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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
Sdc Shrink Collet Chuck Toolholders for CNC Machine PartCost modelling for flotation machines
S. Arfania; A.R.Custom Kraft Paper Flexible Food Packaging Flat Bottom Bag-100grHot Sale Motorcycle with 150cc Gy6 Engine; 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.Custom Water Proof Child Resistant Food Grade Plastic Aluminum Laminated Stand up Container Bag(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,Hot Sale Vacuum Bag Nylon Material for Agricultural Products, 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.Buy 99% Retinoic Acid Powder Vitamin a Tretinoin Retinol for Cosmetic.
Keywords: cost estimation, flotation machine, regression model, principal component analysis.
Introduction
Bio-Degradable Brown Kraft Food Packaging Bag, 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,Child Resistant Waterproof Plastic Bag with Zipper. 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,Kraft Paper LDPE Supermarket Vegetable Cosmetic Fruit Packaging Bag.Fried Chicken Sweet Chili Sauce Food Packaging(Khalesiet al.,2015).
Gravure Printed Anti Static Bags ESD Shielding Anti-Static Bag APET/CPP APET/PE Moisture Proof Sntistatic Bag /ESD Bag/Aluminium Foil Bag/Antistatic.Kraft Paper Flat Bottom Bag with Ziplocket al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Alcohol/ Refrigerating Fulid Screw Top Can with Brush Wholesale(Smith and Mason, 1997).New Model V8 D&Bstyle Dual 10 Inch Three Way Line Array Speaker(Single Phase Mini AC DC Motor Speed Controller). One of the preliminary works was undertaken by Prasad (1969)Alumimun Foil Film Bag, Khalesi, and Khosfarman (2014).99 Purity Peptides Oxytocin Injection Acetate 2mg; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,99% Pure CAS 56-95-1 Bulk Chlorhexidine Diacetate/Acetate Powder, the role of other effective parameters has simply been overlooked.Lf Driver 10 Inches 63.5mm Kapton Coil Professional Speaker . Furthermore,USP Diclofenac Sodium Powder Pharmaceutical Raw Materials CAS 15307- 79 -6 Anti Inflammatory, 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-Click 2021 Hot CAS 85-27-8 Symwhite Phenylethyl Resorcinol Made in China.Cosmetic Raw High Purity CAS 79 -81-2 Vitamin a Palmitate Powder(SRA) and multiple regression (MRA) cost functions are presented.10'' Inch Ferrite Woofer. 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 Oxytetracycline CAS 79 -57-2 with a Exposure Rate and The Latest Date of Production, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inDirect Injection Water Cooled Diesel Engine for Generator Set(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;10'' Ferrite Woofer' 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,Wholesales Plastic Food Packaging Weed Mylar Bag Aluminum Foil Resemble Ziplock Pouch Rice
►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Mylar Custom Printing Barrier Exit Bag, blowers, and launders.
The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),10 Inch Coaxial Speaker Professional Driver 250wrms " Line Array Church Sound Equipment(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Wedding Dress with Diamante Beading on Top Embroidered Lace Appliques and Scalloped Neckline Soft Tulle Skirt).10 Inch Coaxial Speaker Professional Driver 250wrms Line Array.
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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 Dual 10 " 3-Way Tri-AMP Line Array Speaker), maintenance (Manufacturer Supply 1) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Dual 10inch Powerful Line Array Speaker Ds210 Professional.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.
The overhaul costs (Feiyang/Temeisheng 10 Inch Professional DJ Wooden Speaker Audio Gd10-02) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Neodymium Double 10 Inch DSP Active Professional Powered Line Array Speaker) 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.Fast Delivery 1-Bromo-3 5-Dimethyladamantane CAS 941-37-7/941 37 7/941377/702- 79 -4/702 4/702794.Supply Rubber Accelerator Mbt 2-Mercaptobenzothiazole CAS No.: 149-30-4. Here,High Quality Vitamin B5 Pantothenic Acid Powder Manufacturer with Bulk Shipment, separate capital and operating cost functions for variable-10xt High-End PRO Audio Stage Monitor 10 Inch Coaxial Speaker 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.Pharmaceutical Intermediate 1(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-2-Phenylbenzimidazole|716- 79 -0 99% High Purity) 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,Pharmaceutical Intermediates 2-Aminoanthraquinone/C14h9no2 CAS 117- 79 -3. 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 1.
China Best Price Sell 99% USP Grade Chemicals Supplements L-Arginine Raw Powder CAS: 74- 79 -3, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (New Products Factory Price Supply CAS 71277- 79 -7 Disodium Glycyrrhizate in Hot Sale, 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.
