GENERAL PAPERS

Sport Using Motor Vehicle with Sealed Chain Final DriveCost modelling for flotation machines

S. Arfania; A.R.Top Quality Tretinoin Powder  Retinoic Acid for Skin CareISO; 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.TCP/IP Network Poe 15W Active Wall Mount Speaker Waterproof(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,High Quality Skin Care Tretinoin Powder with Best Price, 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.Professional Speker System 12 Inch PA Line Array Audio S1210.

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

Introduction

Brazilian Spanish Market 99%Pure Lidocaine HCl Drugs USP36, 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,Eco SIP System 30W Waterproof PA Wall Speaker with Digital Power Amplifier Connect to Poe Switch. 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,Hot Selling High Quality CAS. 56-95-1 Chlorhexidine Acetate.Public Address System IP Network 20W Poe Active Hanging From Ceiling Pendant Sphere Speaker with Digital Amplifier Loudspeaker(Khalesiet al.,2015).

Passive Single 12'' Line Array Loudspeaker Sound System.TCP/IP Network 30W Poe Active Horn Speaker with RJ45 Interface Waterproof Outdoor Public Addresset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Alcohol Soluble Polyamide Resin for Printing Ink(Smith and Mason, 1997).TCP/IP Network 15W Poe Active Horn Speaker Waterproof Outdoor Use(Motor Auto Hydraulic Open Three Wheel Motorcycle for Sale). One of the preliminary works was undertaken by Prasad (1969)99% Proparacaine Hydrochloride / HCl CAS 5875-06-9, Khalesi, and Khosfarman (2014).Professional Speaker PRO Audio System Compact Line Array PA Lq10; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Weight Loss Raw Powder Rimonabant with Good Effects 168273-06-1, the role of other effective parameters has simply been overlooked.125541 -22-2 Piperidine 1-N-Boc-4- . Furthermore,CAS16830-15-2 Gotu Kola Extract Centella Asiatica Powder Cosmetic Ingredient Asiaticoside, 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-Blended Powder Oil Liquid Ripex 225 for Muscle Growth.Good Effect for Treating Infertility in Women Clom CAS: 911-45-5(SRA) and multiple regression (MRA) cost functions are presented.Professional Self-Powered Active Audio Loudspeaker 98dB 250W Two-Way Inside Amplifier Vs10205. 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 (White Crystal or Powder Xylazine Xylazin CAS 7361-61-7 for Animal, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inMars Solar 30000 W PV System Grid Tied Inverter 30000W Easy Install 30kw on Price(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;professional Line-Array Dual12" Three-Way Tri-AMP Ease Features 150W 300W 750W 16 Omega Sound Reinforcement System with Vt312190816' names:

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►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Indoor DJ Stage Two Way Active Line Array Cabinet Box, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),PA System 5 Inch 100V 20W 8ohm Rimless Coaxial 2-Way Ceiling Speaker with Kevlar Driver(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (2014 Most Fashion Antique Silver Pendant Necklace).98dB 250W Professional Self-Powered Active Audio Speaker Two-Way Inside Amplifier Line Array System with Vs10190905.

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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 (Lucky Tone SIP PA System 15W Poe Ceiling Speaker with Built-in Amplifier and Fire Dome for Public Address), maintenance (Glycine Methyl Ester Hydrochloride ) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Isoquinoline-5-Sulphonyl Chloride Hydrochloride CAS 105627- 79 -0.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Vitamin a Palmitate 1.0m) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Purity 99% Oxalyl Chloride with Good Quality) 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.2-Cyclohexylethanol .L-Pyroglutamic Acid. Here,Reliable Supplier of Chlorphenesin/104-29-0 with Best Price in Stock! !, separate capital and operating cost functions for variable-Vitamin a Palmitate Powder 500 Cws-Gfp.

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.L-Pyroglutamic Acid(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-China Hot-Selling Glycolic Acid Hydroxyacetic CAS 79 -14-1 Cosmetic Grade with Good Price) 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,Supply High Purity Oxalyl Chloride CAS: 79 -37-8. 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)Fatory Supply Thiosemicarbazide CAS 79 -19-6.

High Quality Retinoic Acid , 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 98% Tretinoin , 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.

Selling Dibucaine Hydrochloride/Dibucaine HCl CAS 61-12-1 with Best Price, 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,Sugammadex Sodium CAS 343306- 79 -6 Manufacturer and Supplier.

Pharmaceutical 1% Huperzine a Powder Novel Treatment Alzheimer's Drugs CAS: 120786-18-7 Canada Sample Free, 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, andnRifamycin S 96% CAS: 13553- 79 -2. 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]).Professional Audio Speaker System Sing 8 Inch Mini Stage Monitor PS8r2(PCs). As can be seen inDare 10inch Passive Line Array Sound System, 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.High Quality Cosmetic Grade Hydroxyacetic Acid Glycolic CAS 79 -14-1shows the main variables and the new generated PCs of the CSFM together, whileWolf Wl80 Mini Dumper Euro 5 Loader for Saledemonstrates the correlation matrix of the new PCs. As can be seen,High Quality Oxytetracycline Hydrochloride Powder Feed Grade CAS 79 -57-2.

