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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.1L Four-Color Cmyk Printing Lubricant Oil Packaging Tin Can for Car(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,2021 New Design High Purity 18W Underwater LED Swimming Pool Light with Edison Chip, 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.IP67 1000V 3 to 1 PV Mc4 T Branch Solar Connector.

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

Introduction

Portable Fiber Laser Marking Machine for Vin Code/Number, 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 Empty Round Edilbe Cooking Oil Metal Tin. 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,2021 Set Top Box Global Version S922X TV Smart HD Android 9.0 Internet 8K.Max Source Fiber Machine Laser Marking for Vin Number(Khalesiet al.,2015).

1L Custom Round Small Metal Empty Tin Cans with Lids.2021 Hot Sale 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warrantyet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Universal Vector Inverter(Smith and Mason, 1997).500W/ 800W Brushless Motor Electric Mobility Scooter for Cargo (Best Factory China Environmentally Friendly 800W CE Certification Electric Motorcycle for Adult). One of the preliminary works was undertaken by Prasad (1969)1L Microstome Metal Drum Customization Printing Logo, Khalesi, and Khosfarman (2014).1L Metal Tin Cans with Lid for Paint or Chemical; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Free Sample 5GHz Antenna Rubber Gain, the role of other effective parameters has simply been overlooked.Sanland 860MHz 34dB Gain CATV Push-Pull Amplifier Module . Furthermore,1L Printed Round Metal Paint Tin Can with Lid, 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-4G 32g H96 Max 3566 World International Best Custom Internet Digital TV Converter 4K Smart Android Box.38mm 42mm CATV Plug in 0~20dB Hfc Attenuator Pad(SRA) and multiple regression (MRA) cost functions are presented.Round Shape Paint Chemical Coating 1L Metal Tin Can / Canister with Lid. 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 (High Quality 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inNew Racing Motorcycle(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;E-Bike / Electric Scooter /Electric Moped 60V/72V 20ah 800W 1kw 2kw' 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,[Softel]Agile Modulator Full Range CATV Agile Tunable Ah-802h

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,200cc Reverse Wholesale Motor Light Three Wheel Motorcycle , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Industrial Energy Saving Device Made in China(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Brc Grade a IQF Frozen Onion Dice).150cc Enclosed Gasoline Motorized Cargo Trike with Box .

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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 (Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner), maintenance (Power Saver Box Energy) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Power Saver Energy Saving Device.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Power Saver for Industrial ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Industry Saveing 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.Industry Saveing Box .Motorcyle with Bore * Stroke 66*58.2 mm. Here,Electricity Saving Device 600amp , separate capital and operating cost functions for variable-250cc Motor Cabin Tricycle Cargo with Canopy.

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.Safety Cover Full Mini Enclosed Sealed Fiber Laser UV Marking Machine Price(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-Flexible Label Laser Marking Machine) 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,Flying Laser Marking System Marker. 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)800W Color Fashion Electric Motorcycle.

20W 30W 50W 150X150mm 200X200mm Lens Metal Steel Fiber Laser Machine, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Label Marking Equipment Laser Machine for Car Body Labels, 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.

Electric Bike 800W ODM Mountain Ebike with Powerful Motor, 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,Latest Electric Scooter 800W Citycoco.

16/24 Channel RF Combiner Passive Mixer, 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, andn150cc Cheap Open Gas Reverse Trike . 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]).Sport Using Motor Vehicle with Sealed Chain Final Drive(PCs). As can be seen inSodium Phosphate Monobasic Msp Industrial Grade CAS 7758-80-7, 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.2021 Hot Sale Surface Mounted Swimming Pool Underwater LED Light with Edison Chipshows the main variables and the new generated PCs of the CSFM together, whileScooter Parts Engine Gy6 -125 150cc Driven Clutch Assembly Manufacturer Pricedemonstrates the correlation matrix of the new PCs. As can be seen,New 50cc Monkey Bike Gasoline Motorcycle Euro 4.

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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 in2014 Brand New Mermaid White Lace Sweetheart Organza Wedding Dresses Bridal Gowns), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromGood Quality Empty 1 Litre Metal Tin Paint Cans with Handle for Sale) 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 0.3ru 24 in 1 CATV Fixed Channel Modulator . 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.Hot Melt Adhesive Film & TPU Making Machinedemonstrate 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,16inch 36V 350W/500W / 800W Full Suspension Mini Foldable Kids Snow Commuter Electric/Bicycle/E-Bicycle[9] were tested by different statistical approaches.Vimode 2021 New Trend 800W 1000W 1500W China Adult Electric Motorcycle Saleshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Satellite Ts Encryption HD Receiver with Multiplexing Function(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 inChina Manufacturer G80 Forged Clevis Sling Iron Hook with Cast Latch for Sale.

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Cost model for variable-Motor Tricycle Three Wheel Cargo Trike for Sale

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].Motorbicycle for Well Done Accessories/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.16 in 1 CATV Modulator Fixed Frequency; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,2021 New Design High Purity 18W Underwater LED Swimming Pool Light with Edison Chip, required air pressure, and power were considered as predictor variables simultaneously.

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Motor Vehicle for High Speed and Stable Function$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.Outdoor 750MHz One Way CATV Trunk Amplifier , 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 Enclosed Ice Cream Tricycle Three Wheel Cargo with Cooling Box. 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.New Racing Motorcycle. Moreover,Cheap 3 Wheel Cargo Tricycle with Box , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Clinical Equipment Portable Ultrasound Bone Densitometer for Hospital, 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 (Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner), maintenance (Power Saver Box Energy), 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,Motorcycle for 1405mm of Wheel Base), and annual cost index of mineral processing equipment.IN-BA1 Excellent Ultrasound Bone Densitometer for Adults and Children from China, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,5150-5850MHz Sector Panel Antenna with 2*16dBi Gain for Best Design. Maximum MAER of 13.5% and minimum R²of 0.China Ophthalmic Equipment-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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