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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.Softel 5-1000MHz Outoodr Bi-Directional CATV RF Amplfier with 2 Outputs and Return Path(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,Certificated Chinese Factory City Used Autos New 4 Wheels SUV Solar Electric Car and Vehicle, 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.Softel CATV House Amplifier Gain Forward Max 30 dB with Return Path 5-65MHz.

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

Introduction

Gain 30dB 1 Output CATV House User Amplifier with AGC, 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,Softel 24 Channel Optional RF Fixed Analog Modulator. 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,Cummins diesel engine 4918416 inline 5 diagnostic tool datalink adapter.Solar Energy System 3kwh Power Home Built in Inverter(Khalesiet al.,2015).

High Quality 3kwh Rechargeable LiFePO4 Lithium Battery.Automatic Thermostatic Vulcanizer for Sale et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Cheap Popular Pattern 3.00-18 Motorcycle Tyre(Smith and Mason, 1997).BMW N63 S63 Camshaft Alignment Tool Set (Kf760 Line Array System for Outdoor Concert). One of the preliminary works was undertaken by Prasad (1969)Gy6 -125 Spark Plug Cap OEM Quality Motorcycle Parts, Khalesi, and Khosfarman (2014).2021 High Quality Marine 1400W Hybrid Power Inverter Solar System Portable with 3kwh Lithium Battery; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Motorcycle Scooter Rear Clutch Assembly for Gy6 -90 Engines, the role of other effective parameters has simply been overlooked.Motorcycle Parts Speed Cable for Gy6 -150. Furthermore,Powder Metallurgy Hot Press Sintering Furnace, 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-Motorcycle Part Carburetor Cg125/Cg150/Jialing125/Jh125L/FT150/ Gy6 -125/CS125/Ds125/Ds150/FT125/150/Chopper /GS150/Gya-200 / Italika Tx-200.Cheap Popular Pattern 3.00-18 Motorcycle Tyre(SRA) and multiple regression (MRA) cost functions are presented.Strong Corrosion Resistance High Overload Pressure Sensor. 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 (300cc Triciclo Con Cabina, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inDual 10 " Outdoor Multimedia Sound Machine Home Theater Bluetooth Karaoke Party PA Disco DJ Ball High Power Audio Trolley Active Speaker with Wireless Microphone(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Three Wheel Trolley Tube Type Tire 90/90-18' 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,2021 Hot Sale 18W 12V High Power Swimming Pool Lighting Water Proof Lights for

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Lashes 3D Wholesale Vendor Full Strip False Eyelashes 20mm, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),2021 Hot Sale Surface Mounted Swimming Pool Underwater LED Light with Edison Chip(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (8 Ton Mobile Hydraulic Yard Ramps Warehouse Container Loading Dock Ramp).Chinese 300cc Cheap Farm Gas Trike .

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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 (3.00- 17 Super High Quality Natural Rubber Motorcycle Tire.), maintenance (Thin-film Sputtering Pressure Transmitter For Medical Equipment) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,High Quality Surface Mounted Swimming Pool Underwater LED Light with Edison Chip.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Ophthalmic Ultrasonic Pachymeter and Biometer) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (2D Echo Color Doppler Ultrasound Scanner Diagnostic Equipment) 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.2021 New Arrival Malaysian Eyebrow.18" Remy Hair Lace Front Closure Natural Color Body Wave. Here,250ml 500ml 750ml 1L Fancy Small Cooking Oil Tin, separate capital and operating cost functions for variable-2D Echo Color Doppler Ultrasound Scanner.

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.Ready to Ship Best Quality Brazilian Human Hair Body Wave Extensions(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-8-30inches Malaysian Straight Hair Bundles 100% Human Weaves) 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,Ophthalmic Biometer &Pachymeter . 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)New Cooling Fast Racing Motorcycle 400cc 250cc Efi System 150km/H.

Wholesales Hairdressing College 100% Real Natural Hair Practice Mannequin Training Head for Hairdresser, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (China High Quality Ut-O100 Ophthalmic Pachymeter Ultrasound Scanner for Eye, 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.

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whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,50cc EEC Motorcycle Scooter Efi Moped.

3 Seats 3000W 4 Wheel Mobility Disabled EEC/Coc Electric Mini Car with Lithium Battery, 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, andn50cc/125cc Euro 5 Certificate Gas Scooter Motorcycle Moped Efi . 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]).Zhenhua New T5 300cc Motorcycle Efi(PCs). As can be seen inHigh Quality 5000W Grid Tied Solar Power Generation System Competitive Price, 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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Motorbicycle with Efi Fuel Supply and Steel Tube Frame,High Speed Kawasaki Ninja Motorcycle 250cc(CSFM) is presented here as an example.2.5A 0.4kw IP20 Jarol Variable Frequency Driveillustrates 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.Chinese Manufacture Jcb332/Y6195 Universal Cylinder Seal Kitshows the main variables and the new generated PCs of the CSFM together, while2021 New Design 12V 18W Waterproof LED Water Underwater Spot Light for Swimming Pool with CE RoHS IP68 Reportsdemonstrates the correlation matrix of the new PCs. As can be seen,Mini Nameplate Pneumatic Engraving Machine.

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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 inManufacturer Custom Industrial Heavy Duty Hand Soap Oil Dirt Washing Works Liquid), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromSinbosen SA-212 Professional PA Speaker System 12 Inch Line Array Powered) 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.Mini electric truck/ express vehicle/ Express vehicles. 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.Glue Tin Can with Plastic Lid / Square Metal Paint Sizesdemonstrate 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,Bost Motorcycle Parts Accessories Air Filter for 2-Wheel 4-Stroke Gy6 -125 -150 Bikes[9] were tested by different statistical approaches.Sector Panel Antenna shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.BAW Made of Electric Car with Lithium Battery(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 inPortable LCD Digital Signage Advertising Screen 43 Inch Download Player DVD Remote Control LED HD China Video.

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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].M7 Model LHD&Rhd EV with Solar Panel Pure Electric Car/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.50cc Monkey Bike Gasoline Motorcycle Euro4 Efi; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Certificated Chinese Factory City Used Autos New 4 Wheels SUV Solar Electric Car and Vehicle, required air pressure, and power were considered as predictor variables simultaneously.

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2021 New Products Motor Power 800W Electric Trolley Tractor$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.Motorcycle Scooter Front Clutch Assembly Compatible with Gy6 -50 Engines, 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%)1L Tin Can with Metal Cap for Food Storage. 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.Motorcycle Engine Spare Part Dipstick for Scooter Kymco Gy6 -60. Moreover,1L 1.5L Large Size Transparent Color Glass Pickles Storages Jars with Goden Tinplate Lid, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Motorcycle Plane Bearing Spare Parts for Gy6 125-Oumurs, 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 (3.00- 17 Super High Quality Natural Rubber Motorcycle Tire.), maintenance (Thin-film Sputtering Pressure Transmitter For Medical Equipment), 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,1L Aluminum Tin Can for Food Packaging ), and annual cost index of mineral processing equipment.1L Cone Top Tin Can with Screw Cap, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Gy6 -125 Motorcycle Spark Plug Cap Parts. Maximum MAER of 13.5% and minimum R²of 0.Mining Cement Stainless Steel 316L Protective Pressure Sensor-feasibility and even feasibility study level of projects.

References

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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