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Warehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet TruckCost modelling for flotation machines

S. Arfania; A.R.Alloy Wheels 30W Dante Wall Speaker with External 24V DC Power Supply Dp 430; 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.Silver Truck Wheel Rims Steel 17.5 Inch(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,15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, 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.High Efficiency Waterproof Grid Tied PV Inverter 230V DC to AC.

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

Introduction

Finished Surface HD Truck Wheel 17.5inch Rims Steel, 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,250CC Go Kart . 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,18mm Carb Birch Okoumen Plywood.Retro Electric Motorcycle Scooter (Khalesiet al.,2015).

Carb Approved Birch Plywood.Low Power Elevator Inverter 12kw with Controlleret al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Top Quality Cosmetic Raw Material Chlorphenesin CAS 104-29-0  for  Antiseptic(Smith and Mason, 1997).High Quality 18mm Carb Birch Okoumen Plywood(Yn725g 18.5kw Cabin Yineng Mini Wheel Loader). One of the preliminary works was undertaken by Prasad (1969)1.5kw 220V Frequency Converter Single Phase 380 3, Khalesi, and Khosfarman (2014).Carb Approved Birch Plywood; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Carb E0 Cabinet Grade 18mm Plywood in High Quality, the role of other effective parameters has simply been overlooked.1.5kw 220V Frequency Inverter Brands AC Drive for Electric Motor. Furthermore,hot selling tractor front end wheel pallet fork loader for argricultural, 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-Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate.Carb Bleach White Poplar Plywood LVL 12mm 18mm(SRA) and multiple regression (MRA) cost functions are presented.Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light. 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 (Wolf Loader Wl80 Zl08 Radlader Mini Wheel, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inCrovell Supply Raw Material CAS 104-29-0 Chlorphenesin for Cosmetic(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;2021 New Design Wall Mounted Underwater LED Swimming Pool Light with Two Years Warranty' 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,Digital ATSC Receiver Internet TV Set Top Box

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),High Quality Aluminum Alloy Wheels Rims(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Yingjiao Factory Manufacturer OEM PSP PRO Charger DC Adapter).Truck Rim Steel Polished 17.5 Inch Wheel.

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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 (Sunpal 150kw Solar Grid Tied System Low Price), maintenance (5GHz 19dBi Enclosure WLAN Antenna) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,16 17 18 Inch Vossen CV5 Alloy Wheel.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (VFD Air Compressor Asynchronous Variable Frequency Drive) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Tubeless Steel 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.Home Application on Grid Tied Solar Power System 3kw.Home Use Cheap Solar Panel System 10kw Grid Tied Kit. Here,2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports, separate capital and operating cost functions for variable-5GHz Antenna High Gain 32dBi.

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.5GHz Dual Polarization Enclosure WLAN Antenna(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-32dBi 5GHz WLAN Antenna) 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,Brown Black Opaque Chemical Industrial Container 100ml Flip Top Cap Bottle. 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 Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warranty.

Nicheless Flat Resin Filled Thin 12W Wall Mounted IP68 RGB Underwater LED Swimming Pool Lights, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (2.5A 0.4kw IP20 Jarol Variable Frequency Drive, 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.

No Flicker Glare Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Edison Chip, 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,High Quality Underwater Swimming Pool Light Decoration LED Lamp.

17 Inch Machined Aftermarket Alloy Wheel , 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, andn2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty. 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]).New Electric Beatiful on Road 800W Scooter E-Motorcycle(PCs). As can be seen inLight Luxury Ins Style Super Soft Latex Fabric Sofa Nordic Small Family Living Room Double Three People Down, 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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Modern City Leisure Electric Scooter Motorcycle with Lithium Battery ,White Truck Wheel 17.5X6.00 Steel Rims(CSFM) is presented here as an example.5GHz 12dBi Dual Polarity MIMO Omni Antennaillustrates 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.Hot Sale Am 20 "Mountain Bike with 21 Speedsshows the main variables and the new generated PCs of the CSFM together, while2021 Hot Selling Good Performance Transparent PA12 Granules / Ployamide 12 for Commercial Installationdemonstrates the correlation matrix of the new PCs. As can be seen,7.5kw MPPT with High Efficiency Solar Water Pump Controller.

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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 inPlain Golf Shirts Boys Polo T-Shirt Cottont for Men), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromPlastic Raw Materials Black Color Masterbatches China Supplier) 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.AC Variable Frequency Drive Single Phase. 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.500- 800W 48V 20ah OEM manufacturers Electric Scooterdemonstrate 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,17.5X6.75 Heavy Duty Truck Trailer Steel Wheel Rim[9] were tested by different statistical approaches.Innopack 500ml Round Conveyor Belt Glue Tin Can with Capsshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Triple Phase Variable Frequency Inverter AC Drive(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 inWaterproof Flex LED SMD Neon Light Strip for Decoration Lighting.

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Cost model for variable-White Steel Wheel for Truck 17.5X6.00

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].Carb Grade 18mm Commercial Plywood/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.Highlighted LED Electric Motorcycle with 60V 800W Power System; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, required air pressure, and power were considered as predictor variables simultaneously.

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AC Drives Frequency Inverter for Dyeing Machine$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 0.1220*2440*18mm Birch Plywood with Carb P2 Standard Quality, 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%)Solar Pump Frequency Inverter MPPT Fuction 15kw Made in 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.China Wholesales Wheel Loader HR912 with Pallet Forks. Moreover,AC Frequency Speed Controller 7.5kw VFD Drives, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Carb P2 Bleached White Poplar Plywood for Furniture, 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 (Sunpal 150kw Solar Grid Tied System Low Price), maintenance (5GHz 19dBi Enclosure WLAN Antenna), 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,Professional Mini Wheel Loader for Sale with Low Price), and annual cost index of mineral processing equipment.New Model Chinese Small Loader Front End Wheel for Sale, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Mimo Antenna 13dBi CPE. Maximum MAER of 13.5% and minimum R²of 0.1220X2440X9mm Carb P2 Glue Bleached Poplar Plywood for Furniture-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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