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J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017



Gt1544sm Tdi Engine Bnm 045253019d 733783-5008s 733783-5007s TurboCost modelling for flotation machines

S. Arfania; A.R.Roof Mounting Solar System 10kw off Grid Tied Power10L Customized Tin Cans Paint Coating Used Metal Square Can; M.R. Khalesi

Tarbiat Modares University, Iran


Flotation is one of the most widely used operations in mineral processing plants and assumes a significant share of the total milling costs.Screw Top Metal Tin Can(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,a. S Solar Wholesale Price System Grid Tied Energy Systems 5kw Panels, 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.Best Selling! 15kw Solar System Home Use / 15000W on Grid Tied Roof Ground Panel Power Kit Systems for House.

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


Yn725g 18.5kw Cabin Yineng Mini Wheel Loader, 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,Yn725g 18.5kw No Cabin Yineng Mini Wheel Loader. 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,Yn725g Yineng Mini Wheel Loader 18.5kw No Cabin.5L Rectangle Metal Aluminium Chemical Paint Oil Easy Open Tin Can(Khalesiet al.,2015).

Yn725 Gyineng Mini Wheel Loader 18.5kw Non -Cabin.Fast Delivery Home 5kw Solar Power Grid Tied Energy System Cheap Priceet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Carb Approved Birch Plywood(Smith and Mason, 1997).1389 Hot Selling Install 5kw on-Grid Solar Systems 12kw Grid- Tied Kit for Home Power System(Ce Certification Plastic Water Bottle Use Yellow Masterbatch). One of the preliminary works was undertaken by Prasad (1969)Full HD Media Player Minix Neo N42c-4 N4200 4G 32g Internet Games Online Play Racing Windows 10 Smart Set Top Box Support Google Apk Install, Khalesi, and Khosfarman (2014).6000W Single Phase Inverter Grid Tied Home Solar System; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Complete Set 15kw Grid Tied Solar Power System, the role of other effective parameters has simply been overlooked.China Cheap Colour Optional Electric Motorcycle for Adults. Furthermore,Good Quality 2-Wheel Electric Motorcycle 500-1000W Scooter in Stock, 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-Yn725 Yineng Mini Wheel Loader 18.5kw No Cabin.China Electric Mobility Scooter Motorcycle with Lights/Electric Bicycle Moped Fast Delivery(SRA) and multiple regression (MRA) cost functions are presented.Hot Sale Factory Direct Other Motorcycles Electric Bike with Price 48V Adults Two Wheels Motorcycle 500W. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (World IPTV M3u Subscription 1 Year for Arabic Netherlands Malta Austria Bulgaria Romania Egypt Croatia Africa 9600 Channels Smart TV Android Apple, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inSuspension Delivery Chinese 800W Electric Motorcycle Small Long Range Accessories Two Wheels(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Factory Price Wholesale Vespa Electric Scooter Motorcycle Adult' 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,Yn725 Gyineng Mini Wheel Loader

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Solar Pump Frequency Inverter MPPT Fuction 0.75kw, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Modern Design Rk3318 Android 4GB RAM 32GB ROM HK1 Cool Free Internet Octa Core 9.0 Set Top TV Box(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Steel Color Coated Metal Zinc Corrugated Roofing Sheet).Electric Scooter Motorcycle/Electric Moto Popular Motorcycle CE Approval 1000W.

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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 (AC to Drive 380V Frequency Inverter 4kw), maintenance (Europe Hot Sell Electric Motorcycle Long Distance The Battery Removable DIY Sticker Cartoon) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,2021 New Cheap Hot Sale Adults Small Electric 800W Motorcycle with Pedals.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (China Hot Sale Single Phase Variable Frequency Inverter 1.5kw 220V) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Small Fquequency Inverter/Converter for Mini Motor) 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.1.5kw 1HP AC Frequency Inverter.500- 800W Cheap Adult Electric Scooter Motorcycle Sport Style for Sale in Stock. Here,Yn725 Yineng Mini Wheel Loader 18.5kw No Cabin, separate capital and operating cost functions for variable-Jarol Frequency Inverter with High Quality .

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.Linyi 9mm/12mm/15mm/18mm Pine/Bintangor/Okoume Film Faced Plywood(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-China Hot Sale Frequency Converter/Inverter 380V 50/60Hz) 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,Residential Grid Tied 6kw Solar Power System for Home. 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)Best Factory China Environmentally Friendly 800W CE Certification Electric Motorcycle for Adult.

Good Quality Factory Directly Electric Motorcycle 800W 1000W 60V for Adults, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (on Grid Solar Panel System 30kw Tied Home Power, 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.

Tractor loader/ mini loader with four wheels for loading, 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,2021 60V 20ah EEC Motorcycle Electric Moped Scooter 500/ 800W Motorbike.

