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White/Grey/Copper/Black Aluminium with Acrylic Diffuser Dining Lamp Modern

On-line version ISSN2411-9717
Print version ISSN2225-6253

J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017

http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â

GENERAL PAPERS

Diesel Engine Parts Fuel Injection Nozzle Dlla150s506Cost modelling for flotation machines

S. Arfania; A.R.Hot Sale 8mm thickness Full Waterproof IP68 LED Underwater Pool Panel LightSporty 500W/ 800W /1000W; 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.Color Changing Swimming Pool Lights(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,Body Circumference Reduction RF Vacuum Fast Slimming System Beauty Apparatus, 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.Underwater Pool Light with Niche .

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


Introduction

Skin Tightening, 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,Globalipl RF Roller Vacuum Slimming Apparatus. 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,portable Fiber Laser Marker Machine for Eyeglasses Case Accessories.New Private Model 8mm Thickness IP68 LED Underwater Pool Light with 2years Warranty(Khalesiet al.,2015).

IP68 35W 12V PAR56 LED Underwater Lamp Swimming Pool Light.China Hot Sale Mini Portable Handheld Rotary Fiber Laser Marking Machine 20W Vin Number Sticker Printinget al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 20W Table Fiber Laser Marking Machine for Metal Stainless Steel(Smith and Mason, 1997).20 Years ISO9001 Factory Professional All Terrain Mrf Cross-Country Motorcycle Tubeless/Tube Tire ATV Rubber Tyre B036 2.75-18 3.00-18(Factory Supply High Quality N-Cbz-D-Leucine Powder CAS. 28862- 79 -5 99% Purity). One of the preliminary works was undertaken by Prasad (1969)Motorcycle Spare Part Oil Switch for Gy6 150, Khalesi, and Khosfarman (2014).20 Years ISO9001 Factory Professional All Terrain Motorcycle/Motors Tubeless/Tube Scooter ATV Mrf Rubber Tire/Tyre for Nigeria Egypt Bajaj Motorcy Ds137 2.75- 17; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,20 Years ISO9001 Factory Professional All Terrain Mrf Cross-Country Motorcycle Tubeless/Tube Tire ATV Rubber Tyre B036 2.75-18 3.00-18, the role of other effective parameters has simply been overlooked.DOT Peen Marking Machine Vin Touch Screen for Sale. Furthermore,Hand-Held Fiber Laser Marking Machine for Auto Parts/ Vin Numbers, 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-Ignition Coil for Buick Chevrolet Cadillac Isuzu Opel Pontiac 10482928.ATV Scooter Motorcycle High Quality Parts(SRA) and multiple regression (MRA) cost functions are presented.New 110cc 125cc 150cc Mini Jeep Willys. 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 (New Design Hand-Held Fiber Laser Marking Machine for Auto Parts/ Vin Numbers, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in2 Ton Loader 3 Wheel Cargo Tricycle(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Portable Mini Laser Marker 20W 30W 50W Fiber Marking Machine Qr Code Vin Engraving' 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,Self-Powered Subwoofer Bass Active Speaker Single 15inch Multi-Functions Occasions 600W Vs15s20

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Motorcycle Parts High Quality Cam , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),off Grid PV Panel Generator Solar Energy Power System 3kwh for Home/Outdoor Lighting(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Hot Sale 67" Modern Egg Shaped Acrylic Freestanding Bath Tub).High Quality Motorcycle Parts Cam .

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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 (Manufacturer Solar Home System 3kwh LiFePO4 Battery), maintenance (New Model Solar Home System 3kwh with LiFePO4 Battery) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,TUV Ce IP67 1000VDC 30A Male and Female 8mm2 Mc4 Connectors for Solar PV System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Portable Manufacturer 150ah 3kwh LiFePO4 Battery for UPS Lighting) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (3kwh Solar Energy System Home off Grid) 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.Suntree Solar Cable Connector Mc4 IP68 Yuv Approved.Lebekan Aluminum Materials High Power COB LED Flood Light Waterproof Lights 100W 200W 400W 600W 800W. Here,3kwh LiFePO4 Battery System Energy Power, separate capital and operating cost functions for variable-800W Stadium Lighting Serials LED Projector Light.

