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Zl08 0.8ton China Articulated Tractor Front End Wheel Loader YardCost modelling for flotation machines

S. Arfania; A.R.50cc MotorcycleZl08 0.8ton Articulated Hydraulic Farm Wheel Loader Tractor; 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.Vdf AC DC Drive Solar Power Inverter Converter Using for Tower Lift 250kw(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,Zhenhua Classic Motorcycle Dax 125cc Euro4, 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.Super Cooling Smart Electric Scooter 500W 800W Motorcycle.

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

Introduction

Wholesale 1L Round Empty Fully Synthetic Brake Oil Tin Can with Metal or Aluminum Caps, 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,Scooter / Motorcycle Electric Motor Power 800W 1kw 2kw 3kw. 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,5GHz Dual Pol Sector Antenna with Enclosure.5GHz 18dBi Dual Polarized Enclosure Antenna (Khalesiet al.,2015).

2.4/ 5GHz 10dBi Rubber WiFi Antenna.Customized 36V 12ah 10 AMP Electric E Bike Li-ion Battery Pack 48volt Ebike Lithium Ionet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Wholesales BMK White Powder Quality Certified CAS: 5413-05-8 New Stock(Smith and Mason, 1997).5GHz 18dBi Sector WiFi Antenna(Steel PRO Audio Speaker Back Plate ). One of the preliminary works was undertaken by Prasad (1969)125cc Retro Scooter Motorcycle, Khalesi, and Khosfarman (2014).Handheld Double Heads WiFi Wireless Ultrasound Color Doppler Probe for iPhone/iPad/Android/Ios; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Hot Selling 800W Brushless Motor Electric Scooter Motorcycle, the role of other effective parameters has simply been overlooked.Lady's E-Scooter 800W Hot Sale Made in China. Furthermore,High Quality Electric Motorbike with 800W Motor, 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-800W 72V China Electric Tricycle for Handicapped.Two Wheel Adult Automatic 800W 48V Lithium Battery Electric Motorcycle with Pedals(SRA) and multiple regression (MRA) cost functions are presented.5GHz Antenna High Gain 16dBi Panel. 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 (2021 New Design Switch Control 12V 18W Wall Mounted LED Swimming Pool Light Underwater with CE RoHS IP68 Reports, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inDual 18 Subwoofer Speaker with 12 Inch Audio Professional Kas Line Array(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;5GHz 29.5dBi Die Cast Grid Antenna' 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,TUV Certificate Gried Tied on Grid 20kw Solar PV System

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The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),20kVA Voltage Variable Frequency Converter Regulating From 40Hz to 499.9Hz 0-520V(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Sanitary quality stainless steel filter).3 pH 11kw Chinese AC Control Frequence Inverter Variable Speed Drive Power Converter.

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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 (Water Proof Vet Ultrasound Scanner), maintenance (Three Phase Vector Frequence Converter with High Performance) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Replica Aluminum Alloy Wheels for BMW 1/2/3/4/5/6/7 Series.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (16"X6.0" 16'x7.0' 16X8.0 16X10 Trailer Steel Rim Wheel) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (AC Drive Frequnce Converter Frequence Inverter Manufacturer Supplier) 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.14"X5.0"J 14'x5.5'j 14X6.0j 14X7.0j Inch Steel Wheel for Sport Trailer.Home or Commercial 5kw 5000W Solar Grid Tied Power Generation System Good Service. Here,Eougem Zl08 0.8 Ton Mini/Small Articulated Hydraulic Mini Front End Loader, separate capital and operating cost functions for variable-Best Price Ultrasound Scanner Wireless Probe Double Heads 3 in 1 Cardiac / Convex Linear Color Doppler for Adriod/iPad.

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.Ultrasonic a B Scan Ophthalmic Eye Ultrasound Scanner with Low Price(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-Ce Approved Medical Portable Bone Densitometer Ultrasound Machine ) 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,Vitreous Hemorrhage . 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)500kw on Grid Tied Hybrid Solar Power Plant Station System.

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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.

Ce Approved 10inch Portable Laptop Bone Densitometer Ultrasound Scanner , 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,Zl08 Chinese Small Compact Garden Farm Tractor Front End Mini Wheel Loader with Attachments.

B5 200cc 250cc 300cc Cargo Tricycle with Cabin Motorcycle Three Wheel Loncin Zongshen Lifan Engine, 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, andnGrowatt 50000W 60000W 70000W 80000W Grid Tied Solar Inverter. 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]).Hot Selling Tricycle 250cc/ 300cc Three Wheel Motorcycle(PCs). As can be seen inFactory Price Portable Mini Tws Bluetooth Earphone Headphone for Huawei, 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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Sp-1000ap Ophthalmic a Scan and Pachymeter,Adult 150cc 200cc 300cc EPA Approved Three Wheel Mptorcycle Scooter(CSFM) is presented here as an example.Solar Panel System 20kw Grid Tied Power for Homeillustrates 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.Wholesales BMK White Powder Quality Certified CAS: 5413-05-8 New Stockshows the main variables and the new generated PCs of the CSFM together, whileRoof Mounting Solar System 10kw off Grid Tied Powerdemonstrates the correlation matrix of the new PCs. As can be seen,300cc Road Legal Ault Street Gas Three Wheel Scooter.

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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 inDisposable Medical Surgical Masks/Doctor's Masks/Non Sterilized/Used in Hospitals/Contain High-Grade Melt Blown Cloth with a Filtration Rate of 99%/Blue Masks), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromHK1 Smart TV Box Amlogic S905W Android 7.1 Quad Core 2GB 16GB) 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.Vimode Electric Scooter Adult Motorcycle for Adults 800W. 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.Toothbrush Material Pellets Raw Granules Anti-Static Yellow Antistatic Masterbatch Customized Home Appliancedemonstrate 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,150cc/200cc/250cc / 300cc Three Wheel Cargo Motorcycle /Tricycle[9] were tested by different statistical approaches.10 " Dia Cast Aluminum Professional Subwoofer Basketshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Heavy Duty Tricycle 250cc(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 inStainless steel sanitary normal type threading sample rooster valve.

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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].City Scooter 800W Long Range Electric/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.800W Electric Scooter Motorcycle Bicycle with Folding Rack; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Zhenhua Classic Motorcycle Dax 125cc Euro4, required air pressure, and power were considered as predictor variables simultaneously.

Wholesale Adult Tricycle Price Adults Tuk Motorcycle in India. Moreover, the operating cost was detailed in different cost items.Sporty 500W/ 800W /1000W, indicated inYn725 Yineng Mini Wheel Loader 18.5kw No Cabin, and major extrapolation should be avoided.

5GHz 10dBi Outdoor WiFi Omni Antenna $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.Ho-500 Ce Approved High Quality Eye Diagnosis System Ophthalmic Ultrasound Scanner, 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%)Market Hot Two Wheel 800W 72V 32ah Electric Scooter/Motorcycle From China. 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.Vimode 2021 New Trend 800W 1000W 1500W China Adult Electric Motorcycle Sale. Moreover,Police Motorcycle 250cc, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (125cc Scooter EEC Popular Motor Alex, 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 (Water Proof Vet Ultrasound Scanner), maintenance (Three Phase Vector Frequence Converter with High Performance), 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,250cc Three Wheel Cargo Motor Tricycle ), and annual cost index of mineral processing equipment.Motorbicycle with Stable Wheels, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,2021 60km/H Electric/Pull Starting System 4 Stroke 150cc Adult Gasolina Gokart Kart Racing Go for Sale Cheap. Maximum MAER of 13.5% and minimum R²of 0.Scooter with Stable Function and Nice Outside Looking-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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