GENERAL PAPERS

Gy6 150cc Gas ScooterCost modelling for flotation machines

S. Arfania; A.R.Factory Bulk Stock Pmk Intermediates BMK White Powder CAS: 16648-44-565''75'' Factory Whole Sale IP65 Windows Waterproof Double Sided Outdoor Totem LCD Kiosk; 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.99% BMK White Powder Glycidate Bulk Sales CAS: 16648-44-5(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,99% 4'-Hydroxyacetophenone CAS 99-93-4 100% Pass Customs, 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 0.62442 Shiny and Non Phena Powder 62 44 2.

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

Introduction

Quality Guaranteed BMK White Powder CAS: 16648-44-5 Glycidate, 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,Hair Loss Treatment Acetyl Tetrapeptide-3/Capixyl CAS 827306-88-7 Purity Min 99% Powder. 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,100% Passing The Customs Europe Free Shipping BMK Glycidate 16648-44-5.Trolley Large Audio Loudspeaker Box Professional Stage Active PA Speaker(Khalesiet al.,2015).

BMK White Powder Europe Free Shipping Pmk Glycidate CAS: 13605-48-6.Portable 15inch PA Speaker F15+et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Professional Passive Subwoofer Dual 18inch 1800W 103dB Bass with Wa21820(Smith and Mason, 1997).Pharmaceutical Chemical CAS 236117-38-7(Frequency Converter 60Hz 50Hz 160HP). One of the preliminary works was undertaken by Prasad (1969)Speaker 12 Inch SA-212 Professional Sound Box Portable Passive, Khalesi, and Khosfarman (2014).Speaker Tcx- 10; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,PA Woofer Speaker T- 10 12 15, the role of other effective parameters has simply been overlooked.Passive Double 10 Inch Proal Audios Sound System Line Array Speakers for Direct Sale. Furthermore,Dual 10inch Professional PRO Audio Speaker System, 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-10 " PRO Audio DJ Line Array Speaker Equipment System.Wholesale Factory Price CAS: 16648-44-5 BMK Glycidate Powder(SRA) and multiple regression (MRA) cost functions are presented.Buy Real Pharmaceutical Intermediates BMK Glycidate Powder 16648-44-5. 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 (10 " PRO Sound PA Line Array Loudspeaker Audio Speaker System, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inWholesale Cmyk Printing 0.5 Liter Chemical Tin Cans(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Big Outdoor Sound Equipment Active Dual 8" Line Array Speaker' 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,Light and Durable Mixing Console Mg124cx Audio Mixer

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Chassis/Dolphin/Powerful Speaker for Stadium, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Line Array with Accessories for PRO Audio(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (925 Sterling Silver European Beads Jewelry Bracelet).Wholesales Aminobutyric Acid Organic Solvents 1litre Reagentplus T-Butyrolactone Fast Delivery.

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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 (Kara Line Array Speakers Double 8 Inch Concert), maintenance (Top Quality Isopropyl Alcohol ) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Disco Sound+ PA System Speaker.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (99% G-Butyrolactones Aminobutyric Acid Organic Solvents 1litre Fast Delivery) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Quality Chloramphenicol CAS 56-75-7 China Factory Supplier) 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.High Quality 99% CAS 16595-80-5 Levamisole Hydrochloride.N- . Here,Kara Double 8 Inch Liner Speaker System Professional Audio Equipment, separate capital and operating cost functions for variable-Raw Material Anti Epilepsy Topiramate Powder with Best Price.

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.Dual 12 Inch Powered Line Array Active Sound System W-210bp(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-High Quality CAS 16595-80-5 Levamisole Hydrochloride/ HCl) 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,Levamisole Hydrochloride/ HCl Powder CAS 16595-80-5. 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)Pain Relleving Patch Topical Lidocaine Spray137-58-6 UK Warehouse Free Sample.

Kas DJ Speaker Dual Line Array 18 Inch Subwoofer, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Mini Speaker Line Array Wedding Decoraions DJ Mixer, Khalesi, and Khosfarman, 2014).

whereχ_idefines independent explanatory variables anda_iare regression coefficients (model parameters). As was mentioned, independency ofx_ivariables 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.