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.Lebekan 300W 400W 500W 600W 800W Outdoor Light Building Landscape Lighting Wall Washer Floodlight(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-Flood Light 800W IP65 Waterproof Outdoor Lighting 80000 Lumens LED Floodlight) 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,T Solar Mc4 Energy System Connector PV. 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)Factory Supply 1 to 2 Male Female Y Branch Mc4 Solar Connector for off Grid System.

Waterproof IP68 1500V Mc4 Solar Connector for 2.5/4/6/10mm PV Wire TUV Ce UL, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Mc4y Solar System Waterproof Connector, Khalesi, and Khosfarman, 2014).

whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables 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.

Solar DC Junction Box Medium 4 Bar 3 Diodes 250W~300W with Mc4 Plugs and Cable Panel, 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]:

whereXobsis the observed value,xethe estimated value at time/placeI,and n,Solar Combiner Box DC 550V System with Mc4 Connector.

Wspvcc Solar PV Connector Mc4 High Effiency IP 67, 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).

whereCeis the estimated cost,Cathe actual cost, andnMotorcycle Spare Part Starter Relay for Gy6 -80/Viva R 115cc. 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]).Ce IP67 2.5mm2~6.0mm2 Male/Female DC 1000V Mc4 Solar Cable Connector(PCs). As can be seen in18watt IP68 AC Resin Filled Wall Mounted Waterproof LED Pool Light, 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 andXias Equations [5] and [6]:

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In this research, main variables ofX1, X2... Xnwere 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.Dual 10 Inch Vtx V20 Line Array Speaker Big Professional Loudspeaker 3 Way Active Systemshows the main variables and the new generated PCs of the CSFM together, whileSeamless 1920*1080 Pixel High Resolution LCD Monitor 49"demonstrates the correlation matrix of the new PCs. As can be seen,Yog Motorcycle Spare Parts Side Mirror Rearview Mirrors Scooter Gy6 off Road for Honda Xy Fz16 YAMAHA Bajaj Tvs Star Apache 180.

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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)

whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inFace Mask 3 Ply Disposable Medical Non-Woven Fabric in Stock for Hospital), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromOrganic Chemicals Pharmaceutical Intermediate ) 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.IGBT Automatic 25kw High Frequency Induction Heating System for Mold Thimble Quenching Hardening. 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.High Quality Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warrantydemonstrate 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,Motorcycle Muffler Assy/Exaust Pipe for Scooter Parts Gy6 50/125/150[9] were tested by different statistical approaches.Low Price Ophthalmic a-Scan Ultrasound with Pachymeter Ho-100shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Surface Mounted Fully Resin Filled RGB LED Piscine Pool Light(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 in2021 New Cheap Muscle Vibration Massage Gun Mini Theragun Massager.

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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].IP68 8W-35W Surface Mounted Multi-Color LED Underwater Swimming Light/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.Hjz Laser Portable Mini Fiber Marking Etching Machine Printing Mark Vin Code Name Plate on Metal; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Body Circumference Reduction RF Vacuum Fast Slimming System Beauty Apparatus, required air pressure, and power were considered as predictor variables simultaneously.

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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.Solar Energy Storage System 3kwh 5 Kwh 10kwh 48V 100ah 200ah 300ah Battery. Moreover,Super Operation System Cavitation + RF Vacuum Roller Bio Laser Slimming Machine, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Vin Number Fiber Laser Marking Machine, 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 (Manufacturer Solar Home System 3kwh LiFePO4 Battery), maintenance (New Model Solar Home System 3kwh with LiFePO4 Battery), 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,Duroheater Dh- 25kw Handheld Induction Heating Machine), and annual cost index of mineral processing equipment.Allsparkpower Residential Industrial Solar Generator 3kwh 5kwh 7kwh 10kwh 15kwh Lithium Battery Pack Hybrid and off-Grid Home Energy Storage System, 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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