GENERAL PAPERS

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S. Arfania; A.R.Radiate Pine Face VeneerHeat Sealing Embossed Plastic Vacuum Packaging Bag for Delicatessen; 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.Grade AA Veneer Furniture Building Material Plywood to Dubai(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,1L Wholesale Round Tin Can for Paint/Engine Oil with Tight Lid, 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.Manufacturer of Enigine Oil Can.

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

Introduction

Small Wheel Loader Wl80 800kg Loaders for Farm Work, 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,1L Tin Can for Camellia Oil . 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,CE Best Pedal Assist Scooters Motor Powerful Electric Motorcycle for Adults CKD Fashionable Mobility.Mxq 4K PRO Allwinner H3 Quad 7.1 1GB RAM 8GB ROM H. 265 3D Android Media TV Box(Khalesiet al.,2015).

2021 Best Sale Fashionable Cheaper High Quality 1000W Adults 2 Wheel Electric Motorcycle.Set Top Box T95q S905X2 4G 32g Android 9.0 HD TV Kodi Quad Coreet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Custom Plastic Coffee Flat Bottom Food Packaging with Ziplock Container(Smith and Mason, 1997).Hot Popular Fast Shipping H. 265 Standars Czech Republic Channels Internet TV Box(4-Chloro-4'-Methylbenzophenone High Quality Products CAS 5395- 79 -9). One of the preliminary works was undertaken by Prasad (1969)Junuo China Factory Mini Plastic E Digital Internet TV Set Top Box DVB T2 for Russia, Khalesi, and Khosfarman (2014).5 Litre Extra Olive Oil Tin Can ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,DC/AC Frequency Inverter Solar Pump Power 400-600V Input 2.2kw, the role of other effective parameters has simply been overlooked.Frequency Converterlow Industrial Power Inverter. Furthermore,2370 Alicosolar Easily Install 10kw on Grid Solar System 10kVA Kit with CE/TUV/ISO for Home Use, 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-China Electric Moped Motorcycle Sale for Adults Mobility E Scooter with Battery.Three Phase 380V/ 0.75kw~710kw AC Drive/VFD Speed Controller Frequency Converter/Inverter(SRA) and multiple regression (MRA) cost functions are presented.DC/AC Frequency Inverter Solar Pump Power 400-600V Input 4kw. 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 (Low Price B/C/D/E Grade Wood/Natural Birch Veneer, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inDeltamethrin 98% Tc Insecticide 2.5 Sc Wholesale 2021(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Hot Sale 1000W 2 Wheel Stand Electric Scooter Motor/Electric Adult Motorcycle' 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,Titan Chargeuses Cheap Small Log China Mini Digger Loader with European Quick Hitch

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Chinese Factory Direct Supply Lithium Battery Electric Scooter LCD Display Motorcycle E-Scooter, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Cheap Chinese Moped Scooter with Lithium Battery Rechargeable Electric Motos Motorcycle(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Hdr/Bluetooth TV In24 Inch 4K Curves Screen Smart Chinese Factory).2021 Wuxi Best Selling New Type Racing Mobility Adults 2 Wheels Electric Motorcycles E Motos CKD Scooters.

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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 (Grid Tied Solar Energy System 5kw 10kw 20kw 50kw 100kw 200kw 300kw 500kw), maintenance (2021 Hot Selling Two Wheel Cheap Powerful Electric Moped Motorcycles with Pedals Chinese Supply CKD Scooter) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Titan OEM New Type Qingzhou Loadefr Factory RC Avant Mini Wheel Loaders with Ce.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Zl08 0.8 Ton Garden Tractor Pay Loader 800kg Mini) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Titan Mini Loader 800kg New Front End Radloader with Spare Parts Best Shipping Agent Service) 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.Wolf Shovel Loader E5 for Agriculture Work.Fast Delivery 2 Wheel Lithium Battery Electric Bike Lady Bicycle Motorcycle in Stock. Here,Wolf Wl80 Mini Dumper Loader with Bucket, separate capital and operating cost functions for variable-Everun Er408 800kg Construction Equipment Compact Mini Wheel Loader with Bucket.

