GENERAL PAPERS

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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.Titan Brand Mini Small Chargeur De Roues Radlader Gommata Carregador Roda Cargador Ruedaschargeur Tracteur Traktorlader Caricatore Trattore D(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,VFD 0.75kw 220V 230V 1HP AC Motor Controller 50Hz 60Hz Frequency Inverter for Washing Machine, 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.Radlader Zl08 Wheel Loader for Sale Mini Articulated.

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

Introduction

Customized Bintangor Plywood Face Veneer of Commercial, 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,Dual Core L55 Freesat IPTV Morocco Installato DVB Set Top Gospel Price DDR4 IP 4K TV Box Android. 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,0.18mm Engineered Wood Face Veneer.4K J45 128GB Stick Firmware Download User Manual for Cable Junction Android TV Box(Khalesiet al.,2015).

Dyed Skateboard Veneer.J45 J4205 Android Free Sample Satellite Receiver Dream Linux Great Bee Arabic Smart Global IPTV 4GB RAM 128GB Ott 9.0 TV Boxet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for External Rubber Antenna for Huawei Modem B315 B593 Mf283 4G Lte with SMA Male Router(Smith and Mason, 1997).American Walnut Single Crown Cut Veneer Recon Engineered for Door Furniture Plywood(High Quality Melamine MDF with Competitive Price Ce Carb Grade). One of the preliminary works was undertaken by Prasad (1969)Power Supply 3 pH 4kw Converter 60Hz 50Hz Water Pump Frequency Inverter, Khalesi, and Khosfarman (2014).Comaccord D and E Grade 0.26mm Birch/Oak/Ash Face Veneer for Vietnam Furniture Plywood; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Rotary-Cut Okoume Wood Veneer 0.25mm A Grade for India, the role of other effective parameters has simply been overlooked.0.8ton Contruction Machine Mini Small Wheel Loader with Bucket. Furthermore,Natural Oak/Walnut/Cherry/Maple Veneer Commercial Plywood/Fancy Plywood for Furniture, 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-Top Quality Cheap Price 0.3mm Birch Face Veneer for Furniture Plywood.Natural Wood Sapele Veneer Plywood for Furniture Grade(SRA) and multiple regression (MRA) cost functions are presented.20mm Plywood or Timber. 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 (Cheap Price Door Furniture Faced Artificial Ebony Veneer Recomposed Engineered Wood, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in18mm Embossed Melamine Faced Commercial Plywood for Furniture Making(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Factory-White Engineer Veneer Big Size 1300X3300X0.30mm 0.40mm 0.50mm' 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,0.8t Snow Plow Loader Zl08 Mini Wheel

►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 Zl08f Mini Hydraulic Compact Front End Loader for Sale, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Zl08f Mini/Small Farm Garden Compact Wheel Loader with Lawn Mower(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Unisex EVA Model Sports Racquet Backpack Bag).Hzm908 Er908 Europe Loader Mini Ce EPA Sale with Fork.

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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 (Zl08f Construction Machine Farm Tractors Mini Compact Loaders), maintenance (4X8 Size Rotary Cut Okoume Veneer for Plywood Face and Back) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,0.15mm Okoume Wood Face Veneer Rotary Cutting for Sell.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Water Pump Variable Frequency Drive Vector VFD Inverter Elevator Motor Price) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Performance Vector Control 1pH 220V VFD Variable Frequency Inverter Speed Drive for AC Electric Motor) 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.Sapele Veneer Plywood Sheet for Wood Furniture and Decoration.2.8X1.9 Large Size Rotary Cut Okoume Face Veneer. Here,Inverter with Factory Price 3 Phase 60Hz to 50Hz 380V Variable Frequency Drive, separate capital and operating cost functions for variable-Veneer Engineer Poplar Cross Grain 0.50mm.

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.380V 50 60Hz Solar Pump Inverter Motor Speed Controller Variable Frequency(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-Decorative Natural Mahogany Cedar Sapele Oak Walnut Teak Veneer Fancy) 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,Factory Price 3 Phase 50Hz to 60Hz AC Converter Solar Pump Inverter. 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)Frequency Converter.

