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Accept Customization Perfume Sale with Good Scent
On-line version ISSN2411-9717
Print version ISSN2225-6253
J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017
http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â
GENERAL PAPERS
Active 5 Inch Mini Line Array Speaker+Concert Sound +Wedding Party SystemCost modelling for flotation machines
S. Arfania; A.R.Cosmetic Raw High Purity CAS 79 -81-2 Vitamin a Palmitate PowderN; 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.10'' Inch Ferrite Woofer(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 Oxytetracycline CAS 79 -57-2 with a Exposure Rate and The Latest Date of Production, 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 0.10'' Ferrite Woofer.
Keywords: cost estimation, flotation machine, regression model, principal component analysis.
Introduction
Professional Stage Line Array System Dual 10 Inch DSP Active Speaker , 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,D&B Style Dual 10 " Professional Speaker Line Array . 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,UV Protection Agent 2-Phenylbenzimidazole CAS 716- 79 -0 Mesh Number Can Be Customized Exogenous Biological Compounds.Line Array 10 Inchneodymiun PRO Audio Woofer(Khalesiet al.,2015).
Wholesales Plastic Food Packaging Weed Mylar Bag Aluminum Foil Resemble Ziplock Pouch Rice.Mylar Custom Printing Barrier Exit Baget al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Factory Direct Sale City Bike Electric 500W Velo Eectrique Storage Battery Motorcycle 48/60V(Smith and Mason, 1997).10 Inch Coaxial Speaker Professional Driver 250wrms " Line Array Church Sound Equipment(Powerful PRO Audio 2 Way Full Range DSP Powered Line Array Speaker). One of the preliminary works was undertaken by Prasad (1969)10 Inch Coaxial Speaker Professional Driver 250wrms Line Array, Khalesi, and Khosfarman (2014).Professional Dual 10 " 3-Way Tri-AMP Line Array Speaker; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Manufacturer Supply 1, the role of other effective parameters has simply been overlooked.Dual 10inch Powerful Line Array Speaker Ds210 Professional. Furthermore,Feiyang/Temeisheng 10 Inch Professional DJ Wooden Speaker Audio Gd10-02, 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-Neodymium Double 10 Inch DSP Active Professional Powered Line Array Speaker.Fast Delivery 1-Bromo-3 5-Dimethyladamantane CAS 941-37-7/941 37 7/941377/702- 79 -4/702 4/702794(SRA) and multiple regression (MRA) cost functions are presented.Supply Rubber Accelerator Mbt 2-Mercaptobenzothiazole CAS No.: 149-30-4. 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 (High Quality Vitamin B5 Pantothenic Acid Powder Manufacturer with Bulk Shipment, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inAC Drive Solar Pump Inverter 220V 380V Three Phase Inverters(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;10xt High-End PRO Audio Stage Monitor 10 Inch Coaxial Speaker Box' names:
►Pharmaceutical Intermediate 1: based on 36-foot,2-Phenylbenzimidazole|716- 79 -0 99% High Purity,Pharmaceutical Intermediates 2-Aminoanthraquinone/C14h9no2 CAS 117- 79 -3,High Quality 1, and level control
►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,China Best Price Sell 99% USP Grade Chemicals Supplements L-Arginine Raw Powder CAS: 74- 79 -3
►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,New Products Factory Price Supply CAS 71277- 79 -7 Disodium Glycyrrhizate in Hot Sale, blowers, and launders.
The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Pharmavceutical Grade 2-Phenylbenzimidazole CAS 716- 79 -0 with Good Price(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Stainless Steel Milk Chilling Vessel with Copeland Compressor).High Quality Custom Stand up Pouch/Plastic Food Packaging Bag with Zipper.
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 (Sell Well Opa), maintenance (Best Price O-Phthalaldehyde) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Good Quality Powder CAS 56377- 79 -8 Nosiheptide with Best Price.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.
The overhaul costs (Guarantee Lowest Price 2-Phenylbenzimidazole CAS 716- 79 -0 in Hot Selling Fungicide) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Qsn Professional Audio Dual 10 "Power Speaker Xt10) 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.Hot Selling Powder Thiabendazole CAS 148- 79 -8.High Quality Coffee /Candy/Weed Plastic Container. Here,Q1 Professional Line Array Loudspeaker Double 10 Inch Two-Way PRO Audio, separate capital and operating cost functions for variable-Food Grade Plastic Mylar Bag Stand up Pouch with Zipper Cr Water-Proof / Smell Proof for Fruit.
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.Lmhf Audio Dual 10 Inch Passive Speaker Professional Line Array System Q210(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-10 Inch 2 Ways Self-Powered Active Column Speaker Box Line Array System) 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,Two-Way Passive Line Array . 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 Efficiency Dual 10inch Line Array System Q1+Q Sub for Professional Audio Speaker.
Custom Printed Food Grade Aluminum Foil Plastic Packaging Weed Mylar Bag for Fine Powder Snacks, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Foil Liquid Packaging Stand up Spout Pouch Food Bag, Khalesi, and Khosfarman, 2014).
whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables 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.
