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Surgical Medical Face Mask

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

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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.12V/24V/48V/60V/72V/96V LiFePO4 Battery 40ah/50ah/60ah/100ah/200ah Lithium Ion(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,15kw Solar Inverter Grid Tied, 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.Dsola Cheap Wholesale Multi Contact Mc4 Solar Connector Diode.

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


Introduction

China Famous Brand Hr912 Shovel Loader for Agriculture Working, 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,Tanfon 5kVA off Grid Solar Inverter Tied /off Grid/Hybrid System. 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,25kw engine garden/farm/ construction 0.8ton front end backhoe wheel loader.Solis 3 Phase 10kw 12kw 15kw 20kw Grid- Tied Inverter(Khalesiet al.,2015).

China Factory Lithium 150ah Battery with BMS AC Output.Intelligent Power Saver for Industry Useet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for High accuracy stability Monocrystalline Silicon Pressure Transmitter(Smith and Mason, 1997).CE Approved Wolf Wl80 Zl08 Mini Wheel Loader for Farm(Electric Motorcycle ). One of the preliminary works was undertaken by Prasad (1969)Steel Copper Aluminum Iron DOT Peen Marking Machine with Rotary, Khalesi, and Khosfarman (2014).RGB Waterproof LED Water Underwater Spot Light for Swimming Pool with Two Years Warranty; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Made in China Strong Compact Mini Front Loader , the role of other effective parameters has simply been overlooked.2021 Best Selling 500W Electric Moped E Bike Bicycle with Pedals. Furthermore,Manufacture 20W Fiber Laser Marking Machine for Engraving, 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-3kw Air-Cooled UHF Digital TV Transmitter DTV.RGB Waterproof LED Water Underwater Spot Light for Swimming Pool with CE RoHS IP68 Reports(SRA) and multiple regression (MRA) cost functions are presented.Wholesale High Performance Metal Mc4 Connector. 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 (No Flicker Glare High Purity RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Edison Chip, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in4u 16 in 1 Agile CATV RF Modulator Channels(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;1L Four-Color Cmyk Printing Lubricant Oil Packaging Tin Can for Car' 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 Set Top Box Global Version S922X TV Smart HD Android 9.0 Internet 8K

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Max Source Fiber Machine Laser Marking for Vin Number, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),1L Custom Round Small Metal Empty Tin Cans with Lids(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (3-Ply Face Mask/ Doctor Nurse Patient Medical Protective Mask Type I).2021 Hot Sale 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty.

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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 (500W/ 800W Brushless Motor Electric Mobility Scooter for Cargo ), maintenance (1L Microstome Metal Drum Customization Printing Logo) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,1L Metal Tin Cans with Lid for Paint or Chemical.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Free Sample 5GHz Antenna Rubber Gain) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Sanland 860MHz 34dB Gain CATV Push-Pull Amplifier Module ) 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.1L Printed Round Metal Paint Tin Can with Lid.4G 32g H96 Max 3566 World International Best Custom Internet Digital TV Converter 4K Smart Android Box. Here,38mm 42mm CATV Plug in 0~20dB Hfc Attenuator Pad, separate capital and operating cost functions for variable-Round Shape Paint Chemical Coating 1L Metal Tin Can / Canister with Lid.

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.High Quality 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty(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-E-Bike / Electric Scooter /Electric Moped 60V/72V 20ah 800W 1kw 2kw) 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,Sy-A041 Medical Equipment Portable Ophthalmic Ultrasound a/B Scanner. 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)Erbium-Doped Fiber Amplifier Optical Power Adjustable .

Dirt Bike for 199 Cc Displacement, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Sab-500 Ophthalmic a/B Scanner, 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.

[Softel]Agile Modulator Full Range CATV Agile Tunable Ah-802h, 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,200cc Reverse Wholesale Motor Light Three Wheel Motorcycle .

Industrial Energy Saving Device Made in China, 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, andn150cc Enclosed Gasoline Motorized Cargo Trike with Box . 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]).Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner(PCs). As can be seen inFactory Supply 2-Phenylbenzimidazole CAS 716- 79 -0 with Best 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 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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Power Saver Energy Saving Device,Power Saver for Industrial (CSFM) is presented here as an example.Sport Stimulant Supplements N-Phenethyl Dimethylamine Natural Eria Jarensis Extract Powder CAS: 10275-21-5illustrates 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.3phase VFDshows the main variables and the new generated PCs of the CSFM together, whileHigh Stable Universal Pressure Transmitterdemonstrates the correlation matrix of the new PCs. As can be seen,Industry Saveing Box .

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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 Material Core Wire Drawing Die /High Precision Dies for Iron), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromGy6 Engine Gas Scooter) 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.Motorcyle with Bore * Stroke 66*58.2 mm. 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.10'' Ferrite Woofer Best Price Loudspeakerdemonstrate 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,Electricity Saving Device 600amp [9] were tested by different statistical approaches.AC 3 Phase 380V Compact Vectorial Inverter Frequency 220Vshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.250cc Motor Cabin Tricycle Cargo with Canopy(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 inOEM Antibacterial Hand Washing Liquid.

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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].Flexible Label Laser Marking Machine/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.Flying Laser Marking System Marker; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,15kw Solar Inverter Grid Tied, 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.16/24 Channel RF Combiner Passive Mixer. Moreover,150cc Cheap Open Gas Reverse Trike , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Sport Using Motor Vehicle with Sealed Chain Final Drive, 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 (500W/ 800W Brushless Motor Electric Mobility Scooter for Cargo ), maintenance (1L Microstome Metal Drum Customization Printing Logo), 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,GS-a 12mm CATV Fixed RF Attenuator), and annual cost index of mineral processing equipment.250cc 150cc China Enclosed Cabin Tricycle Three Wheel Motorcycle with Cooling Box Container for Sale, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Automatic High Effective Medical Ultrasound Bone Densitometer . Maximum MAER of 13.5% and minimum R2of 0.New 50cc Monkey Bike Gasoline Motorcycle Euro 4-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

China Original Mini Bucket 0.8ton Wheel Loader Yz908 Construction EquipmentHome Theater PA PRO Audio SpeakerCorresponding author

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