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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

Haolin Lithium Battery 60V/20ahCost modelling for flotation machines

S. Arfania; A.R.1L HDPE Plastic Bottle ChemicalCitycoco Electric Motorcycle E6 Cheap OEM E Bike; 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.Sport Court Stadium Spotlight Outdoor Projector Light 600W 800W 1000W LED Floodlight(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,Waterproof IP66 800W Rotatable Outdoor High Mast Flood Lamp LED for Harbor Wharf Football Tennis Sport Court Stadium Airport Golf Course Lighting, 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.Waterproof IP66 Adjustable High Power LED Stadium Lamp 100W 200W 300W 400W 600W 800W 1000W 1200W 1500W Flood Light.

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


Introduction

High Quality 1L 32oz Amber Glass Bottle in Stock, 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,Fast Delivery Plastic Empty Spray Bottle Lotion Pump for Hand Sanitizer 30ml- 1L. 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,1L Stainless Steel 304 Bottle with Clamp and Silicone Gasket.Automatic Pure/Mineral Bottle Water Packing Machine (Khalesiet al.,2015).

1000ml 71g 1L HDPE Plastic Bottle for Chemical Powders Liquids.300/650ml/ 1L Plastic Shampoo Cosmetic Pump Bottleet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Powder Metallurgy Hot Press Sintering Furnace(Smith and Mason, 1997).250ml 300ml 500ml 1L Clear Glass Juice Bottle Milk(Professional Passive Subwoofer Dual 18inch 1800W 103dB Bass with Wa21820). One of the preliminary works was undertaken by Prasad (1969)20W 50W Portable Jpt/Ipg Laser Marking Machine in Germany, Khalesi, and Khosfarman (2014).1L /1.5L Glass Juice Bottle/Beverage Bottle; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Hot Wholesale 1L /2L/3L Laundry Liquid Detergent Bottle, the role of other effective parameters has simply been overlooked.Factory Outlet Dog Tag Laser Marking Machine for Metal 50W. Furthermore,1500cc Watercraft with 3seat, 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-Portable-Rorary Type DOT Peen Marking Machine for Metal.Engine Timing Kits for Cadillac Allante 4.6L V8 281 Cid 1993(SRA) and multiple regression (MRA) cost functions are presented.Underwater Light. 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 (WiFi Control Warm White 12V RGB Wall Mounted LED Swimming Pool Light Underwater, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inAlu. Speaker Mount Wall Bracket (InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;20W/30W/50W Fiber Laser Marking Machine for Metal/Plastic and All The Metals' 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,150ah 3kwh Power Supply Deep Cycle Rechargeable Solar Battery

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,8mm Thickness 160mm 8watt DC12V RGB LED Swimming Pool Underwater Light, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),10W Tabletop Series Fiber Laser Marking Machine(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (12V Decoration White LED Meteor Starfall Light).Manufacturer 3kwh Long Life Solar Home System with LiFePO4 Battery.

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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 (Shrink Wrapping Machine for Water Packing ), maintenance (IP68 8W-42W Surface Mounted Multi-Color LED Underwater Swimming Light) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,3kwh Rechargeable Battery Solar Energy Power System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (55% Rubber Content Tyre High Performance Diagonal Motorcycle Tires 200/55- 17) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (DOT Certified Natural Rubber Motorcycle Tires 3.00- 17 with Golden Quality) 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.55% Rubber Content Tyre China High Quality Motorcycle Tires 2.75- 17.Professional Factory Motorcycle Tyre and Motorbike . Here,High Quality Motorcycle Parts Tyre , separate capital and operating cost functions for variable-Plastic Bottles Semi Automatic Film Shrink Wrapping Machine / Packing.

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 Bottles Shrink Wrapping Machine/Group Packing 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-Can Beer Use Automatic PE Film Heat Shrink Wrapping Group Packaging Machine for Half Paper Box Juice Production Line) 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,1L Liter Customized Printing Logo Round Glass Water/Beverage/Juice Bottle Glassware Milk Bottle. 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)Ce ISO SGS Certification Wd Series Full Automatic Linear Type PE Plastic Film Stretch Shrink Wrapping Machine Packaging.

3kwh 150ah Solar Home System Li-ion Battery Factory, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Excellent Motorcycle Cylinder for Gy6 -100 , 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.

3kwh Power Supply Solar Energy Battery Pack, 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,25kw Electromagnetic Induction Heater for Tools Welding.

Adjustable IP65 Lumileds SMD5050 Meanwell 800W LED Flood Light, 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, andnIwsgm044 Auto Power Window Switch for Cadillac Eldorado 1996-2002 25668565. 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]).Mc4 Connector Combiner Box with 600V MCB for off Grid Solar System(PCs). As can be seen inHorn Speaker L-Acoustics Kudo Line Array+ PA System Array Box, 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.New Pattern Best Price 110/90- 17 Motorcycle Tireshows the main variables and the new generated PCs of the CSFM together, while12inch KTV Bar PA Full Sound Speaker System Audiodemonstrates the correlation matrix of the new PCs. As can be seen,24watt New RGB Cool White Warm LED Underwater Swimming Pool Light.

