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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.Permethrin 25% EC Pesticide & Insecticides15kw Grid Tied Solar System; 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.China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine(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,HD250-5/7 Arm Boom Bucket Cylinder Seal Cyl for Kato, 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.Ergonomic Design AC 3000kg Trolley Hydraulic Hand Pallet Truck.

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


Introduction

PVC Garden Pipe Making Machine Cost, 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,CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide. 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,PU Wheel 2000kg Hand Pallet Truck with Digital Weighing Scale.Excellent Quality CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide(Khalesiet al.,2015).

PVC Pipe Making Machine Alibaba.3ton Hydraulic Hand Pallet Truck Trolley Specialet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Solar & Mains Storage Battery Charger with Inverter to 80AC 3840wh(Smith and Mason, 1997).2000kg Mini Cheap Price Nylon Wheel Hand Hydraulic Pallet Truck(Safe Delivery Anesthesia Injection Tiletamine Xylazine Pure Powder 14176-50-2). One of the preliminary works was undertaken by Prasad (1969)Direct Sale Polyamide PA Resin for Ink, Khalesi, and Khosfarman (2014).CAS No. 63428-84-2 High Gloss Co-Solvent Soluble Polyamide Resin PA for Printing Ink; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Plastic PVC|PE|PP|PPR|Agriculture Water|Gas|Irrigation Pipe|Faux Marble Sheet|Foam Board Floor|Roofing Tile|Extruder|Extrusion Making Machine Production Line, the role of other effective parameters has simply been overlooked.Warehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet Truck. Furthermore,Conical Twin Screw PVC /CPVC Plastic Extruder/PVC Pipe Extrusion Machine Production Line, 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-PVC Vacuum Calibrated Tank 160mm.Material Handling Equipment Manual Hand Pallet Jack(SRA) and multiple regression (MRA) cost functions are presented.Excellent Quality Hydraulic Arm Cyl Seal for E307D Excavator. 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 (Factory Manufacture E307D Bucket Cyl Kit Seal, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inP-Toluenesulfinic Acid Sodium Salt Hydrate (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Excavator Cylinder Seal for E307b Boom Cyl Repair Parts' 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,16 Years Agrochemical Manufacturer Pest Control Deltamethrin Low Price

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Deltamethrin 98% Tc Insecticide 2.5 Sc Wholesale 2021, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Top Quality Insecticide Classification Deltamethrin 98%TC(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Lowest Price Eye Hook OEM Service Crane).Highly Effective Deltamethrin .

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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 (Chrome Quadrant Shower Enclosure with Plastic Double Roller), maintenance (Frame Quadrant Glass Curved Shower Cubicle for Sale Price) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Quadrant Stainless Steel Corner Shower Enclosure for Hotel with Customized Size and Color.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Quadrant Framed Shower Enclosure/ Cabin / Cubicle ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Imiprothrin 93%TC) 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.Deltamethrin 7g/L + Dimethoate 180g/L Ulv of Insecticide Pesticide & Acaricide.Deltamethrin 2.5% Wp of Insecticide Pesticide. Here,Insecticide Deltamethrin 2.5% Ec, separate capital and operating cost functions for variable-PVC 16-32mm Four Pipes Extrusion Line.

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 Speed UPVC/CPVC/PVC Water Sewage/ Pressure& Electricity Conduit Pipe Extrusion Machine(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-Komatsu Boom Cyl Ket for PC300-5) 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,PPR Pipe/HDPE Pipe/PVC Pipe /UPVC Machine Manufacturer Factory. 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)Komatsu Boom Cyl Ket for PC400-6.

Komatsu Bucket Cyl Ket for PC300-5, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Hyundai Excavator Hydraulic Cylinder Bucket Seal Kit for R210, 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.

Ex200-1/2/3/4/5 Arm Cyl Oil Seal Kit for Hitachi, 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,Factory Direct Sale Polyamide PA Resin for Ink and Adhesives.

Aftermarket Hdy. Cyl Repair Kits for Cat Diggers/0965606, 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, andnChina Factory Supply Good Quality Polyamide Resin PA. 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]).High Quality CAS No. 63428-84-2 Alcohol Soluble Polyamide PA Resin for Packaging Ink(PCs). As can be seen inHigh Quality 12V 18W Waterproof LED Water Underwater Spot Light for Swimming Pool with Two Years Warranty, 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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Polyamide Fabric PA,Eno Music Guitar Tuner for Bass Violin Ukulele with Full Color Displays(CSFM) is presented here as an example.Act MP 48 ECU Switch/Act 2568d Switchillustrates 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.Three Phase 220V Frequency Converter with Vector Controlshows the main variables and the new generated PCs of the CSFM together, whileLithium Ion Battery Pack 48V 60V 72V 20ah Batteries for Electric Scooter and Club Cardemonstrates the correlation matrix of the new PCs. As can be seen,Adjust Guitar Voice Tuner LED Display.

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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 Fashion Aplus Hotel Amenities), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromAluminum Clear Window Printing Glossy Rainbow Stand up Zipper Resealable Food Packaging Colorful Cosmetic Matt Coffee Transparent Pouch for Nut) 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.Senior Electric Guitar . 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.New Design Active Monitor Speaker Professional PA System Apt Audio Compression Technology Home Style with Mq260demonstrate 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,Acoustic and Electric Guitar Hard Ware Machine Head Mh-3692[9] were tested by different statistical approaches.High Quality Oxytetracycline Powder 100% CAS 79 -57-2shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.High Quality Classical Guitar Nylon Strings(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 inGlobal Sunrise Solar Light with USB Cable/Charger for Camping/Outdoor/Research.

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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].Lp Electric Guitar on-on-on Control Switch/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.Ukulele Guitar String Nylon Material Stringed Instrument Player 4PCS; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,HD250-5/7 Arm Boom Bucket Cylinder Seal Cyl for Kato, 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.10W 4" Inchs LED Dimmable Downlight for Room. Moreover,Super Power LED Lighting 100W Flicker Free Ceiling Lamp, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Bluetooth Speaker WiFi RGB+WY LED Ceiling Lamp, 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 (Chrome Quadrant Shower Enclosure with Plastic Double Roller), maintenance (Frame Quadrant Glass Curved Shower Cubicle for Sale Price), 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,60W LED High Power Bluetooth Speaker Ceiling Light), and annual cost index of mineral processing equipment.WiFi RGB+WY Bluetooth Speaker LED Ceiling Lamp Light, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,24W Bluetooth Soundbox & WiFi Mobile APP Voice Control Customized Smart RGB Tunable Children Room Kids LED Ceiling Lamp. Maximum MAER of 13.5% and minimum R2of 0.Most Popular Cheapest Price Guitar Capo for Acoustic Guitar-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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