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Small Compact Front Wheel Loader / Zl08 Farm Garden MiniCost modelling for flotation machines

S. Arfania; A.R.Industry Saveing Box Professional Speaker with Laser Light ; 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.Motorcyle with Bore * Stroke 66*58.2 mm(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,Electricity Saving Device 600amp , 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 0.250cc Motor Cabin Tricycle Cargo with Canopy.

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

Introduction

Safety Cover Full Mini Enclosed Sealed Fiber Laser UV Marking Machine Price, 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,Flexible Label Laser Marking Machine. 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,Flying Laser Marking System Marker.800W Color Fashion Electric Motorcycle(Khalesiet al.,2015).

20W 30W 50W 150X150mm 200X200mm Lens Metal Steel Fiber Laser Machine.Label Marking Equipment Laser Machine for Car Body Labelset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 800kg Wolf Zl08 Wheel Hoflader Loader Mini Bagger with Attachments(Smith and Mason, 1997).Electric Bike 800W ODM Mountain Ebike with Powerful Motor(Laminated for Coffee Cookie Food Packaging Bag Aluminum Medical Stand up Pouch Manufacturer Custom Self-Sealing Plastic Mylar Ziplock Barrier Exit Container). One of the preliminary works was undertaken by Prasad (1969)Latest Electric Scooter 800W Citycoco, Khalesi, and Khosfarman (2014).16/24 Channel RF Combiner Passive Mixer; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,150cc Cheap Open Gas Reverse Trike , the role of other effective parameters has simply been overlooked.Sport Using Motor Vehicle with Sealed Chain Final Drive. Furthermore,GS-a 12mm CATV Fixed RF Attenuator, 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-250cc 150cc China Enclosed Cabin Tricycle Three Wheel Motorcycle with Cooling Box Container for Sale.Automatic High Effective Medical Ultrasound Bone Densitometer (SRA) and multiple regression (MRA) cost functions are presented.New 50cc Monkey Bike Gasoline Motorcycle Euro 4. 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 (China 250cc New 3 Wheel Motorcycle Motor Tricycle, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inHot Sale 258 Kw Water Cooling 6 Cylinder Generator Engine /Electric Power Generation/Diesel Engines(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;3ru 24 in 1 CATV Fixed Channel Modulator ' 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,16 in 1 CATV Modulator Fixed Frequency

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,8 Channels HDMI to DVB-T Modulator, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Medical Equipment Ho-200 Ophthalmic a/B Ultrasound Scanner(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Promotional Ceramic Enamel Mug Coffee with Variety Size and Design Wholesale White or Printed).Motor Vehicle for High Speed and Stable Function.

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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 (Outdoor 750MHz One Way CATV Trunk Amplifier ), maintenance (China Enclosed Ice Cream Tricycle Three Wheel Cargo with Cooling Box) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,New Racing Motorcycle.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Cheap 3 Wheel Cargo Tricycle with Box ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Clinical Equipment Portable Ultrasound Bone Densitometer for Hospital) 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.Motorcycle for 1405mm of Wheel Base.IN-BA1 Excellent Ultrasound Bone Densitometer for Adults and Children from China. Here,5150-5850MHz Sector Panel Antenna with 2*16dBi Gain for Best Design, separate capital and operating cost functions for variable-China Ophthalmic Equipment.

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.Hot Sale Jincheng Jc200t-8 Scooter Motorcycle with Good 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-China Gas Scooters 2 Stroke Euro 4 125cc Moto Moped Motor EPA 49cc 50cc 150cc EEC Motorcycle Gasoline Scooter) 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,Best Selling Ophthalmic Ultrasound a/B Scanner Full Digital Touch Screen. 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)Ho-100 Ophthalmic Ultrasound a Scan Pachymeter.

Sy-AC51 Best Price 128 Elements Wireless Probe with Color Doppler, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Innopack 1L Square Engine Oil Tin Can with Screw Cap Manufacturer, 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.

1L Round Tin Pail with Sealed Lid and Plastic Handle for Paint Use, 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,5GHz Antenna High Gain 29dBi.

2.4- 5GHz MIMO Omni Antenna with 2.4G Network System, 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, andnSector Antenna 5GHz. 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]).Mini Wheel Loader Small Dumper Hoflader Wolf Zl08(PCs). As can be seen inHigh Quality Cheap Classic Light Mini Reverse Three Wheel Motorcycle , 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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2.4- 5GHz MIMO Omni Antenna with 11dBi,2.4- 5GHz Omni Antenna (CSFM) is presented here as an example.Quality 18mm Carb Birch Okoumen Plywoodillustrates 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.Yn725g Yineng Mini Wheel Loadershows the main variables and the new generated PCs of the CSFM together, while20 mm 20mm PVC Pipe Machinedemonstrates the correlation matrix of the new PCs. As can be seen,E-3/L-3 Loader Carry-Scraper Bulldozer/Pushdozer Forklift OTR/off-The-Road Tyre/Tire 29.5-25.

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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 inAutomatic Coal Combustion Heat Transfer Oil Heating Double Frying Machine Small), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromHF-LPD100 2.4/5G Dual Band SMT Package IOT Module WiFi) 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.Trade Peak Lowest Price for 150cc ATV. 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.Mylar Food Grade Moisture Proof Tea Foil Lined Packaging Stand up Bag Thin Kraft Paper Bags for Packing Coffee Snack Pouchesdemonstrate 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,L-Guard Factory L-5 OTR Tires 23.5-25 P. R. 20[9] were tested by different statistical approaches.Mixer Power Amplifier with USBshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.2021 New China Adult Tricycle Motor Cargo for Sale(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 in1000kVA/800kw Power Generator Diesel Engine Genset Set for Hotel.

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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].Suzhou Innopack 1L Metal Rectangular Tin with Screw Cap in Low Price/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.Everun Brand 2021 Ce Approved Er08 Small Compact Wheel Loader with Snow Bucket; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Electricity Saving Device 600amp , 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.OTR Heavy Loader Tyre L5 20.5-25 Size Best Price. Moreover,Mars Solar 30kw Power System on Grid Tied Micro Sine Wave Inverter, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (1167 Single Phase 3 110V/220V/380vgrid- Tied Inverter for Residential or Commercial Application 3kw-80kw, 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 (Outdoor 750MHz One Way CATV Trunk Amplifier ), maintenance (China Enclosed Ice Cream Tricycle Three Wheel Cargo with Cooling Box), 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,L5 Nylon Mining Loader OTR Tyre 20.5-25 off-The-Road Tire), and annual cost index of mineral processing equipment.Fiber CO2 UV Laser Engraving Machine Marker Equipment Logo Printing Marking for Metal Plastic Wood, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Lithium Polymer Battery Mica 3.7V Mc602540 550mAh Li Pack for Electronic Device. Maximum MAER of 13.5% and minimum R²of 0.New Model High Quality 4 Stroke LED Efi 50cc 100cc 110cc Gasoline Scooter Gas Moped Super Soco Bike Mini-feasibility and even feasibility study level of projects.

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Prasad, L. 1969.AC12V RGB Mini PC Resin Filled Wall Mounted LED Swimming Pool Light.12V AC Warm White PC Mini Flat Resin Filled LED Pool Light, Metallurgy and Petroleum, Montreal. pp. 3-15.         [SP-KS410) Customized Fabric Softwood Frame Sofa]

Innopack 1L Square Engine Oil Tin Can with Screw Cap Manufacturer, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Medical Equipment Portable Automatic High Effective Ultrasound Bone Densitometer.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [in Line Multy-Cylinder Diesel Engine for Power Generator Set]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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