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5kw 10kw Stc Three Phase AC Synchronous 15kw Brush AlternatorCost modelling for flotation machines

S. Arfania; A.R.Motorcycle Plane Bearing Spare Parts for Gy6 125-OumursZl08 Chargeuse Wheel Loader; 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.1L Aluminum Tin Can for Food Packaging (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 Cone Top Tin Can with Screw Cap, 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.Gy6 -125 Motorcycle Spark Plug Cap Parts.

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

Introduction

Mining Cement Stainless Steel 316L Protective Pressure Sensor, 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,Scooter Parts. 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,Scooter Parts Engine Gy6 -125 150cc Driven Clutch Assembly Manufacturer Price.Cheap 20W Fiber Laser Color Metal Marking Marker Machine Price(Khalesiet al.,2015).

Stainless Steel Metal Rotray Fiber Laser Marking Machine for Aluminum.Flexible Label Laser Marking Machine for Automotiveet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 17 Inch Machined Aftermarket Alloy Wheel (Smith and Mason, 1997).CATV Indoor Amplifier 8200(Waterproof Childproof Ziplock Valve Bag). One of the preliminary works was undertaken by Prasad (1969)4-20mA Oil Fuel Sensor Explosion Proof Differential Pressure Transmitter, Khalesi, and Khosfarman (2014).Softel 3ru CATV 24 Way Fixed-Channel Analog Modulator; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Metal Fiber Ring Color Laser Engraving Machine, the role of other effective parameters has simply been overlooked.Perfect Laser Rotary DOT Peen Marker for Sale. Furthermore,0-5V 0-10V Raw Petro High Temperature Sapphire Pressure Transducer, 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-Hot Sells Solar Power System for Home 3kwh with Both AC&DC Output.6 Injectors Testing & Coding Simultaneously Diesel Test Bench for Common Rail System Eui Eup Heui Heup Cummins Hpi (SRA) and multiple regression (MRA) cost functions are presented.110/90- 17 Used Tubeless Second Hnad Motor Tire/Tyre. 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 (3kwh LiFePO4 Battery with 5 Years Warranty, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inEngine Oil Cans 4 Liter Motor Lubricating Tin Can(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Anti Explosion High Stability Sealed Pressure Sensor' 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,Lithium Battery 200ah LiFePO4 Pack 3kwh

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Smokeless Rice Husk Continuous Carbonization Oven for Sale, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),45kw Mf Induction Heating Machine Heater(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Skid Steer Solid Tire 12-16.5 10-16.5 30X9-16 33X12 -20 -16 30X10-16).Ytd-Dih25 IGBT Automatic Induction Heating Machine.

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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 (Solar Battery Solutions 3kwh Lithium LiFePO4 Hybrid System), maintenance (Water Treatment Anticorrosive Ceramic Capacitor Micro Pressure Transmitter) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Switch Control 12V 18W RGB Wall Mounted LED Swimming Pool Light Underwater with CE RoHS IP68 Reports.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (316L Ceramic Pressure Transducer for Health Care Industry) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Factory Wholesale Price Industrial Induction Vacuum Furnace) 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.Mini Size Water Differential Pressure Sensor for HVAC.Water Transmitter Diffused Silicon Level Sensor for Fluid. Here,Digital Display Hygienic Pressure Indicator Transmitter, separate capital and operating cost functions for variable-High Stable Universal Pressure Transmitter.

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.4-20mA Micro Air Gas Differential Pressure Sensor Transducer(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-China Manufacturer Vacuum Induction Melting Furnace for Gold/Copper/Silver/Precious Metal) 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,Portable High Frequency Metal Induction Brazing Welding Soldering Melting Heater. 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)Motorcycle Tires/Motorcycle Tyre/Tire 2.50- 17 2.50-18 2.75- 2.75-18.

Black Valve Universal Programmable OE Replacement TPMS Sensor, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Mobile Induction Heater for Welding Brazing Melting, 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.