8 Ohm PRO Audio DJ Mixer Live Sound System, 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]:

whereX_obsis the observed value,x_ethe estimated value at time/placeI,and n,Professional Stage Line Array System Dual 15'' Self-Powered Speaker.

High Purity Valerophenone 1-Phenylpentan-1-One CAS 1009-14-9, 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).

whereC_eis the estimated cost,C_athe actual cost, andnTopiramate. 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]).99% High Purity Bupivacaine Anesthetic Powder Factory Price CAS: 14252-80-3(PCs). As can be seen inGood Quality Factory Directly Electric Motorcycles 500W Bicycle 60V Motorcycle Scooter Adult, 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 andX_ias Equations [5] and [6]:

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In this research, main variables ofX₁, X₂... X_nwere 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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Levamisole HCl / Hydrochloride Anthelmintic Agent Raw CAS 16595-80-5,Nootropic Powder 99% Noopept/Gvs-111 Manufacturer CAS 157115-85-0 Best Price(CSFM) is presented here as an example.off Grid 20kw Solar System 20 Kw Panel Kitillustrates 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.Hot Sale Factory Direct Other Motorcycles Electric Bike with Price 48V Adults Two Wheels Motorcycle 500Wshows the main variables and the new generated PCs of the CSFM together, while800W Fashion Power Motorcycle Cheap Electricdemonstrates the correlation matrix of the new PCs. As can be seen,Anesthetic Raw Materials Tiletamine HCl Injection 14176-50-2 Bulk Price.

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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)

whereX_iare main technical variables (like power or required air),a_iare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inEnergy Saving Wireless All-in-One Solar Garden Will Lamp), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromSolar Pump Inverter DC/ AC Supplier) 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.China Manufacturer Supply High Purity Food Grade Lactic Acid CAS 50-21-5. 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.Flame Retardant Ammonium Polyphosphate demonstrate 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 Lt12 Dual 12" Concert Line Array System[9] were tested by different statistical approaches.Vrx932 Horn Line Array Professional Manufacturershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Line Array of Parts for PRO Audio Speaker(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 inWenzhou Upholstery PU Glitter Fabric Leather Bag Material for Shoes and Handbag Artificial Synthetic Faxu Shiny Lea.

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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].High Reliability DSP Active Professional Line Array Speaker /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

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Dual 12 Inch Top Passive Line Array Speaker and Single 18 Sub System$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.Power Amplifier Module Board + Made in China 400 Watt AMP, 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%)Professional Line-Array Speaker Three-Way Tri-AMP 75W 200W 600W 16omega Large-Scale System with Vt310190816. 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.Tp01 Piezo Electric Dome Tweeter. Moreover,Line Array of Parts for PRO Audio Speaker , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Line Array with Accessories for PRO Audio , 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 (Kara Line Array Speakers Double 8 Inch Concert), maintenance (Top Quality Isopropyl Alcohol ), 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 15 Inch 2-Way Neodymium Bi-Amplie Line Array Stadium Loudspeaker), and annual cost index of mineral processing equipment.Bulk Supply Veterinary Tranquilizer Tiletamine Xylazine Powder 14176-50-2, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Tg01 1 Inch Silk Dome Tweeter. Maximum MAER of 13.5% and minimum R²of 0.Professional Speaker Compective PRO Audio -feasibility and even feasibility study level of projects.

References

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Mular, A.L. 1982.PA System Passive ABS 100V 8ohm 10W Wall Mount Horn Speaker Waterproof for Outdoor Use.900watt Amplifier Moudel Borad Chinese Class -D.Mercado Brasil 99.85% Lidocaina HCl Sem Problemas Aduaneiros, Montreal. 265 pp.         [Natural Okoume Venner 0.90mmx6X9FT]

Mular, A.L. and Poulin, R. 1998. Capcosts 1998.100% Passing Customs Local Anesthetic Drugs Procaine for Pain Release.Factory Supply Best Price Fusidine/ Fusidic Acid Powder CAS: 6990-06-3.Mercado Brasil 99.85% Lidocaina HCl Sem Problemas Aduaneiros, Montreal. 319 pp.         [Factory Supply OEM Support Mxq PRO Rockchip Rk3229 Android 7.1 TV Box]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

2021 Most Hot Selling Electric Mope E-Motorcycle 500W- 800W1L Beer CanCorresponding author