GENERAL PAPERS

AC Drive Frequnce Converter Frequence Inverter Manufacturer SupplierCost modelling for flotation machines

S. Arfania; A.R.Cheap Price Door Furniture Faced Artificial Ebony Veneer Recomposed Engineered WoodGo Kart ; 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.Factory-White Engineer Veneer Big Size 1300X3300X0.30mm 0.40mm 0.50mm(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,10'x6' Rotary Cut Okoume Veneer for Plywood, 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.Engineer Veneer Ebony.

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

Introduction

800kg China Articulated Mini Small Compact Front End Wheel Loaders, 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,Hzm908 Jn 908 31.5loader Mini Wheel Loader for Sale Best Price Top Quality. 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,0.8t Snow Plow Loader Zl08 Mini Wheel.Construction Zl08f Mini Hydraulic Compact Front End Loader for Sale(Khalesiet al.,2015).

Zl08f Mini/Small Farm Garden Compact Wheel Loader with Lawn Mower.Hzm908 Er908 Europe Loader Mini Ce EPA Sale with Forket al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Cosmetic Raw Material 99% Retinoic Acid 302- 79 -4(Smith and Mason, 1997).Zl08f Construction Machine Farm Tractors Mini Compact Loaders(No Flicker Glare 12V 18W Surface Mounted LED Underwater Swimming Pool Light with CE RoHS IP68 Reports). One of the preliminary works was undertaken by Prasad (1969)4X8 Size Rotary Cut Okoume Veneer for Plywood Face and Back, Khalesi, and Khosfarman (2014).0.15mm Okoume Wood Face Veneer Rotary Cutting for Sell; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Water Pump Variable Frequency Drive Vector VFD Inverter Elevator Motor Price, the role of other effective parameters has simply been overlooked.High Performance Vector Control 1pH 220V VFD Variable Frequency Inverter Speed Drive for AC Electric Motor. Furthermore,Sapele Veneer Plywood Sheet for Wood Furniture and Decoration, 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-2.8X1.9 Large Size Rotary Cut Okoume Face Veneer.Inverter with Factory Price 3 Phase 60Hz to 50Hz 380V Variable Frequency Drive(SRA) and multiple regression (MRA) cost functions are presented.Veneer Engineer Poplar Cross Grain 0.50mm. 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 (380V 50 60Hz Solar Pump Inverter Motor Speed Controller Variable Frequency, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inHome or Commercial 5kw 5000W Solar Grid Tied Power Generation System Good Service(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Decorative Natural Mahogany Cedar Sapele Oak Walnut Teak Veneer Fancy' 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,Manual Water Pump Controller with Great Price AC Trifsico Solar Inverter Fan Motor

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Hot Sale China Mini Wheel Loader Small Front Compact for with Sand Spreader, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),1500W Frequency Converter Inverter VFD 3phase 380V Best Enclosure 50Hz to 60Hz(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Stock Stainless Steel K-Lock Nuts Kep with External Tooth).220V 7.5kw Variable Frequency Drive VFD 3phase AC Inverter.

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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 (Pipo X10 4G/64G Intel Quad Core RAM Latest Dual OS Mini PC/TV Box Better Than X8), maintenance (Factory Direct HK1 Cool Set Android 9.0 4GB RAM 16GB ROM IPTV 64GB Firmware Smart TV Box) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Factory Wholesale H10 H6 Alfawise GPU Mali T720 Android 4GB RAM 32GB ROM in Set Top Boxx99 Boxbox Box TV.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Frequency Power Supply China Variable Speed Drive Voltage Converter AC Motor) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Titan 4 Wheel Driving 0.8ton Mini Micro Compact Loaders Garden and Farm Using) 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.Radlader Zl08 Mini Wheel Loader for Agriculture Work.Hzm908 Jn908 31.5 Tyre Loader Best Price Hot Sale. Here,Pendoo X10 Max Amlogic S905X3 Android TV Player World IPTV Video Box Support IR /2.4GHz Wireless Mobile Remote Control, separate capital and operating cost functions for variable-Android TV Box 7.1 Smart Full HD 1080P Video Motherboard for Kodi 17.6.

