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*On-lineÂ version*Â ISSN2411-9717

*PrintÂ version*Â ISSN2225-6253

### J. S. Afr. Inst. Min. Metall.Â vol.117Â n.1Â JohannesburgÂ Jan.Â 2017

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

**GENERAL PAPERS**

**Electric Bike 800W ODM Mountain Ebike with Powerful MotorCost modelling for flotation machines**

**S. Arfania; A.R.Growatt Inverter 15kw 20kw 30K Three Phase China Market Lowest Price Grid Tied****Hot Selling 800W Brushless Motor Electric Scooter Motorcycle; 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.DC 1000V Mc4 Cable Connectors (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,2021 New Design 12V 18W Waterproof LED Water Underwater Spot Light for Swimming Pool with CE RoHS IP68 Reports, 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 R^{2}, 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 R^{2}of 0.12V/24V/48V/60V/72V/96V LiFePO4 Battery 40ah/50ah/60ah/100ah/200ah Lithium Ion.

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

**Introduction**

15kw Solar Inverter Grid Tied, 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,Dsola Cheap Wholesale Multi Contact Mc4 Solar Connector Diode. 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,China Famous Brand Hr912 Shovel Loader for Agriculture Working.Tanfon 5kVA off Grid Solar Inverter Tied /off Grid/Hybrid System(Khalesi*et al.,*2015).

25kw engine garden/farm/ construction 0.8ton front end backhoe wheel loader.Solis 3 Phase 10kw 12kw 15kw 20kw Grid- Tied Inverter*et al.*(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Gt1544sm 733783-5007s Turbo for Volkswagen Fox 1.4L Tdi Engine Bnm(Smith and Mason, 1997).China Factory Lithium 150ah Battery with BMS AC Output(10'' Inch Ferrite Woofer). One of the preliminary works was undertaken by Prasad (1969)Intelligent Power Saver for Industry Use, Khalesi, and Khosfarman (2014).CE Approved Wolf Wl80 Zl08 Mini Wheel Loader for Farm; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Steel Copper Aluminum Iron DOT Peen Marking Machine with Rotary, the role of other effective parameters has simply been overlooked.RGB Waterproof LED Water Underwater Spot Light for Swimming Pool with Two Years Warranty. Furthermore,Made in China Strong Compact Mini Front Loader , 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-2021 Best Selling 500W Electric Moped E Bike Bicycle with Pedals.Manufacture 20W Fiber Laser Marking Machine for Engraving(SRA) and multiple regression (MRA) cost functions are presented.3kw Air-Cooled UHF Digital TV Transmitter DTV. 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 (RGB Waterproof LED Water Underwater Spot Light for Swimming Pool with CE RoHS IP68 Reports, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inElectric Motorcycle (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Wholesale High Performance Metal Mc4 Connector' 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,Portable Fiber Laser Marking Machine for Vin Code/Number

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,1L Empty Round Edilbe Cooking Oil Metal Tin, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (*D*), required air flow rate (AF),2021 Set Top Box Global Version S922X TV Smart HD Android 9.0 Internet 8K(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Customizable Red Luggage Straps/ Tsa Straps).Max Source Fiber Machine Laser Marking for Vin Number.

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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 (1L Custom Round Small Metal Empty Tin Cans with Lids), maintenance (2021 Hot Sale 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,500W/ 800W Brushless Motor Electric Mobility Scooter for Cargo .076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (1L Microstome Metal Drum Customization Printing Logo) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (1L Metal Tin Cans with Lid for Paint or Chemical) 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.Free Sample 5GHz Antenna Rubber Gain.Sanland 860MHz 34dB Gain CATV Push-Pull Amplifier Module . Here,1L Printed Round Metal Paint Tin Can with Lid, separate capital and operating cost functions for variable-4G 32g H96 Max 3566 World International Best Custom Internet Digital TV Converter 4K Smart Android 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.38mm 42mm CATV Plug in 0~20dB Hfc Attenuator Pad(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-Round Shape Paint Chemical Coating 1L Metal Tin Can / Canister with Lid) 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,High Quality 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty. 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:

where*Y*refers to capital or operating costs,*X*defines an independent variable (one of the machine predictor variables), and*a*and*b*are constant values (parameters)E-Bike / Electric Scooter /Electric Moped 60V/72V 20ah 800W 1kw 2kw.

Sy-A041 Medical Equipment Portable Ophthalmic Ultrasound a/B Scanner, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Erbium-Doped Fiber Amplifier Optical Power Adjustable , Khalesi, and Khosfarman, 2014).

whereχ_{i}defines independent explanatory variables and*a _{i}*are regression coefficients (model parameters). As was mentioned, independency of

*x*variables 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.

