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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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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.Disc Atc Automatic Tools Changer Wood CNC Router Woodworking MachineHot Selling Tricycle 250cc/ 300cc Three Wheel Motorcycle; 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.Tank Dust Removing Machine with Filter Cartridge(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,Quadrant Stainless Steel Shower Room with 8mm Tempered Glass, 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.HDPE Water/Gas Supply Pipe Extrusion Machinery.

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


Introduction

Factory Price 1325 Atc CNC Router Automatic Tool Change Machinery, 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,HDPE Water/Gas Supply Pipe Extrusion Equipment. 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,45cm High Tray Toughened Glass Curved Quadrant Shower Cabin.Bathroom 8mm Glass Full Arc Quadrant Enclosed Shower Door(Khalesiet al.,2015).

Plastic Pipe Production Extrusion Line.Wholesale Plastic PVC Drainage Sewer Water Supply Electrical Conduit Tube Pipe Production Extrusion Lineet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Suzhou Innopack 1L Metal Rectangular Tin with Screw Cap in Low Price(Smith and Mason, 1997).New Quadrant Shower Enclosure with One Pivot Door(Family Usage Embossed Vacuum Bags for Food). One of the preliminary works was undertaken by Prasad (1969)Offset Quadrant Enclosure Bath Room Tempered Glass Shower Cabin Cubicles, Khalesi, and Khosfarman (2014).China Direct Supply CAS No.: 63428-84-2 Polyamide Resin for Untreated Film; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Quadrant Framed Grey Glass Shower Enclosure Sliding Door Simple Room, the role of other effective parameters has simply been overlooked.HDPE PE PPR Pipe Making Machine. Furthermore,NBR Nitril 80 Duro Rubber X Ring /Quad, 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-EPDM 50 Duro As568 Rubber O Ring.Cheap Price Nice Mini Seal Viton/FKM X Rings(SRA) and multiple regression (MRA) cost functions are presented.Rectangle Sliding Strip Glass Door Quadrant Bathroom . 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 (Shurong Made Insecticide Deltamethrin 2.5% Ec CAS No. 52918-63-5, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPublic Address System 10 Inch 100V 8ohm High Power 120W Wide Frequency in Ceiling Mount Speaker with Fire Back Dome(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Enclosure AS3912T-90' names:

PVC CPVC UPVC Material Conduit Gas Water Supply and Drainage Pipe Extrusion Production Line: based on 36-foot,Industrial Dust Collector Ash Separator Precipitators Dirt Catcher Electrostatic Precipitator,Wear-Resistant PU O Ring,Automatic Plastic PVC UPVC Double Cable Pipe Tube Extrusion Production Line, 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,Acrylic Film Quadrant Frosted Glass Shower Cubicle with Low Tray

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Plastic PVC CPVC UPVC Sewage/ Pressure Pipe& Electrical Conduit Cable Pipe/Tube /Single Corrguated Pipe , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Plastic HDPE Pipe Production Line(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Gold Plated Metal Craft Gift Bag  Badge  Reel).China Reliable Supplier Portable Cement Silo Dust Collector.

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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 (Dust Collector for Granite Welding), maintenance (Dust Collector Cages Surface Grinding Machine) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Dust Collector Hammer Mill Shaker.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Gold Dust Collector Cement Filter Bag) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Low Water Absorption Polymer 610) 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.High Impact Strength and Low Water Absorption Resin 610.CAS No. 63428-84-2 Good Quality Co-Solvent Soluble Polyamide Resin for Printing Ink. Here,Plastic PE Pipe Production Line, separate capital and operating cost functions for variable-Non Standard Eco Friendly Rubber Seal O-Ring.

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.High Quality Elasticity Competitve Nitrile X Ring(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-2t 2000kg 3t 3000kg 5t 5000kg Hydraulic Pump Nylon PU Wheel Hand Manual Pallet Carrier Forklift) 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,King Quenson Customized Label Deltamethrin 2.5 Ec China Supplier. 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)Insecticide Deltamethrin powder 5% WP 2.5% EC.

Pesticide Deltamethrin 98% TC, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturer, 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.

Pest control Flies Cockroaches Mosquitos spray Deltamethrin 2.5%SC, 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,Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Cabin AS-2800.

Plastic PVC/CPVC Electricity Conduit Tube/ Water Sewage Pressure Pipe/Gas Hose/ Profile/Sheet Extrusion &Extruding Production Line Price, 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, andnPE Pipe Extrusion Machine Line/HDPE Production Line/Plastic HDPE/LDPE /PPR Electricity Conduit Tube/ Water Sewage& Pressure Supply Line. 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]).Water/Gas-Supply PP PE HDPE Plastic Pipe/Tube Extrusion Making Machine(PCs). As can be seen inFast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%, 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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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.1.5kw 1HP AC Frequency Invertershows the main variables and the new generated PCs of the CSFM together, whileHot Sale Android 9.0 4K HD IPTV Set Top Box Amlogic S905W 2GB 16GB Smart Internet TVdemonstrates the correlation matrix of the new PCs. As can be seen,Alcohol Solvent Polyamide Resin for Gravure Plastic Ink.

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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 inNew Model Fashion Jewellery Gold Plated Sterling Silver or Brass CZ Huggie Hinged Hoop Earrings for Women), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromMineral Processing Reagents Collector Ammonium Dibutyl Dithiophosphate) 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.Good Solution Polyamide Resin PA for Untreated Film Sunmide. 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.Factory Price Diethyl 2demonstrate 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,Easy Operating Manual Hand Pallet Truck Forklift Scale[9] were tested by different statistical approaches.Fiber Laser Marking Color Printing Machine Price 30W 50W 100W Mopashows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Co-Solvent Polyamide Resin for Untreated Film Printing Ink(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 infashion and Multifunction 55 Inch 4K UHD Smart LED TV with Metal Shell Android System Apps Like Google.

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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].CAS No.: 63428-84-2 Polyamide Resin/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.Polyamide PA Resin CAS No.: 63428-84-2 for Untreated Film Sunmide; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Quadrant Stainless Steel Shower Room with 8mm Tempered Glass, required air pressure, and power were considered as predictor variables simultaneously.

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Hot Sale Popular Use Insecticide Deltamethrin 2.5 Sc for Crop Health$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.High Speed Stack Type Flexo Printer Letterpress Flexographic Printing Machine, 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%)Small Cheap Quadrant Simple Fiberglass Hinge Shower Enclosure . 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.Benzene Soluble CAS No.: 63428-84-2 Polyamide PA Resin for Untreated PE/PP. Moreover,China Best Pest Control Insecticide Deltamethrin 5% Ec Supplier Neocidol, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Benzene Soluble Polyamide Resin for Flexo Printing Ink, 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 (Dust Collector for Granite Welding), maintenance (Dust Collector Cages Surface Grinding Machine), 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,Premium quality and very competitive price for Permethrin 25% EC), and annual cost index of mineral processing equipment.PVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply Line, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,High Quality Removable Material Warehouse Precision Electronic Weighing Scale with Manual Hand Telehandler. Maximum MAER of 13.5% and minimum R2of 0.Permethrin 25% EC Pesticide & Insecticides-feasibility and even feasibility study level of projects.

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King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturer, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-Deltamethrin 2.5% EC Pesticide & Insecticides.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [PA Speaker Parts ]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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