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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
Machine Tools 65mn Spring Sdc06 Sdc08 Sdc12 Clamping Sdc Collet for MillingCost modelling for flotation machines
S. Arfania; A.R.Tin Can Manufacturer Customizable Cmyk Automotive Paint Rectangle CansPedal E-Bike / Scooter Electric Bicycle 500W/ 800W; 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.Titan Brand 0.8 Ton High Quality Mini Wheel Loader with and Performance.(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,High Duty Chinese mini loader, 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.Exclusive Model Electric Scooter 800W 1000W High Torque Matt Black.
Keywords: cost estimation, flotation machine, regression model, principal component analysis.
Introduction
HD Internet Ott TV Box H96 Max+ Rk3328 4G 32g Digital Set Top Apk Downloadad Android 8.1, 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,Yn725 Yineng Mini Wheel Loader 18.5kw Cabin. 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,Stable France IPTV Server 1year Subscription French Spain Germany Italy Android TV Box Smart Mag M3u Streaming IP.Upgraded Full HD North America Internet ATSC TV Decoder(Khalesiet al.,2015).
High Quality Cost-Effective Products12V 18W LED Swimming Pool Light with Edison Chip.High Quality Switch Control Multi Color Big Commercial Project Concrete LED Swimming Pool Light with Two Years Warrantyet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Laser Aluminum Resealable Value Pack Stand up Zip Lock Bag Hologram Self Seal Zipper Plastic Sealing Digital Food Packaging Mylar Paper Glossy(Smith and Mason, 1997).Mag City Scooter 80km Range Two Wheel Electric Motorcycle(L18 / 6620- 18 Polegadas PRO Audio Subwoofer Alto Falante 650W). One of the preliminary works was undertaken by Prasad (1969)Electric Scooter/ Motorcycle/TM-BQ, Khalesi, and Khosfarman (2014).Commerical Okoume Plywood for Sale; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Go Kart , the role of other effective parameters has simply been overlooked.New Go Kart . Furthermore,Everun 0.8ton Mini Wheel Loader with Euro III Engine, 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-New Model AL908 0.8ton Mini Wheel Loader with Wood Grapple for Sale.Cheap CE 800W Lithium Battery Power Supply and 48V/60V Voltage Electric Motorcycle(SRA) and multiple regression (MRA) cost functions are presented.5HP 50Hz 60Hz 3.7kw 3 Phase VFD Variable Frequency Drive for Motor. 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 (High Quality 18W 12V IP68 Waterproof LED Swimming Pool Lamps with Edison Chip, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in99% High Quality Nootropics Drugs Huperzine a 102518- 79 -6 Hupa USA Factory Fast Delivery(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;50Hz 60Hz 220V/380V Vector Control AC Variable Frequency Drive' 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,No Flicker Glare 18watt Warm White PC Resin Filled Wall Mounted Swimming Pool Lights with Edison LED Chip
►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,No Flicker Glare RGB Swimming Pool Lighting Waterproof LED Light for Intex Pools or Theme, blowers, and launders.
The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),TUV Certificate Gried Tied on Grid 30kw Solar Power System(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (10oz Double Wall Stainless Steel Car Tumbler Cup for Office Insulated Vacuum Sublimation Blank Coffee Mug).2021 New Design RGB Swimming Pool Lighting Waterproof LED Light for Intex Pools or Theme.
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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 (China Frequency Inverter Drive AC Motor Speed Controller with Great Price), maintenance (China Heavy Load Inverter 220V 380V Three Phase Converter DC to AC) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,3000W Grid Tied Solar System for Home Use.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.
The overhaul costs (Factory-Full Baltic White Birch Plywood From Factory 12mm 15mm) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Sapelli Plywood) 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.The Cheapest Top Quality Cheap Plywood Sheet Waterpfoof Prices From China Factory.Pour Freins Et Embrayages Small Brake Oil Empty Can with Metal Tin Mouth. Here,Race 4 Stroke Gasoline 9HP Reverse Transmission Go Kart, separate capital and operating cost functions for variable-Electric Scooter 800W 60V20ah Lead Acid.
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.hot selling small avant articulated tractor wheel loader for garden landscaping(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-UV White Birch Plywood 18mm Carb E0 Cabinet) 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,18mm Pine/Combi Core Waterproof Plastic Black Film Faced 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)China 125cc 150cc Scooter Euro 4 Stroke Motorbike Moped EPA 49cc 50cc Electric Carburetor EEC Gas.
Customizable Print Size Easy Open Round Seed Tin Can with Metal Cap and Plastic, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (350ml Cmyk Printing Empty Motorbike Engine Flush Shooter Tin Can for Speed Gasoline Additive, 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.
French Hot Sale Huile D'olive Food Grade Packing Olive Oil Tin Can, 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,250ml Round Linseed Perilla Seed Oil Tin Can with 28mm Flip Top Cap.
