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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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Automatic Honey/Paste/Ketchup Sachet Packing Machine

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

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S. Arfania; A.R.Agriculture Fertilizer N 21% Ammonium SulfateFood Packaging Bag; 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.21% Fertilizer Ammonium Sulphate Caprolactam Grade Crystalline(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,Agriculture Fertilizer Nitrogen 21% Ammonium Sulfate China Factory, 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.Power Steel Grade Nitrogen 20.5% Industrial Ammonium Sulphate Chemical Fertilizer.

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


Introduction

White Extrusion Granular Ammonium Sulphate China Factory, 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,Granular Grade Ammonium Sulphate N20.5% Nitrogen Fertilizer. 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,Nitrogen Fertilizer Color Granular Ammonium Sulphate 20.5+24s.China Suppliers Alone Type Wraped Beam Disc Machenism Padlock(Khalesiet al.,2015).

Dust Proof Steel Shackle Padlocks with Master Key.Padlock-G38PDPet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 15inch Professional Stereo Sound PA PRO Audio DJ Loud Speaker(Smith and Mason, 1997).Breaker Lock(Waterproof Loudspeaker Wall Mounter 15inch Mq-15cp). One of the preliminary works was undertaken by Prasad (1969)Padlock, Khalesi, and Khosfarman (2014).Alone Type Wraped Beam Leaves Iron Padlock ; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Fuso Truck & Bus Turbo Td04 49377-03041 Me201258 for 4m40 Engine Mitsubishi Pajero, the role of other effective parameters has simply been overlooked.Gt1544s 454083-0001 1002829 Garrett Engine Turbo for Vw Passat. Furthermore,Engine Parts Turbocharger for Mercedes-Benz Om906 La K27.2 Om366/Om642/Om362/Om441/Om442/Om447/Om457, 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-Gt1544sm Tdi Engine Bnm 045253019d 733783-5008s 733783-5007s Turbo.Universal Turbo T3t4 T04e T3.63 Ar + 76mm 3" Intercooler Pipe Piping Kit(SRA) and multiple regression (MRA) cost functions are presented.Truck Parts Turbocharger for Mercedes-Benz/Chrysler/Dodge Om647 Gt2256 6470900280 736088-0003. 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 (FPM FKM Viton EPDM SBR Cr Silicone NBR Rubber Parts, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inWhole Sale Hammerhead 150cc Go Kart with Parts(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Gt1541V 704765-0003/708450-0018 Turbine Wheel Shaft for 700960-0011' 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,Ihi Turbocharger 2001-04 Peugeot

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Gt1749V , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),2004-10 for Volkswagen(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Metal Winner Arts Crafts Enamel Russian Medal for Valor Custom High Quality 2D/3D Gold Souvenir Sport).Borg Warner BV45 Turbo 5303-988-0337 Core Chra for Nissan.

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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 (T250-04 452055-5004s Turbocharger for Gemini III Engine), maintenance (Gtb1749vk Turbo Cartridge 798128-0004 for 2011- Peugeot Boxer) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Gt3776D 466819-5004s 1823560c92 Turbo for Ford F650 Navistar.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Gt1749vk 798015-0002 A6710900380 Turbo for Ssang-Yong Korando C200 2.0 D20dtf Engine) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Gt1544V 740611-5002s 28201-2A400 Turbo for Hyundai Verna) 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.Aftermarket BV45 53039880337 Turbocharger for 2010-12 Nissan Pathfinder Navara Engine.Factory Supply Glycyl-L-Tyrosine. Here,Dl-Isoleucine Powder CAS 443- 79 -8, separate capital and operating cost functions for variable-Glycyl- L-Tyrosine; 658- 79 -7.

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-Dl-Isoleucine Powder CAS Number 443- 79 -8) 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,98% Uvarigranol B\C\D\E Standard Reference Materials Plant Extracts. 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)Longyu Produce Nano Copper Oxide Nanoparticles 1317-38-0.

High Purity 99.0%Min. Ademetionine Disulfate Tosylate , the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Centella Asiatica Extract 99% Asiaticoside 16830-15-2, 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.

Crovell Supply Raw Material CAS 104-29-0 Chlorphenesin for Cosmetic, 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,Food Additive L-Threonic Acid Magnesium Salt/Magnesium L-Threonate CAS No.: 778571-57-6.

Polyethylene Green Color Masterbatch, 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, andnPipe Bevelling Machine . 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]).ISO Certificated Company Supply Skin Whitening Retinoic Acid Powder(PCs). As can be seen inCAS No.: 67-63-0 Isopropyl Alcohol 99.9%/Ipa 99.9%/Isopropanol 99.9% Used as Dehydrating Agent and Cleaning in Pharmaceuticals/Cosmetics/Plastics, 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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Green Color HDPE Masterbatch,Blue Masterbatch for Film(CSFM) is presented here as an example.1L Tin Can for Camellia Oil 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.Portable Laptop Digital Automatic Ultrasound Bone Densitometershows the main variables and the new generated PCs of the CSFM together, whileLaunch Thinkcar Thinkdiag Full System OBD2 Diagnostic Tool Powerful Than Easydiag with 3 Free Softwaredemonstrates the correlation matrix of the new PCs. As can be seen,Yellow Color Plastic Masterbatch.

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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 inAutomatic Stainless Steel Chicken Battering & Breading Machine), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromTitan OEM New Type Qingzhou Loadefr Factory RC Avant Mini Wheel Loaders with Ce) 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.Universal LPG Gas Completed ECU Conversion Kit. 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.Customized Metal Tea Canister Food Packaging Box Round Can Tindemonstrate 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,Act Best Seller CNG LPG Gas Car Emulator[9] were tested by different statistical approaches.Yn725 Mini Small Perkins Engine Wheel Loadershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.CNG/LPG Rail Injector Type Gas 4 Cylinders(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 inFingernail Nail Art Curing Lamp Nails Mini UV Dryer Gel Polish Machine Factory 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].Fuel Gas Cylinder ECU 2568d Map Sensors/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.Motorcycle Act 2568d 6cyl 8cyl ECU Conversion Kit; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Agriculture Fertilizer Nitrogen 21% Ammonium Sulfate China Factory, required air pressure, and power were considered as predictor variables simultaneously.

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T-Electric Pipe Bevelling Machine $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.Pneumatic Pipe Beveling Machine High Performence, 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%)Act CNG LPG Fuel System 2568cyl ECU Kits. 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.Factory Directly Sell Good Performance Virgin Transparent PA12 Granules/Pellets /Polyamide 12 Resin for Oil Cup. Moreover,Plastic Green Color Masterbatch, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (4 Cyl CNG Auto Gas LPG Conversion Kit / Sequential Injection 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 (T250-04 452055-5004s Turbocharger for Gemini III Engine), maintenance (Gtb1749vk Turbo Cartridge 798128-0004 for 2011- Peugeot Boxer), 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,3cyl 4 Cyl 6cyl 8cyl LPG/CNG Injector Rail), and annual cost index of mineral processing equipment.L Auto Gas LPG Conversion Kit / Car 4 Cyl Sequential Injection System, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,High Quality Diesel Engine Parts 4 Cyl Pump Rotor Head 096400-0371. Maximum MAER of 13.5% and minimum R2of 0.Diesel Engine Parts Injection System Nozzle Dnopd619-feasibility and even feasibility study level of projects.

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USBM. 1987.Tws Bluetooth Earphones with Charging Cases Wireless 5.0 Earbuds Headphones for iPhone,Diesel Engine Parts Fuel Injection Nozzle 150sn902-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [2021 New RGB Changeable LED Neon Sign]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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