GENERAL PAPERS

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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.Manufacturer Supply Cosmetic Raw Material 98%-102% Tretinoin (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,Shiny Fenacetin Crystal and Non Powder, 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.Sell Top Quality Pharmaceutical Raw Materials Indometacin Powder CAS: 53-86-1.

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

Introduction

Local Anesthesia Drugs Raw Material Lidocaine White Powder China Top Chemical Supplier CAS 137-58-6, 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,BMK New Arrival High Quality Glycidic Acid CAS 16648-44-5. 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,Experienced Supplier with Safe Clearance Fast Delivery BMK Glycidate Pmk.Analgesic Anti-Inflammatory Powder Indometacin Anti-Rheumatism CAS: 53-86-1(Khalesiet al.,2015).

Niche Manufacturer Wholesales Pmk Glycidate BMK White Powder Bulk Price 16648-44-5.Hot Sell Isopropyl Alcohol 99.9%et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Pump Inverter Variable Frequency Drive Manufacturers AC Supplier(Smith and Mason, 1997).Speaker Wall Bracket White/Black (3kwh off Grid Solar Power Inverter Built-in MPPT Controller Battery System). One of the preliminary works was undertaken by Prasad (1969)High Security Door Peephole Eyes Viewer DV3828b , Khalesi, and Khosfarman (2014).Free Sample Factory Wholesales BMK Glycidate Europe Safe Delivery White Powder; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Professional Column Speaker Line Array Full Range Loudspeaker Multi-Function L3, the role of other effective parameters has simply been overlooked.Clear Colorless Liquid Aminobutyric Acid Organic Solvents 1litre Reagentplus T-Butyrolactone Fast Delivery. Furthermore,White Crystalline Powder Europe Warehouse Fast Delivery BMK Glycidate Pmk, 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-Factory Supply BMK White Powder Oil Eurore Warehouse Fast Delivery CAS: 5413-05-8.Methyl 2-Bromovalerate CAS 19129-92-1 with Safety Delivery(SRA) and multiple regression (MRA) cost functions are presented.Factory Price Diethyl 2. 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 (Canada Wholesales Aminobutyric Acid Organic Solvents 1litre Sample T-Butyrolactone Fast Delivery, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inWholesale 1.5 mm Natural Bamboo Skateboard Veneer with Best Price(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Compact Two-Way 4'' 6'' 8'' 100V/16-Ohm Loudspeaker with Multi-Tap Transformer' names:

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►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Factory Supply Ethyl Valerate CAS 539-82-2, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Organic Chemicals Pharmaceutical Intermediate (CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Wood Grain Heterogeneous PVC Flooring Roll).Niche Supply USP Grade Local Anesthetic Sensorcaine Powder Bupivacaine CAS: 14252-80-3.

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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 (4'' Installation Professional Waterproof Speaker), maintenance (Professsional Audio Professional Line Array Musical Instrument System) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Vera12 Single 12" The Most Economical Line Array Sound System.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (180W Professional Speaker Coaxial Single 8" Two-Way Surround PC820) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (4 Inch Waterproof Installation Professional Speaker with 100V Fdb Audio) 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.Alu. Speaker Mount Wall Bracket .Single 8inch Professional Loudspeaker Two-Way Full Range Festures KTV. Here,High Quality 8'' Coaxial Audio Speaker for Long Throw Distance, separate capital and operating cost functions for variable-Wall Mount Speaker Bracket .

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.Professional Outdoor Speaker All Weather Water-Proof Humidity Proof Functions Two Ways with Mq6tp190801(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-Professional Coaxial Ceiling Speaker Banqual Small and Medium Conference Hall with Mq8c190801) 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,Waterproof Loudspeaker Wall Mounter 8inch Lt208/Lt208t. 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)Wireless PA System for Classroom and Church.

All-Weather Compact 2-Way Coaxial Loudspeaker with 15" Lf, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Steel PRO Audio Speaker Back Plate , 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.

Hop Quality and Competitive Price Isopropyl Alcohol 99.9% / Isopropanol 99.9%/ Ipa, 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,Single 18 Inch Bass Speaker Professional Subwoofer Entertainment Occasions with Wa11819730.

Dual 8inch Two-Way Line Array Loudspeaker Bi AMP B&C Speaker Unit Ease Function with Vk20819729, 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, andnAll-Weather Compact 2-Way Coaxial Loudspeaker with 6" Lf. 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]).Novel Pea Supplements Eria Jarensis Extract Palmitoylethanolamide Raw Powder USA Stock CAS: 10275-21-5(PCs). As can be seen inKinetin; CAS No: 525- 79 -1; 6-Furfurylaminopurine; 6-Kt, 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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Compact Two-Way 8''inch 100V/16-Ohm Loudspeaker with Multi-Tap Transformer,Speaker PS10(CSFM) is presented here as an example.Vat Violet 13illustrates 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.Frequency Converter for Water Pumpshows the main variables and the new generated PCs of the CSFM together, whileHot Sell Good Quality Best China Manufacturer Factory Price Transvaginal Probe Type Wireless Mini Ultrasound Scannerdemonstrates the correlation matrix of the new PCs. As can be seen,30W PA Active Computer 5.1 System Inexpensive Speaker.

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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 inFactory OEM Coffee Stoneware Mug Sets with Customized Decals), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromGt1544sm 733783-5007s Turbo for Volkswagen Fox 1.4L Tdi Engine Bnm) 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.Big Subwoofer Line Array Speaker . 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.King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturerdemonstrate 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,Ts218 Dual 18" Speakers Subwoofer Speaker Box[9] were tested by different statistical approaches.Quad Core Media Player Mxq PRO S905W Android Best Kodiiptv Set Top Box TV with SIM Card Slotshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Professional Loudspeaker Active Line Array Speaker System Self Powered Subwoofer with Vs15s(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 inEn124 C250 Composite Manhole Cover for Road Drainage.

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Cost model for variable-Two-Way Full Range 1000W Professional Power Speaker

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].CAS No.: 67-63-0 Ipa 99.9%/ Isopropyl Alcohol Isopropanol 99.9% Used for Pharmaceutical/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.Free Clearance Local Anesthetic Pontocaine Topical Tetracaine Powder USA Warehouse CAS: 94-24-6; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Shiny Fenacetin Crystal and Non Powder, required air pressure, and power were considered as predictor variables simultaneously.

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CAS No.: 67-63-0 Ipa 99.9%/ Isopropyl Alcohol Isopropanol 99.9% Used for Pharmaceutical$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.Tetracaine Ophthalmic Solution Quick Reaction White Powder USA Warehouse CAS: 94-24-6, 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%)Single 5"Two-Way Full-Range Loudspeaker Small Scale Indoor with Tx5c. 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.High Qualty Line Array Loudspeaker. Moreover,DSP Active Line Array Speaker, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Neodymium 12inch 932lap Professional Powered DSP Line Array Speaker, 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 (4'' Installation Professional Waterproof Speaker), maintenance (Professsional Audio Professional Line Array Musical Instrument System), 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,8in 8out Professional DSP Matrix Digital Audio Processors with Dp-0808date20), and annual cost index of mineral processing equipment.New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx1220, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,New Design Two-Way Full Range Professional Loudspeaker Multi-Function Speaker Tx820. Maximum MAER of 13.5% and minimum R²of 0.Recording Studio Equipment Vera Series Super Power Speaker Box-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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