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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

Al-Gw6 Fast Electric Motorcycle Speed 60km/H KitsCost modelling for flotation machines

S. Arfania; A.R.Frequency Inverter VFD AC DriveGrey Masterbatch for Plastic Chair; 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.Power Frequency Converter 60Hz 50Hz Price(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,Frequency Converter for Water Pump, 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 Frequency Converter AC Drive Inverter.

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


Introduction

Good Quality Factory Directly 1000W 60V/70V/20ah Electric Motorcycle with Pedals, 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,0.5L Tin Can with Dry Cover. 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,Food Grade Container 1 Liter Square Olive Oil Latest Design Metal Tin Cans.AC Frequency Converter 50Hz 60Hz Drive Inverter(Khalesiet al.,2015).

Good Quality Electric Bike & Two-Wheel Dual Motor Foldable China Motorcycle for Adult.Food Grade 3 Liter Square Olive Oil Tin Can with Handle and Capet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for 50W Fiber Laser Marking Machine for PVC/ Plastic/ Stainless Steel/ Silicon(Smith and Mason, 1997).Cheap Power Motor Big Protect Frame Electric Scooter Motorcycle 60V800W(Professional Line Array Speaker Single 10 Inch Full Range System). One of the preliminary works was undertaken by Prasad (1969)850 Alicosolar 5kw on Grid Solar System for Home Use Growatt 3phase Grid- Tied Inverter Output Voltage, Khalesi, and Khosfarman (2014).Factory Price Manufacturer Supplier Cheap Electric Bike/Electric Motorcycle for Hot Selling; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Cheap Smart Lady's Electric Scooter 60V800W, the role of other effective parameters has simply been overlooked.Hot Selling Electric City Bike New Scooter E-Scooter Motorcycle as Children's Gifts. Furthermore,Lady Scooter Motorcycle 2.5 16 Tire Custom Bike, 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-0.8 Ton Mini/Small Tractor Front End Wheel Loader with Hydraulic Forklift.Yn725 Yineng Mini Wheel Loader 18.5kw(SRA) and multiple regression (MRA) cost functions are presented.Wheel Loader Mini Wolf Wl80 with Forks. 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 (Zl08 0.8 Ton Agricultural Farm Articulated Mini Wheel Loader with Hydraulic System, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inMacassar Ebony Veneer Decorative Reconstituted Wood Veneers for Furniture Plywood HPL Door Skin(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Wolf Wl80 Mini Radlader Hoflader with Forks in Farm' 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,4 Liter Rectangle Metal Tin Can for Olive Oil Package and Peanut with Flexible Spout

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,18L Square Metal Tin Cans with Handle and Lid for Oil, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Glue Tin Can with Plastic Lid / Square Metal Paint Sizes(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (10oz Daily Use Ceramic Mug with Custom Logo Coffee for Promotion).Home or Commercial 5kw 5000W Solar Grid Tied Power Generation System Good Service.

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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 (Grid Tied 30kw Solar PV System for Shingle Roof), maintenance (Good Quality Empty 1 Litre Metal Tin Paint Cans with Handle for Sale) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Pinergy Grid Tied Solar Panel System 6kw Energy 110V Single Phase.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (off Grid 5kw 10kw Solar Power System) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Pinergy 9kw on- Grid Tied Solar Power System for Home or Industrial Roof) 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.2013 Popular Electric Motorcycle 90km with Pedal CE .Chinese Zl08f Wheel Loader 0.8ton Mini with Quick Hitch for Sale. Here,Wolf Loader Wl80 Radlader Without Cabin, separate capital and operating cost functions for variable-Yn725g Approved Hot Sale Mini Wheel Loader Yn725.

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.Er08 New CE Approved Small Shovel Loader(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-Everun Brand New Generation CE Approved Er408 0.8ton Mini Front End Wheel Loader) 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,Hot Sale Mini Wheel Loader Yn725g. 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)0.8 Ton Mini Front Loader Wl80 Shovel for Garden/Farm.

Low Frequency Inverter AC Drive, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Frequency Inverter Converter 50Hz 60Hz, 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.

Single Phase Mini AC DC Motor Speed Controller, 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,Frequency Inverter Pump AC Drive Price.

Jarol Frequency Inverter JAC200 3 Phase 380V 4kw, 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, andnInverter. 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]).AC Drive Inverter Low Frequency Power(PCs). As can be seen inISO9001 Certificate Factory Supply Nylon 6pr New Motorcycle Tyre Tubes, 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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AC Drive Variable Drive,China AC Drive Manufacturers(CSFM) is presented here as an example.PVC 16-32mm Four Pipes Extrusion Lineillustrates 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.Chinese Mini Radlader 800kg Wheel Loader with Pirceshows the main variables and the new generated PCs of the CSFM together, whileReplica Aluminum Alloy Wheels for Skodademonstrates the correlation matrix of the new PCs. As can be seen,China AC Drive Frequency Inverter Manufacturer Supplier.

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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 inNonstandard HRC Carbide T Type Milling Cutter for Aluminum), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from72V20ah Battery 800W Motor 60km Distance Range Electric Motorcycle) 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 0.1500W Electric Motorcycle. 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.800W Color Fashion Electric Motorcycledemonstrate 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,High Speed Electric Motorcycle Scooter[9] were tested by different statistical approaches.Line Array PA Speaker System Stage 12inch Monitor PRO Audioshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Bl-Xgz Electric Motorcycle(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 inP7.62 Indoor Single Color LED Display for Shopping Guide.

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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].Hot Cheap Electric Scooter for Two Seats 60V800W20ah with USB Charger/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.Bl-Xgw Electric Motorcycle; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Frequency Converter for Water Pump, 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.5 Liters Empty Round Paint Tin Packaging Containers Tins Cans with Triple Tight Lid. Moreover,Factory Supply Customization 10kw Grid Tied Solar System on for Home/Industry/Office Use, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Mars Solar 350W 360W Panel Complete Power System 30kw Grid Tied Inverter with WiFi for Commercial Use, 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 (Grid Tied 30kw Solar PV System for Shingle Roof), maintenance (Good Quality Empty 1 Litre Metal Tin Paint Cans with Handle for Sale), 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,High Quality 5000W Grid Tied Solar Power Generation System Competitive Price), and annual cost index of mineral processing equipment.843 3kw on Grid Solar System for Home Use Growatt 3phase Grid- Tied Inverter Output Voltage, and over- extrapolation could result in misguiding estimates.

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Lashgari, A.Innopack 16oz 0.5liter Biodegradable Plastic Cold Pressed Juice Bottle with Screw Cap, A.R. 2013.7.5 Liter Protein Powder Tubs Jars for Sports Food/HDPE Plastic Container,5 Liter Round Empty Protein Powder Jars for Sports Food/HDPE Plastic Container,vol. 23. pp. 441-446.         [Automatic Granule Food Nuts Tea Leaves Zipper Doypack Stand up Pouch Ffs Filling Packing Machine]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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