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18" Fane Style Aluminum Speaker FrameCost modelling for flotation machines

S. Arfania; A.R.Agriculture Ammonium Sulphate Caprolactam 25kg PackageDisodium Hydrogen Phosphate ; 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.High Quality Ammonium Dibutyl Dithiophosphate 95%(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,L18 /8693 Falante Professional 18inch Subwoofer 1200W New Product China Supplier, 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.N21% Nitrogen Fertilizer Ammonium Sulphate Factory Price.

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

Introduction

Plants Ammonium Sulphate Granular 20.5%Min, 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,Chemical Factory Sale Ammonium Sulphate Fertilizer Granular. 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,Caprolactam Grade Ammonium Sulfate Soa Fertilizer Sulphate.20.5% Nitrogen Steel Grade Ammonium Sulphate in Agriculture(Khalesiet al.,2015).

Nitrogen Fertilizer Caprolactam Grade Ammonium Sulphate.Nitrogen Fertilizer Steel Grade as From China Factoryet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Gy6 -50cc OEM Gas Scooter(Smith and Mason, 1997).Nitrogen Chemical Fertilizer Ammonium Sulfate 21%Min(Rectangle Sliding Strip Glass Door Quadrant Bathroom ). One of the preliminary works was undertaken by Prasad (1969)White Crystal Steel Grade Ammonium Sulphate with N20.5%, Khalesi, and Khosfarman (2014).Floating Agent Ammonium Dibutyl Dithiophosphate Supplier; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Mineral Processing Reagents Collector Ammonium Dibutyl Dithiophosphate, the role of other effective parameters has simply been overlooked.Nitrogen Fertilizer Ammonium Sulphate for Agriculture. Furthermore,China Suppllier Ammonium Sulphate 21% Nitrogen Fertilizer, 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-Granular Ammonium Sulphate.Fertilizer N21%(SRA) and multiple regression (MRA) cost functions are presented.China Supplier Ammonium Sulphate Compound Fertilizer. 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 (Crystal Fertilizer Ammonium Sulphate for Coumpound, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inNiche Manufacturer Wholesales Pmk Glycidate BMK White Powder Bulk Price 16648-44-5(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Raw Material of Making Compound Fertilizer Ammonium Sulfate N1%' 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,650W-18 Inch Subwoofer Speaker Manufacture China Factory Directly

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Nh4 2so4 Chemical Formula for Ammonium Sulfate Fertilizer, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),280mm Magnet(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Custom Mini Anime Figure Cartoon Plastic Designer PVC Character).Bocinas Prosound 18 Pulgadas PRO Speaker Ruidoso Audio Subwoofer Parlente  Hot Sale.

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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 (Professional Audio PA Subwoofer Component Speakers Bocinas), maintenance (L18 /86130 100%Good Feedback! Professional 18 Inch PA Speaker 1000W RMS Subwoofer) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Additive PE Green Color Masterbatches Manufacturer.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (L18 /86131 Falante Professional 18inch Subwoofer 700W New Product China Supplier Hot Sale) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (L18 /86138-Good Feedback! Professional 18 Inch PA Speaker 1500W RMS Neodymium Subwoofer) 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.L18 / 6620- 18 Polegadas PRO Audio Subwoofer Alto Falante 650W.OEM Custom Square Rectangle Round Rubber Cover. Here,N21% White Granular Ammonium Sulphate, separate capital and operating cost functions for variable-Vegetable and Fruit Fertilizer Ammonium Sulfate Nitrogen 21%.

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.Agriculture Fertilizer N 21% Ammonium Sulfate(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-21% Fertilizer Ammonium Sulphate Caprolactam Grade Crystalline) 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,Agriculture Fertilizer Nitrogen 21% Ammonium Sulfate China Factory. 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)Power Steel Grade Nitrogen 20.5% Industrial Ammonium Sulphate Chemical Fertilizer.

White Extrusion Granular Ammonium Sulphate China Factory, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Granular Grade Ammonium Sulphate N20.5% Nitrogen Fertilizer, 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.

Nitrogen Fertilizer Color Granular Ammonium Sulphate 20.5+24s, 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,China Suppliers Alone Type Wraped Beam Disc Machenism Padlock.

Dust Proof Steel Shackle Padlocks with Master Key, 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, andnPadlock-G38PDP. 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]).Breaker Lock(PCs). As can be seen inPortable Themagic Fractional RF Machine for Skin Tightening, 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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Alone Type Wraped Beam Leaves Iron Padlock ,Fuso Truck & Bus Turbo Td04 49377-03041 Me201258 for 4m40 Engine Mitsubishi Pajero(CSFM) is presented here as an example.CAS16830-15-2 Gotu Kola Extract Centella Asiatica Powder Cosmetic Ingredient Asiaticosideillustrates 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.3 Phase VFD Vector AC Drives 1.5kw 2.2kw 4kw Variable Frequency Driveshows the main variables and the new generated PCs of the CSFM together, whileFast Ship 800W 1000W 1200W 60V 72V 20ah Battery Electric Motorcycle From Chinademonstrates the correlation matrix of the new PCs. As can be seen,Gt1544s 454083-0001 1002829 Garrett Engine Turbo for Vw Passat.

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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 Factory LED Indoor Full Color Advertising Display), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromFilmfaced Plywood with High Quality and Cheap Price) 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.Gt1544sm Tdi Engine Bnm 045253019d 733783-5008s 733783-5007s Turbo. 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.WiFi Probe Type 2 in 1 Double Head Wireless Mini Color Doppler Ultrasounddemonstrate 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,Universal Turbo T3t4 T04e T3.63 Ar + 76mm 3" Intercooler Pipe Piping Kit[9] were tested by different statistical approaches.Industry Grade Ammonium Polyphosphateshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Truck Parts Turbocharger for Mercedes-Benz/Chrysler/Dodge Om647 Gt2256 6470900280 736088-0003(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 inAustralian Standard 2 Storey Cheap Building Prefab Mobile House Offices.

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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].Gt1541V 704765-0003/708450-0018 Turbine Wheel Shaft for 700960-0011/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.Gt1544sm 733783-5007s Turbo for Volkswagen Fox 1.4L Tdi Engine Bnm; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,L18 /8693 Falante Professional 18inch Subwoofer 1200W New Product China Supplier, required air pressure, and power were considered as predictor variables simultaneously.

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Gym Rubber Flooring Floor Mat Roll$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.Ihi Turbocharger 2001-04 Peugeot, 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%)Gt1749V . 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.2004-10 for Volkswagen. Moreover,Borg Warner BV45 Turbo 5303-988-0337 Core Chra for Nissan, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (T250-04 452055-5004s Turbocharger for Gemini III Engine, 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 (Professional Audio PA Subwoofer Component Speakers Bocinas), maintenance (L18 /86130 100%Good Feedback! Professional 18 Inch PA Speaker 1000W RMS Subwoofer), 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,Gtb1749vk Turbo Cartridge 798128-0004 for 2011- Peugeot Boxer), and annual cost index of mineral processing equipment.Gt3776D 466819-5004s 1823560c92 Turbo for Ford F650 Navistar, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Gt1749vk 798015-0002 A6710900380 Turbo for Ssang-Yong Korando C200 2.0 D20dtf Engine. Maximum MAER of 13.5% and minimum R²of 0.Gt1544V 740611-5002s 28201-2A400 Turbo for Hyundai Verna-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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