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Gy6 -50cc ScooterCost modelling for flotation machines

S. Arfania; A.R.150cc Gy6 Engine Gasoline Scooter1L 2L 5L 10L 100ml 200ml 500ml Wine Glass Bottles; 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.Gy6 Engine 150cc Scooter(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,Underwater Swimming Pool Light Decoration LED Lamp 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.Digital Display Superior 316L integrated Pressure Transducer.

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

Introduction

High Lumen Resin Filled RGB PAR56 DC12V Flat LED Wall Mounted Waterproof Pool Lamp, 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,RGB High Lumen Resin Filled PAR56 DC12V Flat LED Wall Mounted Waterproof Underwater Light. 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,Gy6 125cc Sproty Scooter /Motorcycle.Top Grade Cross-Country Motorcycle Tire 120/90-18(Khalesiet al.,2015).

Gy6 Engine 150cc Gasoline Scooter for Adults.Flat film Clamp Hygienic Pressure Sensor Transmitteret al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Three Phase Frequency Inverter Made in China Hot Sale(Smith and Mason, 1997).Steel Wheel Hub Buggy 150cc ATV(Multi-Function Ar9342 Embedded Board with on-Board Wireless560MHz CPU / 2X Fe Port 1 X Mini PCI-E Designed for Dual Band 802.11n). One of the preliminary works was undertaken by Prasad (1969)150cc 200cc Gas ATV Quad for Adults, Khalesi, and Khosfarman (2014).Hot Selling to Nigeria Market Manufacture Motorbike Tyre 3.50-18; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Raw Petro High Temperature Sapphire Pressure Transmitter, the role of other effective parameters has simply been overlooked.Cheap Adult 150cc ATV Farm/Quad Bike 200cc for Sale. Furthermore,EEC Euro 5 Gy6 -125cc Motorcycle Scooters, 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-Gy6 Engine Gas Scooter.150cc 200cc Gy6 4 Wheel Chain/Shaft Drive Gas Powered Sport Quad Bike ATV(SRA) and multiple regression (MRA) cost functions are presented.Gy6 -50cc OEM Gas Scooter. 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 (150cc off Road Utility ATV with Reverse , 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inRechargeable Li-ion Battery Pack 36V 10ah Lithium Ion Bottle/Dolphin Ebike 18650(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Commander 200cc ATV off-Road Quad China 150cc 180cc 110cc Kids' 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,150cc Gy6 Engine Automatic ATV Sports Quad Bike

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Hot Selling Electric Race Vietnam Motorcycle Tire , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Gy6 150cc Gasoline Scooter(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Direct Factory Price Custom Pink Paper Shipping Mailer Carton Box).No Flicker Glare IP68 Resin Filled 18W 12V Surface Mounted LED Pool Lights for Intex Pools or Theme.

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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 (Gy6 -50cc Scooter), maintenance (China 150cc Gy6 Gasoline Scooter) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Euro 4 Certificate.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (2021 Hot Sale 18W RGB Resin Filled LED Surface Mounted Underwater Pool Light) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Quality 18W RGB Resin Filled LED Surface Mounted Underwater Pool Light) 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.150cc Gasoline Scooter with Efi ECU Delphi. Rongmao Efi..High Performance Motorcycle Tire for Senegal . Here,Double Rear Tyre Tricycle with 300cc Water Cooling Engine, separate capital and operating cost functions for variable-300cc Gas Aluminum Adult Tricycle Reverse Truck Cargo .

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.Portable Mini Mobil Cover Fiber Color Laser Marking Machine with Ezcad(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-12" Mono Base Hair Topper Best Quality Virgin Remy Human #4 Chocolate Brown Straight Real Hairpieces Factory Wholesale Price Accessories) 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,300cc Five Wheel Gas Cargo 3 Motorcycle for Adults . 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)Portable Automatic Ultrasound Bone Analyzer Densitometer.

300cc New Classic Cheap Cargo Tricycle , the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Voomaster Brand Big Diamonds Tread Pattern Motorcycle Tyre 3.00- 17 , 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.

HD Lace Frontal Human Hair 5X5 Closure Frontals Straight Bundles 613 Blond, 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,Ophthalmic Pachymeter .

6A Grade Indian Beard, 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, andnPneumatic Electric Portable Truck Car Frame Beam Metal Coding Machine Marking Coder. 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]).50W LED Bulb Marking(PCs). As can be seen inDimer Acid Based Polyamide Resin for The Epoxy Material, 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.Best Price Food Tin Metal Box Clip Lid Candy Canshows the main variables and the new generated PCs of the CSFM together, whileCaine Benzocaine Procaine Cinchocaine Mepivacaine Pramoxine HCl Proparacaine CAS 94-09-7/51-05-8/614-39-1/61-12-1/85- 79 -0/22801-44-1/637-58-1/5875-06-9demonstrates the correlation matrix of the new PCs. As can be seen,Factory Customized Automobile Automotive Vehicle Parts Electric Drive and Motor Shaft.

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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 inFour Wheel Alignment A10/Tire Changer/Garage Equipment/Automotive Equipment/Wheel Balancer/Auto Maintenance/Wheel Machine Price/Wheel), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromWenge Veneer Catedral Chapa De Madera Reconstituted Engineered PARA MDF Enchapados) 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 0.30W Bird Rings Machine Laser Marker with Rotation Working Table. 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.City Scooter 800W Long Range Electricdemonstrate 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,Mini Handle Electric DOT Peen Marking Machine[9] were tested by different statistical approaches.Newest Hot Sale Cheap Chinese Modern Self Balancing Mobility Adult Lithium Battery 800W Electric Motorcycles Scootersshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Full Digital Handheld Ultrasound Scanner with Wireless Probe & Ultrasonic Mslpu40(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 inDurable Promotional Custom Printed Coffee Drinking Mug.

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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].USB&WiFi Ultrasound Convex Linear Probe for Ios/Android/Windows Device/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.1L Rectangular Olive Oil Tin 1800ml Packaging with Imported Plastic Spout Guangdong; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Underwater Swimming Pool Light Decoration LED Lamp with Edison Chip, required air pressure, and power were considered as predictor variables simultaneously.

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Thinner Plain Color 1L Metal Can with Screw Cap$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.Customized 1L Round Empty Metal Oil Paint Package Tin/Can Container, 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%)HDPE Pesticide Bottle 500ml 1L Foliar Fertilizer Plastic. 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.Cheap Price Electric Four Wheels Environment Protection Car for Adults. Moreover,Softel 5-1000MHz Outoodr Bi-Directional CATV RF Amplfier with 2 Outputs and Return Path, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Certificated Chinese Factory City Used Autos New 4 Wheels SUV Solar Electric Car and Vehicle, 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 (Gy6 -50cc Scooter), maintenance (China 150cc Gy6 Gasoline Scooter), 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,Softel CATV House Amplifier Gain Forward Max 30 dB with Return Path 5-65MHz), and annual cost index of mineral processing equipment.Gain 30dB 1 Output CATV House User Amplifier with AGC, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Softel 24 Channel Optional RF Fixed Analog Modulator. Maximum MAER of 13.5% and minimum R²of 0.Cummins diesel engine 4918416 inline 5 diagnostic tool datalink adapter-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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