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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

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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.Insecticide Deltamethrin powder 5% WP 2.5% EC(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,Pesticide Deltamethrin 98% TC, 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.King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturer.

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


Introduction

Pest control Flies Cockroaches Mosquitos spray Deltamethrin 2.5%SC, 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,Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Cabin AS-2800. 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,Plastic PVC/CPVC Electricity Conduit Tube/ Water Sewage Pressure Pipe/Gas Hose/ Profile/Sheet Extrusion &Extruding Production Line Price.PE Pipe Extrusion Machine Line/HDPE Production Line/Plastic HDPE/LDPE /PPR Electricity Conduit Tube/ Water Sewage& Pressure Supply Line(Khalesiet al.,2015).

Water/Gas-Supply PP PE HDPE Plastic Pipe/Tube Extrusion Making Machine.Jwell Plastic PVC Water Sewage/ Pressure& Electricity Conduit Pipe/Tube/ Window Profile/Sheet et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 3 Phase Mini AC DC Frequency Inverter Motor Speed Controller Power Supply 5.5kw-110kw(Smith and Mason, 1997).Plastic PE PP HDPE PPR Pipe Making Machine Extrusion Production Line(10''stage professional Audio Speaker H- 10 for Stage). One of the preliminary works was undertaken by Prasad (1969)Water and Gas Supply HDPE Pipe Extrusion Production Line 315mm, Khalesi, and Khosfarman (2014).Alcohol Solvent Polyamide Resin for Gravure Plastic Ink; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Polyamide Resin for Gravure Plastic and Paper Printing Ink, the role of other effective parameters has simply been overlooked.Good Solution Polyamide Resin PA for Untreated Film Sunmide. Furthermore,Easy Operating Manual Hand Pallet Truck Forklift Scale, 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-Co-Solvent Polyamide Resin for Untreated Film Printing Ink.20 mm 20mm PVC Pipe Machine(SRA) and multiple regression (MRA) cost functions are presented.CAS No.: 63428-84-2 Polyamide Resin. 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 (Polyamide PA Resin CAS No.: 63428-84-2 for Untreated Film Sunmide, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inRk3329 Ubuntu Mini PC HK1 Max Xbmc Chrome Cast TV Internet Box Quad Core Firmware Android(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Alcohol Solvent Polyamide Resin for Paper Gravure Printing Ink' 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,Benzene Soluble CAS No.: 63428-84-2 Polyamide PA Resin for Untreated PE/PP

Standard 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 Pest Control Insecticide Deltamethrin 5% Ec Supplier Neocidol, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Benzene Soluble Polyamide Resin for Flexo Printing Ink(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (2021 Texpro New Window Curtain).Premium quality and very competitive price for Permethrin 25% EC.

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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 (PVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply Line), maintenance (High Quality Removable Material Warehouse Precision Electronic Weighing Scale with Manual Hand Telehandler) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Permethrin 25% EC Pesticide & Insecticides.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (HD250-5/7 Arm Boom Bucket Cylinder Seal Cyl for Kato) 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.Ergonomic Design AC 3000kg Trolley Hydraulic Hand Pallet Truck.PVC Garden Pipe Making Machine Cost. Here,CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide, separate capital and operating cost functions for variable-PU Wheel 2000kg Hand Pallet Truck with Digital Weighing Scale.

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.Excellent Quality CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide(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-PVC Pipe Making Machine Alibaba) 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,3ton Hydraulic Hand Pallet Truck Trolley Special. 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)2000kg Mini Cheap Price Nylon Wheel Hand Hydraulic Pallet Truck.

Direct Sale Polyamide PA Resin for Ink, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (CAS No. 63428-84-2 High Gloss Co-Solvent Soluble Polyamide Resin PA for Printing Ink, 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.

Plastic PVC|PE|PP|PPR|Agriculture Water|Gas|Irrigation Pipe|Faux Marble Sheet|Foam Board Floor|Roofing Tile|Extruder|Extrusion Making Machine Production Line, 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,Warehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet Truck.

Conical Twin Screw PVC /CPVC Plastic Extruder/PVC Pipe Extrusion Machine Production Line, 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, andnPVC Vacuum Calibrated Tank 160mm. 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]).Material Handling Equipment Manual Hand Pallet Jack(PCs). As can be seen inFree Sample Bulk Stock Procaine South America Warehouse CAS: 51-05-8, 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.Aluminium Back Plate for PA Speaker shows the main variables and the new generated PCs of the CSFM together, whileBuy Real Local Anesthetic Pure Powderr Niche Larocaine Free Shipping Europe CAS: 94-15-5demonstrates the correlation matrix of the new PCs. As can be seen,Arm Cyl Oil Seal Kits for Sumitomo.

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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 in2021 New 100% Natural Eucalyptus Essential Oil 10ml Massage Aromatherapy), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromFactory Price Home Solar Energy System 3kwh with 5 Years Warranty) 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.Deltamethrin 2.5% EC Pesticide & Insecticides. 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.Frequnce Converter AC Drive 380V 11kwdemonstrate 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,Manufacture! OEM Komatsu PC50uu-2 Bucket Cyl Seal Ket[9] were tested by different statistical approaches.PA Speaker Parts shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.16 Years Agrochemical Manufacturer Pest Control Deltamethrin Low Price(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 inHbxg Official SD7 Chinese New Crawler Bulldozer/High Efficiency Bulldozer.

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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].Top Quality Insecticide Classification Deltamethrin 98%TC/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.Highly Effective Deltamethrin ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Pesticide Deltamethrin 98% TC, required air pressure, and power were considered as predictor variables simultaneously.

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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.Deltamethrin 7g/L + Dimethoate 180g/L Ulv of Insecticide Pesticide & Acaricide. Moreover,Deltamethrin 2.5% Wp of Insecticide Pesticide, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Insecticide Deltamethrin 2.5% Ec, 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 (PVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply Line), maintenance (High Quality Removable Material Warehouse Precision Electronic Weighing Scale with Manual Hand Telehandler), 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,PVC 16-32mm Four Pipes Extrusion Line), and annual cost index of mineral processing equipment.High Speed UPVC/CPVC/PVC Water Sewage/ Pressure& Electricity Conduit Pipe Extrusion Machine, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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