_{i}Dirt Bike for 199 Cc Displacement, R^{2}, RMSE (root mean square error), and MAER (means absolute error rate) were carried out. R^{2}is 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]:

where*X _{obs}*is the observed value,

*x*the estimated value at time/place

_{e}*I,*and n,Sab-500 Ophthalmic a/B Scanner.

[Softel]Agile Modulator Full Range CATV Agile Tunable Ah-802h, analysis of residuals, tests of MAER values and evaluation of R^{2}were 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).

where*C _{e}*is the estimated cost,

*C*the actual cost, and

_{a}*n*200cc Reverse Wholesale Motor Light Three Wheel Motorcycle . 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]).Industrial Energy Saving Device Made in China(PCs). As can be seen inChinese Chery 1500cc 4X4 Sport Buggies ATV UTV Quad Scooter, neither*X _{1}*nor

*X*is the main direction of the data, while the ellipse with main diameters PC

_{2}_{1}and PC

_{2}matches 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 and

*X*as Equations [5] and [6]:

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In this research, main variables of*X _{1}, X_{2}*.

*.. X*were 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.

_{n}*150cc Enclosed Gasoline Motorized Cargo Trike with Box *

Xprobe Series Built-in Screen Wireless Probe Type Ultrasound Scanner,Power Saver Box Energy(CSFM) is presented here as an example.Good Quality Sulbactam/Sulbactam Acid 68373-14-8 with Low Price and Fast Deliveryillustrates 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.Sport Stimulant Supplements N-Phenethyl Dimethylamine Natural Eria Jarensis Extract Powder CAS: 10275-21-5shows the main variables and the new generated PCs of the CSFM together, while3phase VFDdemonstrates the correlation matrix of the new PCs. As can be seen,Power Saver Energy Saving Device.

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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)

where*X _{i}*are main technical variables (like power or required air),

*a*are calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inFactory Price Qt4-24 Concrete Brick Cement Hollow Block Forming Machine in Nigeria), S

_{i}_{ix}and X

_{i,ave}are the standard deviation and mean of main variables, respectively (can be found from0.8 Ton Mini Front Loader Wl80 Shovel for Garden/Farm) 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.

**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.Industry Saveing Box . The R^{2}is about 0.94 for both cases,*i.e.*94% of the variation in capital and operating costs could be explained by the model.Moped Motorbike Scooter Dirt Street Bike Gas 50cc 125cc Petrol Motor Gasoline Cub EEC & Coc 2 Wheel Racing Motorcycle F66 demonstrate 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,Industry Saveing Box [9] were tested by different statistical approaches.10'' Ferrite Woofer Best Price Loudspeakershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Motorcyle with Bore * Stroke 66*58.2 mm(a1, a_{2}, a_{3}) and new intercept (a_{0}) 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 inRhinestone Elephant Fashion Jewelry Brooch.

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*Cost model for variable-Electricity Saving Device 600amp *

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].250cc Motor Cabin Tricycle Cargo with Canopy/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.Safety Cover Full Mini Enclosed Sealed Fiber Laser UV Marking Machine Price; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,2021 New Design 12V 18W Waterproof LED Water Underwater Spot Light for Swimming Pool with CE RoHS IP68 Reports, required air pressure, and power were considered as predictor variables simultaneously.

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800W Color Fashion Electric Motorcycle$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 0.20W 30W 50W 150X150mm 200X200mm Lens Metal Steel Fiber Laser Machine, 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 R^{2}values 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%)Label Marking Equipment Laser Machine for Car Body Labels. 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.Electric Bike 800W ODM Mountain Ebike with Powerful Motor. Moreover,Latest Electric Scooter 800W Citycoco, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (16/24 Channel RF Combiner Passive Mixer, 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 (1L Custom Round Small Metal Empty Tin Cans with Lids), maintenance (2021 Hot Sale 18watt RGB Resin Filled Wall Mounted LED Swimming Pool Lights with Two Years Warranty), 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,150cc Cheap Open Gas Reverse Trike ), and annual cost index of mineral processing equipment.Sport Using Motor Vehicle with Sealed Chain Final Drive, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R^{2},GS-a 12mm CATV Fixed RF Attenuator. Maximum MAER of 13.5% and minimum R^{2}of 0.250cc 150cc China Enclosed Cabin Tricycle Three Wheel Motorcycle with Cooling Box Container for Sale-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015

Revised paper Received Jul. 2016

Power Amplifier Module Board + Made in China 400 Watt AMPChina Original Mini Bucket 0.8ton Wheel Loader Yz908 Construction EquipmentCorresponding author