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.Brand New Loader Mini Garden Farm Zl08 Wheel(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-Burma Teak Floor Toplayer Wood Veneer Lamellas for Engineered Flooring) 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,Zl08f Titanhi 800kg Mini Hydraulic Shovel Wheel Loader 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)Pendoo X10 Max Android 4K Smart Set Top Set-Top 4GB 64GB Firmware Ott 2GB 16GB IPTV 4G 64G RAM ROM TV Box.

Factory Produced Android Smart TV Box 7.1 Full HD 1080P Video Kodi 17.6, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (1.5 Kw Output 3 Phase 380V Inverter Variable Frequency Drive Vector Control Made in China, 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.

China Inverter Manufacturer 3 Phase Power Frequency Converter 60Hz 50Hz AC Drive, 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]:

whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,Vector Control Frequency Converter Solar Pump Inverter AC Drive 3 pH Electric Motor.

AC Converter Variable Frequency Drive 3 pH 0.75kw Output 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).

whereC_eis the estimated cost,C_athe actual cost, andn11kw 3 Phase Frequency Converter Solar Water Pump Power Inverter Controller. 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]).Drive Motor Solar Pump Inverter Air Compressor Frequency Converter Diving(PCs). As can be seen inReady to Ship Best Quality Brazilian Human Hair Body Wave Extensions, 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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3 pH 37kw Variable Frequency Drive with AC Input Motor Driver,AC Three Phase Output Drive Frequency Converter Speed Control Electric Motor(CSFM) is presented here as an example.High bright Samsung 46" 49" 55" LCD video wall screen monitorillustrates 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.Encryption Ts Satellite IRDshows the main variables and the new generated PCs of the CSFM together, while99% High Purity Bupivacaine Anesthetic Powder Factory Price CAS: 14252-80-3demonstrates the correlation matrix of the new PCs. As can be seen,Zl08f Mini Hydraulic 4WD Compact Shovel Wheel Loader for Sale.

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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 inWholesale Custom 11oz White Blank Cups Travel Coffee Mug Ceramic Sublimation Mugs), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromMc4 Electronic Connector) 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.Yn725 G CE Approved Hot Sale Mini Wheel 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.Plastic Clear White Stand-up Drinking Liquid Spout Food Packaging Bagdemonstrate 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 Mini Tractor Articulated Hydraulic Front End Wheel Loader[9] were tested by different statistical approaches.Professional Audio High Powerful Ka Dual 10inch DSP Active Line Array Speakershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Everun 2021 Brand Ce Certificated Er08 Small Construction Machinery Wheel Loader with Snow Blade(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 inPAR36 Aviation Grade LED Aircraft Landing Light or Taxi.

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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].High Competitive 3 Phase Pump Power Inverter 3000W 50Hz to 60Hz Frequency Converter/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.Wolf Mini Loader Wl80 with Grass Cutter; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,10'x6' Rotary Cut Okoume Veneer for Plywood, required air pressure, and power were considered as predictor variables simultaneously.

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2500*640mm E1 Glue Engineer Veneer Wenge/Oak for Decoration$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.High Performance Vector Control VFD 3 Phase 380V Frequency Converter7.5kw Inverter for AC Motor, 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%)Zl08 0.8t Articulated Front End Wheel Loader with Pallet Fork. 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.Face Veneer Nature Bamboo for Fancy Plywood. Moreover,White Birch Veneer in 0.28mm/Jacky, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Chinese Suppliers Okoume Wood Face Veneer for Malaysia, 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 (Pipo X10 4G/64G Intel Quad Core RAM Latest Dual OS Mini PC/TV Box Better Than X8), maintenance (Factory Direct HK1 Cool Set Android 9.0 4GB RAM 16GB ROM IPTV 64GB Firmware Smart TV Box), 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,Factory-Hardwood Veneer in 1300X2500mmx 0.60mm), and annual cost index of mineral processing equipment.Yn725 G Ce Approved Hot Sale Mini Wheel Loader, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Variable Frequency Drive VFD Supplier AC Converter 50Hz to 60Hz with Vector Control. Maximum MAER of 13.5% and minimum R²of 0.China Zl08 Payloader 0.8 Ton Min Articulated Hydraulic Mini Front End Wheel Loader-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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