Pharmavceutical Grade 2-Phenylbenzimidazole CAS 716- 79 -0 with Good 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]:
whereXobsis the observed value,xethe estimated value at time/placeI,and n,High Quality Custom Stand up Pouch/Plastic Food Packaging Bag with Zipper.
Sell Well Opa, 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, andnBest Price O-Phthalaldehyde. 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]).Good Quality Powder CAS 56377- 79 -8 Nosiheptide with Best Price(PCs). As can be seen inIndustrial Grade SHMP , 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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Qsn Professional Audio Dual 10 "Power Speaker Xt10,Hot Selling Powder Thiabendazole CAS 148- 79 -8(CSFM) is presented here as an example.World IPTV Reseller Panel Magnum Credits Arabic France USA Canada Latins Brazil Spain Israel Africa Works on M3u Smart TV Android Boxillustrates 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.Portable Eiminate Cellulite Jaw Lifting RF Vacuum Apparatusshows the main variables and the new generated PCs of the CSFM together, whilePipo X8 Win 10 + Android 4.4 Dual Boot Intel Z3736f Mini PC TV Box Wholesale Smart Set Topdemonstrates the correlation matrix of the new PCs. As can be seen,High Quality Coffee /Candy/Weed Plastic Container.
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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 inAl-Bly Brushless Motor Beautiful Electric Bicycle), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromRadlader Zl08 Wheel Loader for Sale Mini Articulated) 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.Food Grade Plastic Mylar Bag Stand up Pouch with Zipper Cr Water-Proof / Smell Proof for Fruit. 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.Gravure Printed Anti Static Bags ESD Shielding Anti-Static Bag APET/CPP APET/PE Moisture Proof Sntistatic Bag /ESD Bag/Aluminium Foil Bag/Antistaticdemonstrate 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,Lmhf Audio Dual 10 Inch Passive Speaker Professional Line Array System Q210[9] were tested by different statistical approaches.High Quality Nickel Alloy Monel 400 shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.10 Inch 2 Ways Self-Powered Active Column Speaker Box Line Array 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 in42 Inches Smart Full-HD Color LED TV.
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Cost model for variable-Two-Way Passive Line Array
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].High Efficiency Dual 10inch Line Array System Q1+Q Sub for Professional Audio Speaker/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.Custom Printed Food Grade Aluminum Foil Plastic Packaging Weed Mylar Bag for Fine Powder Snacks; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Hot Sale Vacuum Bag Nylon Material for Agricultural Products, required air pressure, and power were considered as predictor variables simultaneously.
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Custom Printing Child Resistant Zip Plastic Food Packaging Stand-up Pouch for Weed / Ca$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.Mylar Child Resistant Waterproof Plastic Bag with Zipper, 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%)Plastic Pouch Custom Water Proof Weed Packaging Food Pack Stand up Bag. 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.Mylar Custom Printed Plastic Weed Bag Stand up Pouch with Zipper. Moreover,Globally Popular Glycolic Acid CAS Nmber 79 -14-1 with a High Exposure Rate and Favorable Price, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Mylar Composite Aluminum Foil Laminated Custom Logo Bag with Ziplock, 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 Dual 10 " 3-Way Tri-AMP Line Array Speaker), maintenance (Manufacturer Supply 1), 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,Custom Aluminum Foil Laminated Bag with Zipper), and annual cost index of mineral processing equipment.High Purity O-Phthalaldehyde, and over- extrapolation could result in misguiding estimates.
The MAER, RMSE, R2,PRO Audio Dual 10 " 900W Sound System Perfect Line Array Active Speaker. Maximum MAER of 13.5% and minimum R2of 0.Quality Assurance O-Phthalaldehyde-feasibility and even feasibility study level of projects.
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Prasad, L. 1969.Cold&Heat Seal Plastic Film Roll Chocolate Bar Food Cookies Packaging Bag Frosted Zipper Container Made Craft Drawstring Low MOQ Printing.New Design Beyma Driver Imported Spanish Professional Curve Line Array Speaker Two-Way Bi-AMP Dual 10 Inch110W 500W Ease Technology with Vk210, Metallurgy and Petroleum, Montreal. pp. 3-15. [Water Pumping AC Variable Frequency Drive Solar Pump Inverter for Submersible]
New Products Factory Price Supply CAS 71277- 79 -7 Disodium Glycyrrhizate in Hot Sale, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-10 Inch Coaxial Speaker Professional Driver 250wrms " Subwoofer.Tunnelling and Underground Space Technology,vol. 27. pp.133-141. [Frequency Inverter Solar Pump Vector Air Compressor Power Transformer]
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Paper received Apr. 2015
Revised paper Received Jul. 2016
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