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.Agricultural Machine Small Wheel Loader Mini780 with CE Certificate(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-Cheap Price Zl08 0.8ton China Mini Articulated Hydraulic Front End Tractor Loaders) 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 0.8ton China Cheap Price Articulated Tractor Front Wheel Loader. 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)Factory Price Zl08 Mini Articulated Hydraulic Front End Farm Wheel Loader.

Factory Supply OEM Support Mxq PRO Rockchip Rk3229 Android 7.1 TV Box, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Natural Okoume Venner 0.90mmx6X9FT, 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.

All Sizes Good White Recon Veneer, 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,Dyed Natural Wood Veneer Oak Crown Cut for Hotel Decoration Shop Wall Kitchen Cabinet.

15mm Pine Wood Core Block Board for Construction, 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, andnThe New Natural Mahogany Okoume Veneer. 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]).Veneer Paper Tape Reeling and Gummed Repair for Joining Repairing Core Face Door Furniture(PCs). As can be seen inFactory Nitrogen Fertilizer Ammonium Sulphate 20.5%N Steel Grade for Agriculture, 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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2021 Hot Selling Popular New Cool Type Cheaper Price Chinese Supplier 2 Wheels Electric Scooters E Motos Motorcycles,Windows Mini PC Pipo X10 PRO Z8350 Chipset Smart TV Box Android 5.1 4G RAM 64G ROM(CSFM) is presented here as an example.for HP Laptop Mc06 11.1V 4400mAh 49wh Li-on Battery Envy M7-N000illustrates 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.Single 15 Inch PA Full Sound Systems Professional PRO Speakershows the main variables and the new generated PCs of the CSFM together, whileLarge Size Spherical Roller Bearing 239/600 239/630 239/670 239/ 710 Ca Cc MB Cage Self-Aligningdemonstrates the correlation matrix of the new PCs. As can be seen,5 Liter Paint Tin Can with Customized Printing Plastic Handle.

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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 inHobby Automatic CNC Router with 4.5kw*3), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from0.8ton Zl08f Small Wheel Loader) 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 0.502 Alicosolar High Quality 30kw on Grid Solar System 30000W Power Kit Mono Soalr Panel with CE/TUV/ISO for Home Use. 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.Enclosed Covered Tricycle with Wagondemonstrate 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,2382 Alicosolar Easily Install 10kw on Grid Solar System 10kVA Kit with CE/TUV/ISO for Home Use[9] were tested by different statistical approaches.Innopack 5L Paint Engine Oil Tin Can with Plastic Handleshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.HK1 Smart TV Box Amlogic S905W Android 7.1 Quad Core 2GB 16GB(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 inClassic Printing Picnic Cooler Bag.

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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].Innopack Food Grade Metal Tin Can for Edible Cooking Oil in Low Price/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.Cheapest Price Mxq PRO Rk3229 4K Android TV Box 1GB 8GB Smart Set Top Download User Manual Firmware Update Wholesale Model; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,1L Wholesale Round Tin Can for Paint/Engine Oil with Tight Lid, required air pressure, and power were considered as predictor variables simultaneously.

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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.5kw Single Phase Home Grid Tied Solar Power System. Moreover,Hot Sale 15kw Grid Tied Solar Photovoltaic Power System, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (5kw Inverter Grid Tied Solar Power System for Home, 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 (Grid Tied Solar Energy System 5kw 10kw 20kw 50kw 100kw 200kw 300kw 500kw), maintenance (2021 Hot Selling Two Wheel Cheap Powerful Electric Moped Motorcycles with Pedals Chinese Supply CKD Scooter), 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,975 Solar 30kw 40kw on Grid Tie Power System for Factory/House Roof), and annual cost index of mineral processing equipment.Rosen 55kw Grid Tied on Solar System to Global Market, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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