SGS Food Grade Certification 500ml Tin Containers Olive Oil Can, 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, andnWholesale Round Food Packaging Empty Tin Metal Cooking Oil Cans. 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]).1 Liter Wholesale Tinplate Oil Tank Paint Brake Fluid Round Tin Can with Lids(PCs). As can be seen inHigh Quality Chloramphenicol CAS 56-75-7 China Factory Supplier, 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]:
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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China Radlader Zl08 Auto 800kg Small Garden New Mine Carregadeira Lown Mower Tractor Front Handle Mini Wheel Loader with Cabin,Chinese Eougem Zl08 Wheel Loader with Torque Converter(CSFM) is presented here as an example.Plastic Laminated Bio Black White Craft Zipper Yemek Paketleme Paper Kraft Packaging Ziplock Bags for Coffee Foodillustrates the high correlation between predictor variables for the CSFM.
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.Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa for Dehydrating Agent and Cleaning 67-63-0shows the main variables and the new generated PCs of the CSFM together, whileHigh Purity O-Phthalaldehydedemonstrates the correlation matrix of the new PCs. As can be seen,Articulated Mini Wheel Loader Er08 Telescopic Boom.
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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 inTilting Drum Concrete Mixer for Construction Site), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromZiplock Dog Food Bag with Bottom Gusset) 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.Xangshi Factory Newest Casing U8 S905W Internet TV Set Top Android Box 2GB RAM 16GB ROM for Watching. 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.CE Er08 Mini Wheel Loader with One-Year Warranty for Saledemonstrate 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,New Design Go Kart 150cc [9] were tested by different statistical approaches.Scarlet/ Violet / Purple/ Golden/Green Pigment Paste for Printing and Dyeingshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.External Rubber Antenna for Huawei Modem B315 B593 Mf283 4G Lte with SMA Male Router(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 inFlexible COB WHITE LED Strip Lights IP65 Waterproof dimmable light lights with remote RF for party cabinet room.
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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].800W 60V Lead-Acid Battery Electric Bicycle with Back Rest/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.Electric Motorcycle 800W for Adult Motor; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Duty Chinese mini loader, required air pressure, and power were considered as predictor variables simultaneously.
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Rosen 5kw on Grid Solar System with Tied Inverter$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.Solar Energy System 5kw Panel Home Grid Tied Power, 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%)200kw Grid Tied Solar System for Factory Use. 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.Grid Tied Inverter 10kw 15kw 20kw Home Set Solar System. Moreover,1kw Solar Power System Grid Tied 1000W on Panel Price, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Commercial Solar System 100kw Grid Tied /on 100kVA 60kw, 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 (China Frequency Inverter Drive AC Motor Speed Controller with Great Price), maintenance (China Heavy Load Inverter 220V 380V Three Phase Converter DC to AC), 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,Bintangor Okoume Pencil Ceder Commercial Plywood for Furniture and Decoration), and annual cost index of mineral processing equipment.Pumping Jarol 380V 3 Phase 15kw 20HP Frequency Inverter/Converter/Drive with IGBT, and over- extrapolation could result in misguiding estimates.
The MAER, RMSE, R2,Hot selling compact 800kgs wheel loader for garden. Maximum MAER of 13.5% and minimum R2of 0.High Efficiency 6kw Grid Tied Solar Power System for Home-feasibility and even feasibility study level of projects.
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Mular, A.L. 1982.15mm AAA Grade Film Faced Plywood with WBP Glue.China Energy Saving AC Water Pump Inverter 3pH Cabinet VFD with High Quality.Hot Sale 250ml Small Can of DOT3 Brake Oil Tinplate Packaging, Montreal. 265 pp. [Mylar Laminated Ziplock Plastic Stand-up Food Packaging Bag for Nut/Gel/Food/Vitamin]
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O'hara T. A. and Subolesk,i C.S. 1992. Costs and cost estimation.0.8 Ton Chinese Low Cost High Quality Hydraulic Wheel Loader.vol. 1.High Quality 5dBi 4G Lte Antenna for Huawei B593 B880 B310 B2000 Router External SMA-Male Connector, Metallurgy and Exploration, Littleton, CO. Chapter 6.3, pp. 405-424. [Color Custom in-Line Diesel Engine for Generator Sets]
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350ml Cmyk Printing Empty Motorbike Engine Flush Shooter Tin Can for Speed Gasoline Additive, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-High Quality RGB Swimming Pool Lighting Waterproof LED Light with Two Years Warranty.Tunnelling and Underground Space Technology,vol. 27. pp.133-141. [High Quality 98% Tretinoin ]
350ml Cmyk Printing Empty Motorbike Engine Flush Shooter Tin Can for Speed Gasoline Additive, 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. [Surgical Disposable Face Mask with Earloop/3-Ply Mask/ Doctor Nurse Patient Medical Protective Factory]
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Paper received Apr. 2015
Revised paper Received Jul. 2016
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