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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.Guangzhou Manufacturer Empty Anti Bacterial Diesel Additive Can for Fuel Cleaner(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,Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans, 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.Buy Food Grade Metal Material Empty Cans for 0.5-2.5L.

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

Introduction

Hot Sale 301 401 Easy Opening Seal Can Round Empty Tin with Metal Caps, 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,1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas. 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,10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim.Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim(Khalesiet al.,2015).

Alloy Wheels .Silver Truck Wheel Rims Steel 17.5 Inchet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 17.5X6.75 Heavy Duty Truck Trailer Steel Wheel Rim(Smith and Mason, 1997).15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer(Single 10 Inch Top Line Array Passive Audio Speaker PA System Suited to 500-1500 People). One of the preliminary works was undertaken by Prasad (1969)High Efficiency Waterproof Grid Tied PV Inverter 230V DC to AC, Khalesi, and Khosfarman (2014).Finished Surface HD Truck Wheel 17.5inch Rims Steel; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,250CC Go Kart , the role of other effective parameters has simply been overlooked.18mm Carb Birch Okoumen Plywood. Furthermore,Retro Electric Motorcycle Scooter , 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-Carb Approved Birch Plywood.Low Power Elevator Inverter 12kw with Controller(SRA) and multiple regression (MRA) cost functions are presented.High Quality 18mm Carb Birch Okoumen Plywood. 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 (1.5kw 220V Frequency Converter Single Phase 380 3, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPlastic PE PP HDPE PPR Pipe Making Machine Extrusion Production Line(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Carb Approved Birch Plywood' 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,Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Wolf Loader Wl80 Zl08 Radlader Mini Wheel(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Small Scaleqt4-23A Industries Machines).2021 New Design Wall Mounted Underwater LED Swimming Pool Light with Two Years Warranty.

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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 (High Quality Carb Certified Birch Faced Furniture Plywood), maintenance (UV Birch Plywood with Poplar Core Carb E0 Glue From Factory) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (China Wolf Wl80 Articulated Mini Loader) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Digital ATSC Receiver Internet TV Set Top Box) 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.Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W.High Quality Aluminum Alloy Wheels Rims. Here,Truck Rim Steel Polished 17.5 Inch Wheel, separate capital and operating cost functions for variable-Sunpal 150kw Solar Grid Tied System Low Price.

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.5GHz 19dBi Enclosure WLAN Antenna(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-16 17 18 Inch Vossen CV5 Alloy Wheel) 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,VFD Air Compressor Asynchronous Variable Frequency Drive. 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)Tubeless Steel Wheel .

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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.

2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports, 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,5GHz Antenna High Gain 32dBi.

5GHz Dual Polarization Enclosure WLAN Antenna, 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, andn32dBi 5GHz WLAN Antenna. 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]).Brown Black Opaque Chemical Industrial Container 100ml Flip Top Cap Bottle(PCs). As can be seen in30W Dante Wall Speaker with External 24V DC Power Supply Dp 430, 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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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.Max Source Fiber Machine Laser Marking for Vin Numbershows the main variables and the new generated PCs of the CSFM together, whileLight Luxury Ins Style Super Soft Latex Fabric Sofa Nordic Small Family Living Room Double Three People Downdemonstrates the correlation matrix of the new PCs. As can be seen,No Flicker Glare Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Edison Chip.

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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 inSkyacido® Acid Orange 116 Powder Dye), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromHot Sale Am 20 "Mountain Bike with 21 Speeds) 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 0.17 Inch Machined Aftermarket Alloy Wheel . 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.Manufacturer Solar Home System 3kwh LiFePO4 Batterydemonstrate 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,2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty[9] were tested by different statistical approaches.1L Aluminum Tin Can for Food Packaging shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.New Electric Beatiful on Road 800W Scooter E-Motorcycle(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 inR-9 Popular Use Ophtalmology Equipment Auto Refractometer Pricelist.

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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].Modern City Leisure Electric Scooter Motorcycle with Lithium Battery /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.White Truck Wheel 17.5X6.00 Steel Rims; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans, required air pressure, and power were considered as predictor variables simultaneously.

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AC Variable Frequency Drive Single Phase$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 0.17.5X6.75 Heavy Duty Truck Trailer Steel Wheel Rim, 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%)Triple Phase Variable Frequency Inverter AC Drive. 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.White Steel Wheel for Truck 17.5X6.00. Moreover,Carb Grade 18mm Commercial Plywood, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Highlighted LED Electric Motorcycle with 60V 800W 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 (High Quality Carb Certified Birch Faced Furniture Plywood), maintenance (UV Birch Plywood with Poplar Core Carb E0 Glue From Factory), 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,AC 3 Phase 380V Compact Vectorial Inverter Frequency 220V), and annual cost index of mineral processing equipment.High Speed Full Size Adult 800W Z1000 Electric Motorcycle, 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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