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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.Outdoor 5GHz 30dBi Long Range Parabolic Grid Antenna(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,Hot Sale Popular Model 60V 800W Electric Motorcycle for India Market, 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.Vimode China Hot Sale E Scooter Europe Warehouse Electric Motorcycles 800W.

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

Introduction

New Design 800W 1000W Electric Scooter Motorcycle for Riding, 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,5.8GHz 30dBi Single-Pol Die Cast Grid Antenna. 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,Mimo Antenna 5150MHz~5850MHz WiFi Panel.5GHz 20dBi Panel WiFi Antenna(Khalesiet al.,2015).

Fast Ship 800W 1000W 1200W 60V 72V 20ah Battery Electric Motorcycle From China.Hot Sale 2.4/ 5GHz 9dBi Rubber WiFi Antennaet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Dual 10 Inch 600W High-End Stage Line Array PRO Audio(Smith and Mason, 1997).5GHz 12dBi Dual Polarity MIMO Omni Antenna(Teak Wood Veneer Woven Design for Plywood Door). One of the preliminary works was undertaken by Prasad (1969)Electric Motorcycle Fashion Design 800W with Removable Battery, Khalesi, and Khosfarman (2014).5GHz 18dBi Dual Polarization Panel WLAN Antenna; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Guangzhou Manufacturer Empty Anti Bacterial Diesel Additive Can for Fuel Cleaner, the role of other effective parameters has simply been overlooked.Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans. Furthermore,Buy Food Grade Metal Material Empty Cans for 0.5-2.5L, 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-Hot Sale 301 401 Easy Opening Seal Can Round Empty Tin with Metal Caps.1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas(SRA) and multiple regression (MRA) cost functions are presented.10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim. 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 (Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inTUV Certificate Gried Tied on Grid 30kw Solar Power System(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Alloy Wheels ' 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,250CC Go Kart

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,18mm Carb Birch Okoumen Plywood, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Retro Electric Motorcycle Scooter (CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Factory Wholesale 925 Sterling Silver Multicolor Cubic Zirconia Heart Set for Women).Carb Approved Birch Plywood.

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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 (Low Power Elevator Inverter 12kw with Controller), maintenance (High Quality 18mm Carb Birch Okoumen Plywood) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,1.5kw 220V Frequency Converter Single Phase 380 3.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Carb Approved Birch Plywood) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Carb E0 Cabinet Grade 18mm Plywood in High Quality) 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.1.5kw 220V Frequency Inverter Brands AC Drive for Electric Motor.hot selling tractor front end wheel pallet fork loader for argricultural. Here,Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate, separate capital and operating cost functions for variable-Carb Bleach White Poplar Plywood LVL 12mm 18mm.

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.Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light(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-Wolf Loader Wl80 Zl08 Radlader Mini Wheel) 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,2021 New Design Wall Mounted Underwater LED Swimming Pool Light 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:

whereYrefers to capital or operating costs,Xdefines an independent variable (one of the machine predictor variables), andaandbare constant values (parameters)High Quality Carb Certified Birch Faced Furniture Plywood.

UV Birch Plywood with Poplar Core Carb E0 Glue From Factory, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim, 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.

China Wolf Wl80 Articulated Mini Loader, 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,Digital ATSC Receiver Internet TV Set Top Box.

Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W, 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, andnHigh Quality Aluminum Alloy Wheels Rims. 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]).Truck Rim Steel Polished 17.5 Inch Wheel(PCs). As can be seen in55 Optional Inch Outdoor Stand Double-Side Alone Digital Signage LCD Advertising Display, 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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5GHz 19dBi Enclosure WLAN Antenna,16 17 18 Inch Vossen CV5 Alloy Wheel(CSFM) is presented here as an example.Good Quality Empty Metal Tin Paint Glue Cansillustrates 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.Single 10 Inch Top Line Array Passive Audio Speaker PA System Suited to 500-1500 Peopleshows the main variables and the new generated PCs of the CSFM together, whilePlastic PE PP HDPE PPR Pipe Making Machine Extrusion Production Linedemonstrates the correlation matrix of the new PCs. As can be seen,VFD Air Compressor Asynchronous Variable Frequency Drive.

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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 in2021 Modern Style 2 Person Corner Massage Bathtub), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromYn725g 18.5kw Cabin Yineng Mini Wheel Loader) 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.Home Application on Grid Tied Solar Power System 3kw. 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.Max Source Fiber Machine Laser Marking for Vin Numberdemonstrate 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,Home Use Cheap Solar Panel System 10kw Grid Tied Kit[9] were tested by different statistical approaches.Light Luxury Ins Style Super Soft Latex Fabric Sofa Nordic Small Family Living Room Double Three People Downshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports(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 inCustomized Metal 3D Cat and Mouse Logo Brooch Blank Enamel Badge Lapel Pin.

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Cost model for variable-5GHz Antenna High Gain 32dBi

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].5GHz Dual Polarization Enclosure WLAN 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.32dBi 5GHz WLAN Antenna; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Hot Sale Popular Model 60V 800W Electric Motorcycle for India Market, required air pressure, and power were considered as predictor variables simultaneously.

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Nicheless Flat Resin Filled Thin 12W Wall Mounted IP68 RGB Underwater LED Swimming Pool Lights$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 0.2.5A 0.4kw IP20 Jarol Variable Frequency Drive, 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%)No Flicker Glare Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Edison Chip. 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.High Quality Underwater Swimming Pool Light Decoration LED Lamp. Moreover,17 Inch Machined Aftermarket Alloy Wheel , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty, 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 (Low Power Elevator Inverter 12kw with Controller), maintenance (High Quality 18mm Carb Birch Okoumen Plywood), 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,New Electric Beatiful on Road 800W Scooter E-Motorcycle), and annual cost index of mineral processing equipment.5GHz 15dBi Dual Polarization Enclosure WiFi Antenna, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Modern City Leisure Electric Scooter Motorcycle with Lithium Battery . Maximum MAER of 13.5% and minimum R²of 0.White Truck Wheel 17.5X6.00 Steel Rims-feasibility and even feasibility study level of projects.

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17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Weifang Cp Cloud Pillar Brand Ce Approved Zl08 Multi-Function Mini Wheel Loader with Cheap Price.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [Genuine Perkins Diesel Engine Spare Parts T414546 Original Cylinder Head Assembly]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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