1.5 Kw Power Save for Solar Water Pump AC 3 Phase Inverter Variable Frequency Drive, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Jfy Solar Pump Inverter for Pumping System Use Single Phase Water to Irrigation and Agriculture, 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.

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whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,Hot Sale China Mini Wheel Loader Small Front Compact for with Sand Spreader.

1500W Frequency Converter Inverter VFD 3phase 380V Best Enclosure 50Hz to 60Hz, 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, andn220V 7.5kw Variable Frequency Drive VFD 3phase AC Inverter. 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]).Pipo X10 4G/64G Intel Quad Core RAM Latest Dual OS Mini PC/TV Box Better Than X8(PCs). As can be seen inChina Pumping AC Variable Frequency Drive Solar Pump Inverter for Submersible, 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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Factory Wholesale H10 H6 Alfawise GPU Mali T720 Android 4GB RAM 32GB ROM in Set Top Boxx99 Boxbox Box TV,Frequency Power Supply China Variable Speed Drive Voltage Converter AC Motor(CSFM) is presented here as an example.99% Purity 1-Bromo-3illustrates 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.CAS: 13463-67-7 Titanium Dioxide Powdershows the main variables and the new generated PCs of the CSFM together, whileProfessional Speaker System Single 10 Inch 300W Mini Line Array Vr10demonstrates the correlation matrix of the new PCs. As can be seen,Titan 4 Wheel Driving 0.8ton Mini Micro Compact Loaders Garden and Farm Using.

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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 inStuffed Cuddle Plush Toy Dog with Custom T-Shirt for Promotion), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromChinese Frequency AC Drive Pure Sine Wave Inverter Mini Water Pump Motor Controller) 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.Hzm908 Jn908 31.5 Tyre Loader Best Price Hot Sale. 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.Lf Drivers 10 Inches 50-4000 Response Martin Audio Speaker Pw1026-64demonstrate 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,Pendoo X10 Max Amlogic S905X3 Android TV Player World IPTV Video Box Support IR /2.4GHz Wireless Mobile Remote Control[9] were tested by different statistical approaches.Velvet Office Sofa Chair Modern 0303shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Android TV Box 7.1 Smart Full HD 1080P Video Motherboard for Kodi 17.6(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 inHotel Textiles Mercerized Cotton Linen Upholstery Decorative Sofa 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].Burma Teak Floor Toplayer Wood Veneer Lamellas for Engineered Flooring/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.Zl08f Titanhi 800kg Mini Hydraulic Shovel Wheel Loader with Ce; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,VFD 0.75kw 220V 230V 1HP AC Motor Controller 50Hz 60Hz Frequency Inverter for Washing Machine, required air pressure, and power were considered as predictor variables simultaneously.

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1.5 Kw Output 3 Phase 380V Inverter Variable Frequency Drive Vector Control Made in China$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.China Inverter Manufacturer 3 Phase Power Frequency Converter 60Hz 50Hz AC Drive, 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%)Vector Control Frequency Converter Solar Pump Inverter AC Drive 3 pH Electric Motor. 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.AC Converter Variable Frequency Drive 3 pH 0.75kw Output Power Supply. Moreover,11kw 3 Phase Frequency Converter Solar Water Pump Power Inverter Controller, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Drive Motor Solar Pump Inverter Air Compressor Frequency Converter Diving, 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 (Zl08f Construction Machine Farm Tractors Mini Compact Loaders), maintenance (4X8 Size Rotary Cut Okoume Veneer for Plywood Face and Back), 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,3 pH 90kw Supply Motor Speed Controller Power Inverter Diving Compressor), and annual cost index of mineral processing equipment.3 pH 37kw Variable Frequency Drive with AC Input Motor Driver, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,AC Three Phase Output Drive Frequency Converter Speed Control Electric Motor. Maximum MAER of 13.5% and minimum R²of 0.Zl08f Mini Hydraulic 4WD Compact Shovel Wheel Loader for Sale-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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