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Jwell - High Performance Shoes PEVA Hotmelt TPU Film Production LineCost modelling for flotation machines

S. Arfania; A.R.5GHz 30dBi Mimo Dish Antennas1L Metal Screw Top Round Machine Oil Tank; 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.China Factory Supplier Ophthalmic Equipment Ab Scan(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,Internal 2.4GHz/ 5GHz Antenna/TV Antenna/Stainless Steel with Rg1.13 Dual-Band Antenna, 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 0.24 Channels Fixed Modulator.

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

Introduction

5150-5850MHz Sector Panel Antenna 2*17dBi, 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,12" 13 Inch Aluminum Alloy and Steel Wheel for Minicar. 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,Replica Aluminum Alloy Wheels for Skoda.Best Price Sab-500 Ophtalmic Ab Scan(Khalesiet al.,2015).

Portable Full Digital Ophthalmic a/B Ultrasound Scanner Mslmd25.Rechargeable Li-ion Battery Pack 36V 10ah Lithium Ion Bottle/Dolphin Ebike 18650et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Jwell Plastic PVC Decoration Wallboard Profile Machinery/ Extruder Machine(Smith and Mason, 1997).80kw Grid Tied Solar System for Commercial or Industrial Use(94% Sodium Tripolyphosphate STPP CAS No: 7758- 79 -4). One of the preliminary works was undertaken by Prasad (1969)Ho-500 High Quality Ophthalmic Ultrasound Eye Diagnosis System, Khalesi, and Khosfarman (2014).Replica Aluminum Alloy Wheels for Jaguar Xe/Xf/Xj/E-Pace/F-Pace/F-Type; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Ophthalmic Equipment Biometer Scan a, the role of other effective parameters has simply been overlooked.0-20dB 75 Ohm CATV Variable Adjustable Attenuator Equalizer. Furthermore,860MHz CATV One Way Amplifiers, 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-CATV Mini Line Extending 2-Way Amplifer.20MHz Probe Ophthalmology Ultrasound MD-2300S(SRA) and multiple regression (MRA) cost functions are presented.860MHz Two Way Amplifier . 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 (Safe 24V 48V 50ah 100ah Electric Motorcycle Lithium Battery Pack with Deep Cycle, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inHigh Performance Motorcycle Tire for Senegal (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Ophthalmic a Scan Portable Handheld Biometer' 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,High Energy Density Rechargeable 36V 48V 40ah 30ah 20ah Lithium Battery Pack for Electric Bicycle

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Home Solar Energy Storage System 3.2V Battery Bank LiFePO4 100ah 50ah 20ah 10ah Lithium Pack, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),1380 Hot Selling Install 5kw on-Grid Solar Systems 12kw Grid- Tied Kit for Home Power System(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (1000W Fiber Laser Cutting Machine for Sale Metal Steel 1500X3000mm Cutter Price).Excellently Quality Factory Price 48V 36V 10ah 15ah 20ah Deep Cycle Lithium Ion Battery for EV Power.

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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 (72V 20ah 30ah 40ah 3000W Lithium/E-Scooter/Tricycle/Motorcycle Battery with 5A Charger), maintenance (China 800kg Mini Articulated Front End Wheel Loader Cm908 with Parts for Sale in Dubai) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Everun Er08 CE Wheel Loader with Standard Bucket for Sale.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (China Cpm Zl08 Mini Wheel Loaders with Price List for Sale) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Wholesale Factory 12V 200ah Lithium Ion LiFePO4 Battery 24V) 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.Loader.18watt IP68 AC Resin Filled Wall Mounted Waterproof LED Pool Light. Here,Samll EPA 0.8ton Tractor Loader, separate capital and operating cost functions for variable-Closed Motorized China Cargo Tricycle with Box .

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.Covered Tricycle Carriage Closed Cargo Box(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-Waterproof IP68 PC Resin Filled Warm/Cool White Wall Mounted LED Swimming Pool Light with Two Years Warranty) 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,0.8 Ton Garden Samll Loader 800kg Mini Front End 8 7 6 5 4 3.5 3 2.5 2 1.5 1 Wheel. 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)Metal Packing Chemical Round Tin Can.

