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S. Arfania; A.R.Disodium Phosphate Anhydrous CAS No 7558- 79 -4Orange Color Masterbatch; 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.Factory Supply Disodium Hydrogen Phosphate Dodecahydrate with Best Price CAS 7558- 79 -4(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,K05/K10/ K20 /K30/K40 Tungsten Carbide Flat, 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.Changhong Film Stack Flexo Printing Machine.

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

Introduction

Xft- 710 Axial Flow Fire Smoke Fan, 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,Bt Sk Cat Straight Collet Power Multi-Lock Chuck Milling Holder Arbors. 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,Disperse Violet 26 Dyes.Skyzon® Cationic Violet 3R/Cationic Dyes/Cloth Dye(Khalesiet al.,2015).

Disperse Dyestuff Violet S3rl 200% C. I. 63.Pigment Violet 1 or Fast Rose Toner/Fast Lakeet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 2 Wheel Seat 350W Watt Hub Motor Electric Motorcycle Scooter Bike 48V for Adult(Smith and Mason, 1997).Disperse Dyestuff Violet 200% P-CF for Textile(High Quality Elasticity Competitve Nitrile X Ring). One of the preliminary works was undertaken by Prasad (1969)Disperse Red/Blue/Orange/ Violet /Black, Khalesi, and Khosfarman (2014).Disperse Dyestuff Violet Recp-Hf 100% for Textile; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Factory Cost Qualified Effect Antistatic Plastic Blue Color Masterbatches for Electronic Components, the role of other effective parameters has simply been overlooked.Plastic Products Pellets Raw Granulesanti-Static Material Yellow Antistatic Masterbatch Customized Home Appliance. Furthermore,Super Popular Endless Swimming Pool with Jacuzzi SPA for Market, 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-Massage Bathtub.PA Filler Masterbatch for Injection Moulding(SRA) and multiple regression (MRA) cost functions are presented.Swedish Soaking Bath Tubs Lowes Plastic Adult Freestanding Bathtub. 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 (Laswim Endless Pool/Counter Flow Pool, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in5GHz 15dBi Dual Polarization Enclosure WiFi Antenna(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Double Slipper Two Upper End Freestanding Soaking New Bath Tub' 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,Jwell - Thermoplastic Polyurethane Film Extrusion Machine

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Jwell - TPU Roll Car Paint Protection Matt Cast Film Machine, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Jwell - High Performance Shoes PEVA Hotmelt TPU Film Production Line(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Chocolate Enrobing Production Machine).Diesel Engine Parts Fuel Injection Nozzle Dlla150p249.

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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 (Polythene Plastic Sheet Making Machine), maintenance (Jwell-Jwell-PVC Plastic Rigid Transparent Sheet Thickness 0.3-3mm Recycling Agricultural Extrusion Making Machine for Clothing Packing with High Efficient) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,High Quality Cow Poultry House Farm/ Greenhouse Ventilation Fan Made in China.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (1HP/2HP/3HP/4HP/5HP Shrimp Pond Fish Farm Aerator Air Ring Blower) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Diesel Engine Parts Fuel Injection Nozzle Dlla160p3125q) 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.Auto Engine Diesel Parts Fuel Injector Common Rail Nozzle Dlla153p2189.Xft- 710 Axial Flow Fire Extinguisher Fan. Here,Diesel Engine Parts Fuel Injection Nozzle Dlla155p274, separate capital and operating cost functions for variable-Diesel Engine Parts Fuel Injection Nozzle Dlla153p049.

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.Diesel Engine Parts Fuel Injection Nozzle Dlla155p273(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-Diesel Engine Parts Fuel Injection Nozzle Dlla154p332) 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,Diesel Engine Parts Fuel Injection Nozzle Dlla154pn006. 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 Nickel Alloy Monel 400 .

Tsp Trisodium Phosphate/ CAS No.: 7758- 79 -4/Anhydrous/Na3po4, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Disperse Violet 63, 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.

Skycron® Disperse Violet 1/2R 100% Fabric Dye for Polyester, 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,Disperse Red 11 or Brill Pink 4bn.

94% Sodium Tripolyphosphate STPP CAS No: 7758- 79 -4, 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, andnSkycron® Disperse Violet 63/RL 200% Color Dye For Clothes. 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]).Flame Retardant Ammonium Polyphosphate (PCs). As can be seen in5.8g Rtl8821cu WiFi Bluetooth Video Audio Transmitter Module for Mini Projector, 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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Asapp-II Ammonium Polyphosphate for Intumescent Paints ,Water Treatment Softener Dibasic Sodium Phosphate 97% Powder CAS No.: 7558- 79 -4(CSFM) is presented here as an example.Water Bottles Wrapping Machines Semi Automatic Film Shrink Machineillustrates 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.Zl08 0.8t Hot Sale Small Yard Loader Mini Tractor Front Endshows the main variables and the new generated PCs of the CSFM together, whileHot Sale Jincheng Jc200t-8 Scooter Motorcycle with Good Pricedemonstrates the correlation matrix of the new PCs. As can be seen,Indissolvable Ammonium Polyphosphate CAS No. 68333- 79 -9.

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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 inUpholstery Fabric), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromVoomaster Brand Big Diamonds Tread Pattern Motorcycle Tyre 3.00- 17 ) 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

Sodium Phosphate Dibasic CAS No 7558- 79 -4

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.Detergent Grade Sodium Tripolyphosphate 94% CAS No: 7758- 79 -4. 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.PA Filler Masterbatch for Injection Mouldingdemonstrate 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,Boring Machine Tools Micro Head F1type CNC Heads Set[9] were tested by different statistical approaches.Steel Grade Nitrogen 20.5% Ammonium Sulphateshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Straight Shank Collets C16 C20 C25 C32 Collet Chuck for Power Milling(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 inSmall Laser Cutting Machines Price.

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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].94% Sodium Tripolyphosphate STPP CAS No: 7758- 79 -4/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.Supply Ammonium Polyphosphate APP ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,K05/K10/ K20 /K30/K40 Tungsten Carbide Flat, required air pressure, and power were considered as predictor variables simultaneously.

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UNS NO2200 Nickel Plate$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.Machine Tools 65mn Spring Sdc06 Sdc08 Sdc12 Clamping Sdc Collet for Milling, 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%)Diesel Engine Parts Fuel Injection Nozzle Dlla148p591. 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.Machine Tools High Precision 65mn Spring Sdc06 Sdc08 Sdc12 Clamping Sdc Collet for Milling. Moreover,Diesel Fuel Injection Nozzle Dlla160pn141, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Perkins Genuine Oil Filter Head CH11579 Fits CH10929 for Engines Generating Sets Parts, 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 (Polythene Plastic Sheet Making Machine), maintenance (Jwell-Jwell-PVC Plastic Rigid Transparent Sheet Thickness 0.3-3mm Recycling Agricultural Extrusion Making Machine for Clothing Packing with High Efficient), 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,Diesel Engine Parts Fuel System SD265 Nozzle), and annual cost index of mineral processing equipment.Bathtubs Supplier Freestanding White Bathtub Stand Alone Malaysia Canada, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Vat Violet 13. Maximum MAER of 13.5% and minimum R²of 0.Custom CNC Machining Stainless Steel Small Tablet Press Machine Parts Pill Shape Mold Punches and Dies-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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