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Stone Crusher/Impact Crusher for Export
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
Hot Sale and Competitive Price Electric Motorcycle Scooter for DailyCost modelling for flotation machines
S. Arfania; A.R.Industrial Energy Saving Device Made in China258kw 6cylinder Wd Series Diesel Engine for Generator Set ; 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.150cc Enclosed Gasoline Motorized Cargo Trike with Box (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,Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner, 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.Power Saver Box Energy.
Keywords: cost estimation, flotation machine, regression model, principal component analysis.
Introduction
Power Saver Energy Saving Device, 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,Power Saver for Industrial . 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,Industry Saveing Box .Industry Saveing Box (Khalesiet al.,2015).
Motorcyle with Bore * Stroke 66*58.2 mm.Electricity Saving Device 600amp et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Yn725g Yineng Mini Wheel Loader 18.5kw Without Cabin(Smith and Mason, 1997).250cc Motor Cabin Tricycle Cargo with Canopy(Square Tin with Airtight Lever Lid for Tea). One of the preliminary works was undertaken by Prasad (1969)Safety Cover Full Mini Enclosed Sealed Fiber Laser UV Marking Machine Price, Khalesi, and Khosfarman (2014).Flexible Label Laser Marking Machine; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Flying Laser Marking System Marker, the role of other effective parameters has simply been overlooked.800W Color Fashion Electric Motorcycle. Furthermore,20W 30W 50W 150X150mm 200X200mm Lens Metal Steel Fiber Laser Machine, 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-Label Marking Equipment Laser Machine for Car Body Labels.Electric Bike 800W ODM Mountain Ebike with Powerful Motor(SRA) and multiple regression (MRA) cost functions are presented.Latest Electric Scooter 800W Citycoco. 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 (16/24 Channel RF Combiner Passive Mixer, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPVC Marble Coated Decorative Sheet Production Line Extruder(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;150cc Cheap Open Gas Reverse Trike ' 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,New 50cc Monkey Bike Gasoline Motorcycle Euro 4
►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,China 250cc New 3 Wheel Motorcycle Motor Tricycle, blowers, and launders.
The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),3ru 24 in 1 CATV Fixed Channel Modulator (CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (High Neck See-Though Back Illusion Long Sleeve Summer Maxi Clothing SGS Bridal Dress).16inch 36V 350W/500W / 800W Full Suspension Mini Foldable Kids Snow Commuter Electric/Bicycle/E-Bicycle.
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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 (Satellite Ts Encryption HD Receiver with Multiplexing Function), maintenance (Motor Tricycle Three Wheel Cargo Trike for Sale) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Motorbicycle for Well Done Accessories.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.
The overhaul costs (16 in 1 CATV Modulator Fixed Frequency) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (8 Channels HDMI to DVB-T Modulator) 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.Medical Equipment Ho-200 Ophthalmic a/B Ultrasound Scanner.Motor Vehicle for High Speed and Stable Function. Here,Outdoor 750MHz One Way CATV Trunk Amplifier , separate capital and operating cost functions for variable-China Enclosed Ice Cream Tricycle Three Wheel Cargo with Cooling Box.
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.New Racing Motorcycle(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-Cheap 3 Wheel Cargo Tricycle with Box ) 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,Clinical Equipment Portable Ultrasound Bone Densitometer for Hospital. 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 for 1405mm of Wheel Base.
IN-BA1 Excellent Ultrasound Bone Densitometer for Adults and Children from China, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (5150-5850MHz Sector Panel Antenna with 2*16dBi Gain for Best Design, 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.
China Ophthalmic Equipment, 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,Hot Sale Jincheng Jc200t-8 Scooter Motorcycle with Good Price.
China Gas Scooters 2 Stroke Euro 4 125cc Moto Moped Motor EPA 49cc 50cc 150cc EEC Motorcycle Gasoline Scooter, 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, andnBest Selling Ophthalmic Ultrasound a/B Scanner Full Digital Touch Screen. 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]).Ho-100 Ophthalmic Ultrasound a Scan Pachymeter(PCs). As can be seen inPest control Flies Cockroaches Mosquitos spray Deltamethrin 2.5%SC, 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]:
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.Professional Sound Speaker System Single 10 Inch Mini Passive Line Array Vr10shows the main variables and the new generated PCs of the CSFM together, whileYn725 Yineng Mini Wheel Loader 18.5kw Cabindemonstrates the correlation matrix of the new PCs. As can be seen,5GHz Antenna High Gain 29dBi.
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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 inPCD Drawing Dies Diamond Wire Die Tungsten Carbide Spiral Mold), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromAir Drive Multiple Capable Loose Tubes Pipes Beveling Machine) 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.Sector Antenna 5GHz. 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.Frequency Converter Three Phase Variable Speed Drive 220kw Generator Air Pumpdemonstrate 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 Wheel Loader Small Dumper Hoflader Wolf Zl08[9] were tested by different statistical approaches.Child Resistant Stand up Exit Bagshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.2.4G- 5GHz Fiberglass Omni Antenna with 8dBi Gain WLAN/WiFi(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 Style Click PVC Flooring for Livingroom.
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Cost model for variable-2.4- 5GHz MIMO Omni Antenna with 11dBi
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].2.4- 5GHz Omni Antenna /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.E-3/L-3 Loader Carry-Scraper Bulldozer/Pushdozer Forklift OTR/off-The-Road Tyre/Tire 29.5-25; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner, required air pressure, and power were considered as predictor variables simultaneously.
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L-Guard Factory L-5 OTR Tires 23.5-25 P. R. 20$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 0.2021 New China Adult Tricycle Motor Cargo for Sale, 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%)Wholesale China High Quality OTR Tyre 17.5-25 G2 Pattern.. 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.Suzhou Innopack 1L Metal Rectangular Tin with Screw Cap in Low Price. Moreover,Everun Brand 2021 Ce Approved Er08 Small Compact Wheel Loader with Snow Bucket, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (2021 New Model 125cc 150cc Ce Approval off Road ATV, 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 (Satellite Ts Encryption HD Receiver with Multiplexing Function), maintenance (Motor Tricycle Three Wheel Cargo Trike for Sale), 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,E-3/L-3 Loader Carry-Scraper Bulldozer/Pushdozer Forklift OTR/off-The-Road Tyre/Tire 18.00-25), and annual cost index of mineral processing equipment.40*160 mm Frame Number Marking Machine Metal Cutting Plotter Plate Beam Coder, and over- extrapolation could result in misguiding estimates.
The MAER, RMSE, R2,Zl08 800kg China Articulated Mini Small Compact Front End Wheel Loaders with Ce. Maximum MAER of 13.5% and minimum R2of 0.Chinese Cheap 800kg Zl08f Garden Mini Small Compact Avant Wheel Front End Loader with Ce-feasibility and even feasibility study level of projects.
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USBM. 1987.12V DC/AC 18W/24/30W/40W/55W Resin Filled PAR56 Wall Mounted Swimming Pool Light with 2 Years Warranty,Yn725 Yineng Mini Wheel Loader 25kw-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp. [Kids Toy of Stuffed Santa Clause for Christmas Promotion]
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Paper received Apr. 2015
Revised paper Received Jul. 2016
5kw Solar-Diesel Generation Hybrid Grid- Tied Power SystemAC12V RGB Mini PC Resin Filled Wall Mounted LED Swimming Pool LightCorresponding author