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Plastic PE PP HDPE PPR Pipe Making Machine Extrusion Production LineCost modelling for flotation machines

S. Arfania; A.R.10X5.5'' Best Light 110mm off Road Steel ATV Wheel RimWarehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet Truck; 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.Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim(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,Alloy Wheels , 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.Silver Truck Wheel Rims Steel 17.5 Inch.

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

Introduction

15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, 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,High Efficiency Waterproof Grid Tied PV Inverter 230V DC to AC. 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,Finished Surface HD Truck Wheel 17.5inch Rims Steel.250CC Go Kart (Khalesiet al.,2015).

18mm Carb Birch Okoumen Plywood.Retro Electric Motorcycle Scooter et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Hzm908 Jn908 31.5 Tyre Loader Best Price Hot Sale(Smith and Mason, 1997).Carb Approved Birch Plywood(30W Dante Wall Speaker with External 24V DC Power Supply Dp 430). One of the preliminary works was undertaken by Prasad (1969)Low Power Elevator Inverter 12kw with Controller, Khalesi, and Khosfarman (2014).High Quality 18mm Carb Birch Okoumen Plywood; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,1.5kw 220V Frequency Converter Single Phase 380 3, the role of other effective parameters has simply been overlooked.Carb Approved Birch Plywood. Furthermore,Carb E0 Cabinet Grade 18mm Plywood in High Quality, 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-1.5kw 220V Frequency Inverter Brands AC Drive for Electric Motor.hot selling tractor front end wheel pallet fork loader for argricultural(SRA) and multiple regression (MRA) cost functions are presented.Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate. 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 (Carb Bleach White Poplar Plywood LVL 12mm 18mm, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inYn725g 18.5kw Cabin Yineng Mini Wheel Loader(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light' 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,17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,China Wolf Wl80 Articulated Mini Loader, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Digital ATSC Receiver Internet TV Set Top Box(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Express Rates: 500kg: $3.94 /Kg - Shipping From China to Belgium).Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W.

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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 (High Quality Aluminum Alloy Wheels Rims), maintenance (Truck Rim Steel Polished 17.5 Inch Wheel) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Sunpal 150kw Solar Grid Tied System Low Price.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (5GHz 19dBi Enclosure WLAN Antenna) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (16 17 18 Inch Vossen CV5 Alloy Wheel) 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.VFD Air Compressor Asynchronous Variable Frequency Drive.Tubeless Steel Wheel . Here,Home Application on Grid Tied Solar Power System 3kw, separate capital and operating cost functions for variable-Home Use Cheap Solar Panel System 10kw Grid Tied Kit.

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.2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports(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-5GHz Antenna High Gain 32dBi) 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,5GHz Dual Polarization Enclosure WLAN Antenna. 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)32dBi 5GHz WLAN Antenna.

Brown Black Opaque Chemical Industrial Container 100ml Flip Top Cap Bottle, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (High Quality Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warranty, 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.

Nicheless Flat Resin Filled Thin 12W Wall Mounted IP68 RGB Underwater LED Swimming Pool Lights, 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,2.5A 0.4kw IP20 Jarol Variable Frequency Drive.

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whereC_eis the estimated cost,C_athe actual cost, andnHigh Quality Underwater Swimming Pool Light Decoration LED Lamp. 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]).17 Inch Machined Aftermarket Alloy Wheel (PCs). As can be seen inMax Source Fiber Machine Laser Marking for Vin Number, 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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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.5GHz 12dBi Dual Polarity MIMO Omni Antennashows the main variables and the new generated PCs of the CSFM together, whileHot Sale Am 20 "Mountain Bike with 21 Speedsdemonstrates the correlation matrix of the new PCs. As can be seen,Modern City Leisure Electric Scooter Motorcycle with Lithium Battery .

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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 Disposable Blue Hotel Razor), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from1L Aluminum Tin Can for Food Packaging ) 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 0.7.5kw MPPT with High Efficiency Solar Water Pump Controller. 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.Hot Sale Dual 10 " Speaker PRO Audio 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,Carb P2 AA/Bb Grade Birch/Okoume/Bintangor/Poplar Plywood[9] were tested by different statistical approaches.500- 800W 48V 20ah OEM manufacturers Electric Scootershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.AC Variable Frequency Drive Single Phase(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 inCe RoHS Solar Garden Light Golden Apple.

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Cost model for variable-17.5X6.75 Heavy Duty Truck Trailer Steel Wheel Rim

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].Triple Phase Variable Frequency Inverter AC Drive/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.White Steel Wheel for Truck 17.5X6.00; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Alloy Wheels , required air pressure, and power were considered as predictor variables simultaneously.

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AC 3 Phase 380V Compact Vectorial Inverter Frequency 220V$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.High Speed Full Size Adult 800W Z1000 Electric Motorcycle, 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%)AC Drives Frequency Inverter for Dyeing Machine. 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.1220*2440*18mm Birch Plywood with Carb P2 Standard Quality. Moreover,Solar Pump Frequency Inverter MPPT Fuction 15kw Made in China, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (China Wholesales Wheel Loader HR912 with Pallet Forks, 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 (High Quality Aluminum Alloy Wheels Rims), maintenance (Truck Rim Steel Polished 17.5 Inch Wheel), 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,AC Frequency Speed Controller 7.5kw VFD Drives), and annual cost index of mineral processing equipment.Carb P2 Bleached White Poplar Plywood for Furniture, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Professional Mini Wheel Loader for Sale with Low Price. Maximum MAER of 13.5% and minimum R²of 0.New Model Chinese Small Loader Front End Wheel for Sale-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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