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S. Arfania; A.R.Yn725 Yineng Mini Wheel Loader 18.5kw Cabin2021 New Modern Design Living Room Leather Sofa; 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.380V 400Hz 3p AC Drive Hot 15kw Frequency Converter(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,Single Phase Input and Output 220V Able 640 Static Frequency Converter 400Hz, 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 0.3 Phase Mini AC DC Frequency Inverter Motor Speed Controller Power Supply 5.5kw-110kw.

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

Introduction

VFD Frequency Converter Inverter for Constant Pressure Water Supply, 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 Pump Inverter 220V 380V Three Phase Inverters. 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,7.5HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump.large cabin and powerful engine Customized 0.8ton mini wheel loader(Khalesiet al.,2015).

Qingzhou 0.8ton Shovel Loader Small Front with Bucket for Sale.Eougem 0.8ton Articulated Payloader Zl08 with Changchai Engineet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Professional Sound System 10'' PRO Neodymium Line Array PA Audio System.(Smith and Mason, 1997).AL908 0.8ton Wheel Loader Machinery for Sale(Ce Approved 10inch Portable Laptop Bone Densitometer Ultrasound Scanner ). One of the preliminary works was undertaken by Prasad (1969)Chinese Everun Zl08 800kg 0.8 Ton Compact Small Mini Wheel Loader with Snow Bucket, Khalesi, and Khosfarman (2014).800kg China Small Front High Quality Wheel Loader for Sale in Europe; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Melamine Glue WBP Commerical Plywood, the role of other effective parameters has simply been overlooked.Decorative Pine Groove Plywood Veneer Fancy. Furthermore,E0 Glue White Bleached Poplar Plywood Bb/Bb Grade High Quality Carb Certificated, 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-18mm Brown Film Faced Finger Jointed Plywood for Concrete Formwork.18mm Embossed Melamine Faced Commercial Plywood for Furniture Making(SRA) and multiple regression (MRA) cost functions are presented.Filmfaced Plywood with High Quality and Cheap Price. 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 (9mm E1 Glue Bintangor Plywood Board, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in2021 New Removable Battery 350W Motor Scooter Electric Motorcycle for Adult(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;E0 12mm Good Quality Melamine Laminated Plywood for Furniture Produce/Baby Room' names:

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►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,15kw Grid Tied Solar System, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Rosen 8kw Grid Tied on Solar Panel System(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Automotive Hot Rolled Steel Sheet Asb Ase Qste420TM/Qste460TM Plate/Coil/Strip Per Piece Price).0.5HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump.

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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 (12kw Grid Tied Complete Set Easy Installation Solar Energy System for Home Use or Industrial), maintenance (Grid Tied 11kw Solar Panel System Home Commercial Power Supply) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,5kw Grid Tied Solar Power System for Home Use.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (12kw Grid Tied Solar System) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Chinese Frequency AC Drive Pure Sine Wave Inverter Mini Water Pump Motor Controller) 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.200cc/300cc Adults Racing Go Kart for Sale Ce Certificate.Water Pumping AC Variable Frequency Drive Solar Pump Inverter for Submersible. Here,0.4kw 0.5HP Elevator Inverter Price Electronics 220V 240V Three Phase Pump, separate capital and operating cost functions for variable-Jarol Strong Overload Capacity AC Drive Frequency Inverter .

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.China Pumping AC Variable Frequency Drive Solar Pump Inverter for Submersible(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-Sporty Electric Scooter ) 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,SMD3014/2835 AC/DC Underwater LED Swimming Pool Light. 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)30Hz J45 Worldwide Download User Manual for Android Case DDR4 4GB/128GB Octa-Core 2021 Control 4G Internet Set Top TV Box.

Best Selling 4X4 Farm ATV, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Cheap Racing Go Kart for Sale 200cc Water Cooled Zyao, 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.

Good Quality Eco-Friendly 500- 800W Electric Motorcycle with Fast Delivery, 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,Suspension Delivery Chinese 800W Electric Motorcycle Small Long Range Accessories Two Wheels.

Amlogic Chipset S905X2 Quad Core Android8.1 4K Smart Internet TV Box T95q, 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, andnPlywood Mdo / Hdo for Concrete Formwork Slab Form. 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]).Electric Scooter/ Motorcycle/TM-Monya(PCs). As can be seen inGrid Tied Solar Panel Energy System for Home Power Generation 7kw 8kw 9kw, 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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Hot-Sale Sporty Electric Motorcycle Mn5,Good Price CE 500W Bicicletas Electricas 48V Electric Motorcycle 800W for Adult(CSFM) is presented here as an example.Pharmavceutical Grade 2-Phenylbenzimidazole CAS 716- 79 -0 with Good Priceillustrates 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.China Ethyl 2-Bromovalerate Liquid CAS 615-83-8shows the main variables and the new generated PCs of the CSFM together, whileDiesel Engine Parts Fuel System Nozzle Dlla145pn574demonstrates the correlation matrix of the new PCs. As can be seen,RGB/White 18W PAR56 LED Swimming Pool Light.

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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 inDC12V 24V LED IP68 Waterproof Outdoor Underwater Strip Light), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromComaccord D and E Grade 0.26mm Birch/Oak/Ash Face Veneer for Vietnam Furniture Plywood) 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.PAR56 316ss 18watt LED Underwater Swimming Pool Lights with PC Niche. 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.Launch X431 PRO3s+ Hdiii 12V Car/24V Truck Full System Diagnostic Tools Auto OBD OBD2 Code Reader Scanner Pk V PRO Mk808demonstrate 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,18W Recessed IP68 PAR56 LED swimming Pool Underwater Light[9] were tested by different statistical approaches.Medical Machine / Multipolar RF Facial Beautyshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.18W RGB Underwater LED PAR56 Bulb Light for Swimming Pool Lighting(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 inQm2-42 Egg Layer Mobile Concrete Brick Making Machine.

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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].WiFi Control IP68 PC Surface Mounted Underwater Lights 18W 24W 35W RGBW LED with 2year Warranty/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.24watt IP68 Resin Filled Flat LED Swimming Pool Underwater Light; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Single Phase Input and Output 220V Able 640 Static Frequency Converter 400Hz, required air pressure, and power were considered as predictor variables simultaneously.

The Thinnest Wall Pool Underwater Swimming Light 18 Volts. Moreover, the operating cost was detailed in different cost items.Rosen 7kw Grid Tied on Solar Panel System, indicated inPain Relleving Local Anesthetic Xylocaine 137-58-6 UK Warehouse Lidocaine Free Sample, and major extrapolation should be avoided.

11kw Grid Tied Solar Energy System Industrial Power Supply$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.Customized 18mm Carb Birch Okoumen Plywood, 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%)China Plywood for The Furniture/Construction. 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.3-18mm Melamine Plywood/Melamine Board/Fancy Paper Face Plywood for Indoor Use. Moreover,Factory Direct Sale on Grid Complete Tied Solar Systems 1kw 10kw Panel System, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Grid Tied Wind Solar Power System, 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 (12kw Grid Tied Complete Set Easy Installation Solar Energy System for Home Use or Industrial), maintenance (Grid Tied 11kw Solar Panel System Home Commercial Power Supply), 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,Canada IPTV Server Subscription Resellers Panel French Spain USA Turkey Arab Android Box Smart TV Mag M3u IP), and annual cost index of mineral processing equipment.Ash Solid Wood decoration Board, 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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