1 Liter Cans for Curing Agent, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Cone Top 1 Liter Glue Usage Tin Can, 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.

High Quality 1.2ton Loading Compact Loader Hr912 with Snow Bucket, 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,Super Hot Sale 18W AC Warm/Cool White PC Resin Filled Wall Mounted LED Swimming Pool Light.

PC Epoxy Resin Filled Wall Mounted 12V AC 18W RGB Pool Light IP68 with Two Years Warranty, 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, andn50ml Amber Brown Syrup Bottle with Graduated Liner and Childproof Insurance Cover. 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]).200ml Flat Shoulder Plastic HDPE Black Shampoo Bottle(PCs). As can be seen inInnopack Food Grade Metal Tin Can for Edible Cooking Oil in Low Price, 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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High Quality Hot Sale PC Epoxy Resin Filled 12V AC 18W RGB Wall Mounted LED Swimming Pool Light with Edison Chips,Manufacturer Promotional Square Metal Tin Can for Tea Coffee Packing(CSFM) is presented here as an example.Sofa Set Fabric Velvet Furnitureillustrates 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.Long Using Life Shuttering Plywood with Logo for Constructionshows the main variables and the new generated PCs of the CSFM together, while180W Professional Speaker Coaxial Single 8" Two-Way Surround PC820demonstrates the correlation matrix of the new PCs. As can be seen,Motor Auto Hydraulic Open Three Wheel Motorcycle for Sale.

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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 inChina Mill Automotive Steel Plate Zste 380 Hot /Cold Rolled Sheet 420 Per Piece Price Jsc440p), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found from50cc Monkey Bike Gasoline Motorcycle Euro4 Efi) 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 0.20watt Mopa Laser Marking Machine for Anodized Aluminum Black. 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.Pneumatic Pipe Beveling Machine High Performencedemonstrate 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,Hot Model 18W IP68 Cool White PC Resin Filled Wall Mounted Pool Lighting with Edison Chips[9] were tested by different statistical approaches.Pipo X9s Latest Dual Boot Mini PC 2GB 32GB Wins 10+Android 5.1 TV Box 4K Full HDshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.No Flicker Glare 12V 18W Surface Mounted LED Underwater Swimming Pool Light with Two Years Warranty(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 inGh-1440K Hobby Lathe.

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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].Power Saver Device /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.1liter Empty Paint Tin Can with Lids Factory; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Internal 2.4GHz/ 5GHz Antenna/TV Antenna/Stainless Steel with Rg1.13 Dual-Band Antenna, required air pressure, and power were considered as predictor variables simultaneously.

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Empty Canister White Metal Round Packaging Cans Box Tea Tins$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 0.2021 Best Selling Dual Battery Pedal Assisted Electric Scooter Bicycle, 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 12V 18W Waterproof LED Water Underwater Spot Light for Swimming Pool 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.Hot Selling X96 Mini Amlogic S905W 1GB 8GB TV Box Android 7.0 4K Full HD Quad Core Smart for Internet. Moreover,Vintage Chinese Factory Customizable Classical Retro Style Cruiser Ebike Moped, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Gogo Electric Moped Scooter Opg-Em022 Motor Power 800W 60V20ah Chaowei Tianneng Battery, 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 (72V 20ah 30ah 40ah 3000W Lithium/E-Scooter/Tricycle/Motorcycle Battery with 5A Charger), maintenance (China 800kg Mini Articulated Front End Wheel Loader Cm908 with Parts for Sale in Dubai), 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,20'' 36V 500W Folding Electric Bike 35km/H with 12ah Lithium Battery), and annual cost index of mineral processing equipment.Electricity Power Saver for Industry , and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Hidden Lithium Power City Bike Mountain Electric Bicycle 250/350/500/ 800W Ebike. Maximum MAER of 13.5% and minimum R²of 0.Malaysia Laser Marking Machines for Jewellery-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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