/Variable Speed Controller, 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-50 to 60 Hz Frequency Converter.AC Variable Vector Frequency Inverter(SRA) and multiple regression (MRA) cost functions are presented.Chinese Supplier of Variable Frequency Drive/AC/DC Motor Speed Controller. 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 (AC Drive Solar Charge Controller 3 pH Inverter Welding Machine Elevator Motor Price, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inCompact structure mini loader/wheel loader/ with 0.8ton bucket for building construction(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;AC Drive Frequnce Converter 5.5kw Pump Use ' 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,Small Variable-Frequency Drive

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,VFD Motor Drive Inverter Converter 1.5kw / 2.2kw 220V Variable Frequency, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),VFD AC 380V 1.5kw Three Phase Inverter Frequency Converter Variable Drive(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Three-storey Lifting Side-Sliding Garages Parking system for ground parking).Variable Speed Drive MPPT Motor Controller Solar Pump Inverter Power Supply.

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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 (Compact Mini Farm Loader 800kg Wheel for Sale), maintenance (Frequency China Vector Control AC Drive Power Supply Inverter Solar Converter) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,0.8ton Zl08f Small Wheel Loader.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Loading Machine) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Mini Radlader with Ce for Germany and Sweden Market) 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.China Compact Payloader Zl08 Mini Front End Wheel Loader with Ce.Farm Equipment 800kg Small Loader Payloader for Sale. Here,Three Phase AC Variable Speed Frequency Converter Fan Motor Pump Controller, separate capital and operating cost functions for variable-0.8t Multifunctional Hydraulic Wheel Loader for Farm.

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.Android TV Box X96 Air 4GB 32GB 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-China Articulated Wheel Loader Mr 908 Euro Style 800kg /0.8ton Mini for Sale) 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,Construction Equipment Mini Wheel Loader with Quick Hitch. 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)Avant Zl08f Mini Wheel Loader for Sale.

Chinese Mini Radlader 800kg Wheel Loader with Pirce, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Frequency Converter 0.5 HP, 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.

125HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump, 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,Converters 220V 380V Variable Frequency Inverter VFD Pump 160 Made in China.

AC Board China Vector Control 60Hz to 50Hz VFD Drive Price, 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, andnFrequency Converter Three Phase Variable Speed Drive 220kw Generator Air Pump. 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]).AC Manufacturer 3 pH Compressor Solar Pump Inverter VFD Voltage Converter(PCs). As can be seen inHigh Quality Lidocaine Hydrochloride / HCl CAS 73-78-9, 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.Three Phase Frequency Inverter Made in China Hot Saleshows the main variables and the new generated PCs of the CSFM together, whileChina 125cc 150cc Scooter Euro 4 Stroke Motorbike Moped EPA 49cc 50cc Electric Carburetor EEC Gasdemonstrates the correlation matrix of the new PCs. As can be seen,Amlogic S905X3 X96 Air 2g 16g Android 9.0 Media Player.

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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 inGood Price SMD3528 Flexible LED Strip Light), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromLevamisole Hydrochloride/ HCl Powder CAS 16595-80-5) 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.Mini Loader/Small Wheel Loader Zl08 with CE. 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.Dual 10 Inch Line Array for Church demonstrate 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,China Original Mini Bucket 0.8ton Wheel Loader Yz908 Construction Equipment[9] were tested by different statistical approaches.1L 1.5L Large Size Transparent Color Glass Pickles Storages Jars with Goden Tinplate Lidshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Small Wheel Loader Zl08 CE(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 inHigh Quality Long Life Tungsten Carbide Insert Cold Heading Die.

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Cost model for variable-Mini Small Hot Sale in Europe Wheel Loader for

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].Supper Mini Wheel Loader Hzm908 Zl08f 0.8ton Compat Small Backhoe/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.Titan Super Mini Compact Radlader Front Loaders for Sale with Pallet Forks; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Modern Home Furniture Living Room Leather Fabric Electric Massage Lounge Leisure Recliner Sofa, required air pressure, and power were considered as predictor variables simultaneously.

AC Drive Output and Triple Frequency Converter 60 Hz 50 Power Supply. Moreover, the operating cost was detailed in different cost items.Titan Brand 0.8 Ton Farm Garden Use Mini Smalll Wheel Loader for Sale, indicated in10inch Loudspeaker PA Speaker PRO Audio, and major extrapolation should be avoided.

Mini Wheel Loader Hot Sale with Pallet Fork Zl908$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 0.220V 3HP Frequency Converter, 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%)AC Frequency Converter2HP 1phase. 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 Frequency Converter Variable Speed Drive 7.5kw Inverter Three Phase Power Save. Moreover,Electric Motor AC Output Power and Triple Frequency Converter VFD Drive Inverter, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Supprot OEM Software Android 9.1 Rk3228 2GB and 16GB Wholesale TV Boxes, 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 (Compact Mini Farm Loader 800kg Wheel for Sale), maintenance (Frequency China Vector Control AC Drive Power Supply Inverter Solar Converter), 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,Articulated Compact Small Mini Wheeled Dumper Loader), and annual cost index of mineral processing equipment.Zl08f Wheel Loaders with Ce Farm 0.8 Ton Tractor Mini/Small Compact, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,7.5HP Frequency Converter Vector. Maximum MAER of 13.5% and minimum R2of 0.New Design Converter 220V 380V DC AC Inverter Motor Pump VFD Power High Quality-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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