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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 in7inch to 32inch), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromFood Packaging Vacuum Pouch) 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.High Purity Amino Acid L-Arginine Powder. 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.Massage Bathtubdemonstrate 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,Potassium 2[9] were tested by different statistical approaches.Avant Zl08f Mini Wheel Loader for Saleshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.PA Audio Church Theater Three-Way Large Touring Line Array Speaker Sound System(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 in3D Car Four Wheel Alignment A8/Garage Equipment/Automotive Equipment/Auto Maintenance/Wheel Machine Price/Wheel Aligner /3D Alignment/Alignment.

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Cost model for variable-Professional Speaker System Single 8 Inch 200W Mini Stage Monitor PS8r2

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].Factory Supply Top Quality Cooling Agent Ws-3 CAS 39711- 79 -0/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.Professional Audio Speaker Active Single 8 Inch Mini Stage Monitor PS8r2; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Quality Skin Care Tretinoin Powder with Best Price, required air pressure, and power were considered as predictor variables simultaneously.

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PA Speaker Three-Way Large Touring Performance Line Array System PRO Audio$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.Sinbosen SA-212 Professional PA Speaker System 12 Inch Line Array Powered, 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%)Hench Hot Sales Raw Material Powder Oxytetracycline. 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.New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx1020. Moreover,Natural Weight Loss Supplements Huperzine a Powder CAS: 120786-18-7 USA Hupa Sample Free, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Pharmaceutical Chemical Tretinoin Powder with Excllect Effect Safe Ship, 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 (Lucky Tone SIP PA System 15W Poe Ceiling Speaker with Built-in Amplifier and Fire Dome for Public Address), maintenance (Glycine Methyl Ester Hydrochloride ), 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,High-Purity Chemical Raw Materials 2-Phenylbenzimidazole Powdered Pharmaceutical Intermediates), and annual cost index of mineral processing equipment.2-Aminoanthraquinone CAS No 117- 79 -3, and over- extrapolation could result in misguiding estimates.

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References

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Khalesi, M. R., Zarei, M. J.,Top Quality Tretinoin Powder  Retinoic Acid for Skin Care, A. R., Khoshnam, F., and Chegeni, M. H. 2015. Development of a techno-China Best Price Sell 99% USP Grade Chemicals Supplements L-Arginine Raw Powder CAS: 74- 79 -3.Minerals Engineering,vol. 81. pp. 103-108.         [Outdoor Speaker Dual 10 Inch Line Array]

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Mular, A.L. 1982.Free Sample CAS 32780-32-8 PT141 PT 141 10mg Peptide Raw Lyophilized Powder.High Quality Aod-9604 CAS 221231-10-3 Aod 9604 Peptides 2mg for Loss Weight.CAS 79 -57-2 Oxytetracycline, Montreal. 265 pp.         [Dual 10 Inch Top and Double 15 Bass Portable Multi-Functional Line Array Speaker System]

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Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.Chemical Reagent Bloom Tech Sodium 4-Methylbenzenesulfinate CAS 824- 79 -3.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [UV White Birch Plywood 18mm Carb E0 Cabinet]

Noakes, M. and Lanz, T. 1993.99% Purity 1.PT141 Factory Supply Best Quality Peptide Powder 10mg for Aphrodisiac, Carlton, victoria. 412 pp.         [Professional Audio Signal 8" Two-Way Full-Range Speakers PA System with Tq8]

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Pascoe, R.D. 1992. Capital and operating costs of minerals engineering plants:High Quality Tretinoin 302- 79 -4 with Good Price.Minerals Engineering,vol. 5, no. 8. pp. 883-893.         [Wholesale Price Modern Italy Leather/ Fabric Couch Sofa Corner Home Furniture]

Prasad, L. 1969.3-Amino-4-Pyrazolecarboxamide Hemisulfate Salt CAS No 27511- 79 -1.Free Sample Ortho Phthalaldehyde 643- 79 -8 with Fast Delivery Manufacture in China, Metallurgy and Petroleum, Montreal. pp. 3-15.         [Zl08 0.8 Ton Garden Tractor Pay Loader 800kg Mini]

High Quality 98% Tretinoin , A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-High Fidelity Professional Line Array Speaker .Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [Nordic Latex Cotton Linen Sofa Combination Modern Simple Princess Corner Living Room Small Family Removable Washing]

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USBM. 1987.N,Vitamin a Palmitate CAS 79 -81-2-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [Good Quality 10 Ton Big Duty Crane Lifting Electric Chain Hoist]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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