Chinese Industrial Titan Small 0.8 Ton Articulated Earth Mover Euro Auto Mini Farm Truck Wheel Tractor Front End Loader for Sale, 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, andnNewest Hot Sale Cheap Chinese Modern Self Balancing Mobility Adult Lithium Battery 800W Electric Motorcycles Scooters. 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]).Three Phase Frequency Inverter Made in China Hot Sale(PCs). As can be seen inPA Speaker Cabinet Accessories , 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.Good Performance Virgin Transparent PA12 Granules/Pellets /Polyamide 12 Resin for Sliding Mechanismshows the main variables and the new generated PCs of the CSFM together, whilePowder Caprolactam Grade Chemical Fertilizer with Nitrogen 21%demonstrates the correlation matrix of the new PCs. As can be seen,Solar Panel System 20kw Grid Tied Power for Home.

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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 inTwo Way Radio Walkie Talkie Listen Only Acoustic Tube Kit Earpiece), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromQ1 Dual 10 " Line Array System) 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.Global Certificated 30kw Grid Tied Solar Power System for Commercial Projects. 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.China Supplier Ophthalmic Equipment Ultrasound Ab Scandemonstrate 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,2852 Alicosolar Solar Energy System 10kw 5kw Power Home 15kw Grid Tied[9] were tested by different statistical approaches.English Firmware Huawei Hg8346m Optical Network Terminal Gpon ONU Ont 4port Epon 4feshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Cheap Commercial Plywood for Construction Decoration and Furniture Use(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 inAlibaba Top Manufacturer Plastic Spray Bottle 500ml Pet Perfume.

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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].Solar Panel System 20kw Grid Tied Home Power 20 Kw Energy/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.


Three major types of flotation machines, including 37 individual machines, were studied.20kw Grid Tied Solar System; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,a. S Solar Wholesale Price System Grid Tied Energy Systems 5kw Panels, required air pressure, and power were considered as predictor variables simultaneously.

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Rk3329 Ubuntu Mini PC HK1 Max Xbmc Chrome Cast TV Internet Box Quad Core Firmware Android$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 0.220VDC to 220VAC Variable Frequency Inverter, 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%)Solar Pump Inverter 1.5kw AC Drive Frequency Welding Machine. In the MRA cases, this property is owed to the SFM (3.05%).


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.Electrical VFD Frequency Inverter Three Phase 220V 380V 7.5/11kw for Solar Pump. Moreover,Yn725 Yineng Mini Wheel Loader 18.5kw Cabin, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (380V 400Hz 3p AC Drive Hot 15kw Frequency Converter, 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 (AC to Drive 380V Frequency Inverter 4kw), maintenance (Europe Hot Sell Electric Motorcycle Long Distance The Battery Removable DIY Sticker Cartoon), 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,Single Phase Input and Output 220V Able 640 Static Frequency Converter 400Hz), and annual cost index of mineral processing equipment.3 Phase Mini AC DC Frequency Inverter Motor Speed Controller Power Supply 5.5kw-110kw, and over- extrapolation could result in misguiding estimates.

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INFOMINE. 2013. Mine and mill equipment costs. InfoMine USA, Inc. CostMine Division and Aventurine Engineering, Inc.         [New Design Stretch Mark Removal Beauty Machines]

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Lashgari, A.AL908 0.8ton Wheel Loader Machinery for Sale, A.R. 2013.Chinese Everun Zl08 800kg 0.8 Ton Compact Small Mini Wheel Loader with Snow Bucket,800kg China Small Front High Quality Wheel Loader for Sale in Europe,vol. 23. pp. 441-446.         [DIY0714 7''x14' Portable Hobby small Lathe Machine for DIY Use]

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Mular, A.L. 1978. Mineral Processing Equipment Costs and Preliminary Capital Cost Estimations. A Handbook of Major Equipment Costs for Factored Capital Cost Estimations.Decorative Pine Groove Plywood Veneer Fancy, Montreal. vol.13. 166 pp.         [Rectangle/Oval/High Quanlity/Customized/Modern Freestanding Bianco Carrara White Marble Polished Natural Stone Bathtub for Home Decoration]

Mular, A.L. 1982.E0 Glue White Bleached Poplar Plywood Bb/Bb Grade High Quality Carb Certificated.18mm Brown Film Faced Finger Jointed Plywood for Concrete Formwork.18mm Embossed Melamine Faced Commercial Plywood for Furniture Making, Montreal. 265 pp.         [Excellent Quality CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide]

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Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.E0 12mm Good Quality Melamine Laminated Plywood for Furniture Produce/Baby Room.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [Oxygen Absorbers Food Packaging Vacuum Packed Bag for Cookies]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

China Ethyl 2-Bromovalerate Liquid CAS 615-83-8Diesel Engine Parts Fuel System Nozzle Dlla145pn574Corresponding author

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