Smell Proof Waterproof Weed Bag Plastic Food Packaging Child Resistant, 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]:
whereXobsis the observed value,xethe estimated value at time/placeI,and n,Custom Printing Child Resistant Zip Plastic Food Packaging Stand-up Pouch for Weed / Ca.
Mylar Child Resistant Waterproof Plastic Bag with Zipper, 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).
whereCeis the estimated cost,Cathe actual cost, andnPlastic Pouch Custom Water Proof Weed Packaging Food Pack Stand up Bag. 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]).Mylar Custom Printed Plastic Weed Bag Stand up Pouch with Zipper(PCs). As can be seen inProfessional Line Array System Dual 10 Inch 3 Way Passive, 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 andXias Equations [5] and [6]:
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In this research, main variables ofX1, X2... Xnwere 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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Mylar Composite Aluminum Foil Laminated Custom Logo Bag with Ziplock,Custom Aluminum Foil Laminated Bag with Zipper(CSFM) is presented here as an example.Closed Motorized China Cargo Tricycle with Box illustrates 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.Cat320b/C/D Arm Cyl Seal Kit Excavator Oil Kitsshows the main variables and the new generated PCs of the CSFM together, whileHigh Quality 1.2ton Loading Compact Loader Hr912 with Snow Bucketdemonstrates the correlation matrix of the new PCs. As can be seen,High Purity O-Phthalaldehyde.
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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)
whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inWhole Sale High Quality Promotional Performance Square Wine Insulated PP Non Woven Cooler Bag), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromProfessional All Weather Water-Proof Outdoor Speaker Humidity Proof Two Ways Mq6tp190801) 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.Quality Assurance O-Phthalaldehyde. 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.Bathroom Acrylic Alone Common Bathtub with Two Side Apron demonstrate 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,High Power Speaker Dual 10 " PRO/Professional Audio Line Array [9] were tested by different statistical approaches.Cheap Plastic Raw Material Granules Black Masterbatchshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.10 Inch Coaxial Speaker Professional Driver 250wrms " Line Array(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 inLoreen Zwy-160/55.75L Tunnel and mining loader for coal mine dumping.
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Cost model for variable-Dual 10 Inch Vtx V20 Line Array Speaker Big Professional Loudspeaker 3 Way Active System
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].Vitamin a Acid/ Tretinoin CAS: 302- 79 -4 for Skin Disease/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.Hrk Provide Topiramate Powder Price CAS 97240- 79 -4; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Quality Oxytetracycline CAS 79 -57-2 with a Exposure Rate and The Latest Date of Production, required air pressure, and power were considered as predictor variables simultaneously.
Speaker 2way Double 10inch Full Range High Power Neodymium Speakers Line Array . Moreover, the operating cost was detailed in different cost items.China 10 " DJ Indoor/Outdoor Audio Sound System Line Array Speakers , indicated inRosen 9kw Grid Tied on Solar System to Global Market, and major extrapolation should be avoided.
Dual 10 " Professional Home Sound Mini Concert Karaoke Party System Mobile Trolley Battery Active Stereo Audio Speaker with DJ Light+Remote Control+Bt$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.China Hot Sale Professional Speaker Dual 10 Inch Line Array, 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%)10 " Plywood Professional DSP Active Speaker . 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.Top Quality CAS 643- 79 -8 O-Phthalaldehyde. Moreover,High Quality Chemical Product 4- , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Bluetooth Speaker Indoor Outdoor Party Sound 10 Inch Active Arrray System, 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 (Sell Well Opa), maintenance (Best Price O-Phthalaldehyde), 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,Public Address System 10 Inch 100V 8ohm High Power 120W Wide Frequency in Ceiling Mount Speaker with Fire Back Dome), and annual cost index of mineral processing equipment.Pharmaceutical Raw Material CAS 104376- 79 -6 Ceftriaxone Sodium Sterile White Powder, and over- extrapolation could result in misguiding estimates.
The MAER, RMSE, R2,Dual 10inch Powerful Line Array Speaker Ds210. Maximum MAER of 13.5% and minimum R2of 0.Hot Sale Free Sample CAS 302- 79 -4 Retinoic Acid with Best Quality-feasibility and even feasibility study level of projects.
References
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Mular, A.L. 1982.Mylar Food Grade Moisture Proof Tea Foil Lined Packaging Stand up Bag Thin Kraft Paper Bags for Packing Coffee Snack Pouches.Food Grade Vitamin a Palmitate Powder CAS 79 -81-2.Biocar Multifunctional 2-Phenylbenzimidazole CAS 716- 79 -0 C13h10n2 with CE Certificate, Montreal. 265 pp. [2074 Growatt Inverter 9kw on Grid 9000W Tied Solar Power System Home]
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USBM. 1987.Dual 10 Inch 600W High-End Stage Line Array PRO Audio,Plastic Smell Proof Custom Printed Ziplock Stand up Weed Mylar Bags with Window Hemp Packing Bag 3 Side Heat Sealed Laminated Foil Container for Coconut Sugar-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp. [High Quality SMD3528 120LED 9.6W Ra80 LED Strip DC24 3000K Light]
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Paper received Apr. 2015
Revised paper Received Jul. 2016
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