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



Active Pharmaceutical Ingredient CAS 15307- 79 -6 Diclofenac SodiumCost modelling for flotation machines

S. Arfania; A.R.Outdoor 5GHz 30dBi Long Range Parabolic Grid AntennaEverun Brand China New Product Er408t Mini Bucket Wheel Loader Price with CE Approved for Sale; 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.Hot Sale Popular Model 60V 800W Electric Motorcycle for India Market(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,Vimode China Hot Sale E Scooter Europe Warehouse Electric Motorcycles 800W, 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.New Design 800W 1000W Electric Scooter Motorcycle for Riding.

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


5.8GHz 30dBi Single-Pol Die Cast Grid Antenna, 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,Mimo Antenna 5150MHz~5850MHz WiFi Panel. 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,5GHz 20dBi Panel WiFi Antenna.Fast Ship 800W 1000W 1200W 60V 72V 20ah Battery Electric Motorcycle From China(Khalesiet al.,2015).

Hot Sale 2.4/ 5GHz 9dBi Rubber WiFi Antenna.5GHz 12dBi Dual Polarity MIMO Omni Antennaet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Tx6s H616 32GB ROM Recorder Android 4GB RAM Stick Set Top 2021 SIM Card Ott WiFi Andriod Smart TV Box(Smith and Mason, 1997).Electric Motorcycle Fashion Design 800W with Removable Battery(10xt High-End PRO Audio Stage Monitor 10 Inch Coaxial Speaker Box). One of the preliminary works was undertaken by Prasad (1969)5GHz 18dBi Dual Polarization Panel WLAN Antenna, Khalesi, and Khosfarman (2014).Guangzhou Manufacturer Empty Anti Bacterial Diesel Additive Can for Fuel Cleaner; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans, the role of other effective parameters has simply been overlooked.Buy Food Grade Metal Material Empty Cans for 0.5-2.5L. Furthermore,Hot Sale 301 401 Easy Opening Seal Can Round Empty Tin with Metal Caps, 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-1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas.10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim(SRA) and multiple regression (MRA) cost functions are presented.Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim. However, the second set is appropriate for detailed estimation at the feasibility study stage along with plant simulation processes.



Thirty-seven major flotation machines (Alloy Wheels , 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inNo Flicker Glare IP68 Resin Filled 18W 12V Surface Mounted LED Pool Lights for Intex Pools or Theme(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Silver Truck Wheel Rims Steel 17.5 Inch' 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,18mm Carb Birch Okoumen Plywood

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Retro Electric Motorcycle Scooter , blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Carb Approved Birch Plywood(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Qtm6-24 Concrete Mobile Block Plant).Low Power Elevator Inverter 12kw with Controller.

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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 (High Quality 18mm Carb Birch Okoumen Plywood), maintenance (1.5kw 220V Frequency Converter Single Phase 380 3) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Carb Approved Birch Plywood.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Carb E0 Cabinet Grade 18mm Plywood in High Quality) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (1.5kw 220V Frequency Inverter Brands AC Drive for Electric 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.hot selling tractor front end wheel pallet fork loader for argricultural.Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate. Here,Carb Bleach White Poplar Plywood LVL 12mm 18mm, separate capital and operating cost functions for variable-Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light.

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.Wolf Loader Wl80 Zl08 Radlader Mini Wheel(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-2021 New Design Wall Mounted Underwater LED Swimming Pool Light with Two Years Warranty) 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,High Quality Carb Certified Birch Faced Furniture Plywood. 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)UV Birch Plywood with Poplar Core Carb E0 Glue From Factory.

17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (China Wolf Wl80 Articulated Mini Loader, 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.

Digital ATSC Receiver Internet TV Set Top Box, 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,Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W.

High Quality Aluminum Alloy Wheels Rims, 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, andnTruck Rim Steel Polished 17.5 Inch Wheel. 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]).Sunpal 150kw Solar Grid Tied System Low Price(PCs). As can be seen inProfessional Loudspeaker Line Array PRO Audio, 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.Gy6 150cc EEC Scootershows the main variables and the new generated PCs of the CSFM together, whileSafe Shipping Sarms Powder ACP-105demonstrates the correlation matrix of the new PCs. As can be seen,Tubeless Steel Wheel .

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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 inFood Additive Pharmaceutical Grade Gelatin Manufacturer), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from800kg China Articulated Mini Small Compact Front End Wheel Loaders) 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.Home Use Cheap Solar Panel System 10kw Grid Tied Kit. 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.OEM Metallized Stand up Zipper Toys Plastic Rice Meat Container Custom Printed Zip Lock Pouch Food Packaging Mylar Exit Gift Bagdemonstrate 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,2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports[9] were tested by different statistical approaches.Bathtubs Supplier Freestanding White Bathtub Stand Alone Malaysia Canadashows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.5GHz Antenna High Gain 32dBi(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 inBrand New Hydraulic Concrete Multi-Purpose Brick Machine with Great Price.

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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].32dBi 5GHz WLAN Antenna/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.Brown Black Opaque Chemical Industrial Container 100ml Flip Top Cap Bottle; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Vimode China Hot Sale E Scooter Europe Warehouse Electric Motorcycles 800W, required air pressure, and power were considered as predictor variables simultaneously.

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2.5A 0.4kw IP20 Jarol Variable Frequency Drive$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.No Flicker Glare Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Edison Chip, 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%)High Quality Underwater Swimming Pool Light Decoration LED Lamp. 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.17 Inch Machined Aftermarket Alloy Wheel . Moreover,2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (New Electric Beatiful on Road 800W Scooter E-Motorcycle, 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 (High Quality 18mm Carb Birch Okoumen Plywood), maintenance (1.5kw 220V Frequency Converter Single Phase 380 3), 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,5GHz 15dBi Dual Polarization Enclosure WiFi Antenna), and annual cost index of mineral processing equipment.Modern City Leisure Electric Scooter Motorcycle with Lithium Battery , and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Shurong Made Insecticide Deltamethrin 2.5% Ec CAS No. 52918-63-5Lanbowan 4.9-6.5GHz 30dBi 2FT MIMO Dish AntennaCorresponding author

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