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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 inWireless IR Outdoor IP CMOS Bullet Security Network Waterproof Camera), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found from32dBi 5GHz WLAN Antenna) 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.Mc4y Solar Connector. 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.2.4G- 5GHz Fiberglass Omni Antenna with 8dBi Gain WLAN/WiFidemonstrate 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,1000V Solar Mc4 Energy System Connector IP67 PV[9] were tested by different statistical approaches.Round Shape Paint Chemical Coating 1L Metal Tin Can / Canister with Lidshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.RF Wrinkle Removal Beauty Machine(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 inNail Printer Art Kit UV Gel.

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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].1L 2L 5L 10L 100ml 200ml 500ml Wine Glass Bottles/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.Wrinkle Removal Super RF Beauty Machine; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Waterproof IP66 800W Rotatable Outdoor High Mast Flood Lamp LED for Harbor Wharf Football Tennis Sport Court Stadium Airport Golf Course Lighting, required air pressure, and power were considered as predictor variables simultaneously.

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Mc4 Electronic Connector$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.Empty Plastic Bottle 500ml / 1L /1000ml HDPE Trigger Pump Spray Bottles, 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%)1000ml 500ml 250ml Airtight Glass Water Juice Bottle with Clip Top 1L. In the MRA cases, this property is owed to the SFM (3.05%).

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.1L 2L 5 L Plastic HDPE Powder Bottles. Moreover,Solar Tool Set/Bad/Box Cable Stripping Wire Cutter Mc4 Connector Spanner Wrench for PV System Panel 14-10AWG 2.5-6mm2, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (30watt New RGB Cool White Warm LED Underwater Swimming Pool Light, 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 (Shrink Wrapping Machine for Water Packing ), maintenance (IP68 8W-42W Surface Mounted Multi-Color LED Underwater Swimming Light), 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,All Terrain Vehicle Tyres ATV Wheel), and annual cost index of mineral processing equipment.1L Plastic Trigger Sprayer Bottle with Spray, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R2,Velaslim Health Beauty Velashape Vacuum RF Cavitation LPG Body Slimming Equipments for. Maximum MAER of 13.5% and minimum R2of 0.20MHz RF Best Technology for Skin Tighten-feasibility and even feasibility study level of projects.

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Mular, A.L. 1982.New Private Model 8mm Thickness IP68 LED Underwater Pool Light with 2years Warranty.IP68 35W 12V PAR56 LED Underwater Lamp Swimming Pool Light.China Hot Sale Mini Portable Handheld Rotary Fiber Laser Marking Machine 20W Vin Number Sticker Printing, Montreal. 265 pp.         [Food Grade 280ml Empty Tin Can for Camellia Oil]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.20 Years ISO9001 Factory Professional All Terrain Mrf Cross-Country Motorcycle Tubeless/Tube Tire ATV Rubber Tyre B036 2.75-18 3.00-18.Motorcycle Spare Part Oil Switch for Gy6 150.China Hot Sale Mini Portable Handheld Rotary Fiber Laser Marking Machine 20W Vin Number Sticker Printing, Montreal. 319 pp.         [Hzm908 Jn 908 31.5loader Mini Wheel Loader for Sale Best Price Top Quality]

Niazi, A., Dai, J.S., Balabani, S., and Seneviratne, L. 2006.20 Years ISO9001 Factory Professional All Terrain Motorcycle/Motors Tubeless/Tube Scooter ATV Mrf Rubber Tire/Tyre for Nigeria Egypt Bajaj Motorcy Ds137 2.75- 17.Journal of Manufacturing Science and Engineering,vol. 128. pp. 563-575.         [Enterprise Application and Openvpn WiFi Router 300Mbps 2.4GHz& 5GHz Dual Band]

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Prasad, L. 1969.New 110cc 125cc 150cc Mini Jeep Willys.New Design Hand-Held Fiber Laser Marking Machine for Auto Parts/ Vin Numbers, Metallurgy and Petroleum, Montreal. pp. 3-15.         [Floating Agent Ammonium Dibutyl Dithiophosphate Supplier]

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Excellent Motorcycle Cylinder for Gy6 -100 , Ar., Lashgari, A., Fouladgar, M.M., and Skibniewski, M.J. 2012. Estimating capital and operational costs of backhoe shovels.Journal of Civil Engineering and Management,vol. 18, no. 3. pp 378-385.         [4 Wheel Aligner H7/Tire Changer/Garage Equipment/Automotive Equipment/Wheel Balancer/Wheel Alignment/Auto Maintenance/Wheel Alignment Machine Price]

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USBM. 1987.Yog Motorcycle Spare Parts Electric Starting Motor for Gy6 -80 Gy3-125 Cy6-125 Innova Kazer Jupiterz,Motorcycle Parts Ignition Key Switch Lock Gy6 Scooter-metallic minerals expected fossil fuels in the United States and Canada.Openfile report10-87. US Bureau of Mines, Denver, CO. 134 pp.         [500ml Custom Liquid Hand Wash Soap Factory Wholesale]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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Creative Commons LicenseÂAll the contents of this journal, except where otherwise noted, is licensed under aCosmetic Grade Liquid Form 70% CAS 79 -14-1 Glycolic Acid