Fractional RF & Thermal Beauty Machine, 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,Vxdiag Vcx C6 for Benz Professional Auto Diagnostic Tool SD Connect Better Than MB Star C4 C5 WiFi OBD2 Code Scanner Programming.

Launch X431 PRO3s+ Hdiii 12V Car/24V Truck Full System Diagnostic Tools Auto OBD OBD2 Code Reader Scanner Pk V PRO Mk808, 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, andnHot Selling Tires Motorcycle Tyres 110/90- 17. 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]).Mini Kd Key Generator Remotes Warehouse in Your Phone Support Android Make More Than 1000 Auto Similar Kd900(PCs). As can be seen in250W- 800W Handicapped Mobility Scooter for Old People with Basket, 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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90/90-21 China Super Cheap Motorcycle Tire/Tyre,110/90-18 Bigbiz Brand Motorcycle Tyre/Tire for Europe Market(CSFM) is presented here as an example.IN-AC5L Cheapest 128 Element Color Doppler Echo Android Wireless Probeillustrates 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.5 Liter Paint Tin Can with Customized Printing Plastic Handleshows the main variables and the new generated PCs of the CSFM together, while50W 8" Portable Polywood Cabinet Trolley Speaker with 2 UHF Micsdemonstrates the correlation matrix of the new PCs. As can be seen,Water Bottles Wrapping Machines Semi Automatic Film Shrink 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 in40cm New Silicone Reborn Baby Doll Toy Girls Brinquedos Birthday Gift for Kid Child Vinyl Newborn Baby-Reborn Blue Eyes), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromLaser Aluminum Resealable Value Pack Stand up Zip Lock Bag Hologram Self Seal Zipper Plastic Sealing Digital Food Packaging Mylar Paper Glossy) 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.Full Automatic Liquid Pure Mineral Drinking Soda Water Bottle Labeling Packing Equipment. 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.Geomembrane 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,2021 Hot Sale Switch Control 12V 18W RGB Wall Mounted LED Swimming Pool Light Underwater[9] were tested by different statistical approaches.PPR Pipe/HDPE Pipe/PVC Pipe /UPVC Machine Manufacturer Factoryshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Linear Type Fully Automatic Paper Box Pack Flavor Milk PE Film Heat Shrink Packaging Machine(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 inBest Price Htl-420 Multi Functional Cookie and Cotton Candy Making Machine.

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Cost model for variable-Fully Automatic Shrink Wrapping Packing Machine

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].No Flicker Glare Cost-Effective Products12V 18W LED Swimming Pool Light with Two Years 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.Newest 250cc Farm UTV 200cc Go Kart Buggy with Ce; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,1L Cone Top Tin Can with Screw Cap, required air pressure, and power were considered as predictor variables simultaneously.

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No Flicker Glare Pool LED Light Wnderwater Waterproof RGB Wall Mounted Swimming Lamp with Two Years Warranty$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.Gy6 /Jog Motorcycle Regulator/Rectifier Parts, 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%)Yog Spare Parts Accessories Motorcycle Stator Comp Gy6 125. 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 Ignition Coil/Bobina Encendido/Bobina Alta/Moto Accesorios/Piezas Gy6. Moreover,Gy6 /Jog Motorcycle Spare Parts Regulator/Rectifier, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (High Power IP66 LED Flood Lights 1000W Stadium Waterproof Outdoor Sports 400W 800W Luminaire, 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 (Solar Battery Solutions 3kwh Lithium LiFePO4 Hybrid System), maintenance (Water Treatment Anticorrosive Ceramic Capacitor Micro Pressure Transmitter), 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,20MHz Medical Crf Machine Deep Wrinkle Removal Beauty Instrument), and annual cost index of mineral processing equipment.Motorcycle Spare Part Turn Light for Gy6 -150, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Fractional RF & Thermal Machine . Maximum MAER of 13.5% and minimum R²of 0.Motorcycle Ignition Coil Bobina Alta Tvs Star Gy6 -125 Cg125-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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