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Coaxial Loudspeaker TD12Cost modelling for flotation machines

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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.Many Designs Moulded Door Skin for Interior(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,Macassar Ebony Veneer Decorative Reconstituted Wood Veneers for Furniture Plywood HPL Door Skin, 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.Chinese Brand Smallest Turning Radius Rops Fops 0.8 Ton Mini Wheel Loader with Ce EPA.

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

Introduction

Bulk Quality Cheap Smart Elecetric Scooter 60V800W for Lady, 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,Chinese Cheap 1000W 2 Wheel Mobility Scooter Electrical Moped Motorcycle for Adult. 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,350-1000W Pedal Assist Electric Scooter Parts 10 Inch Mobility Tricycles Motorcycles Chinese for Adults.1000W 48V EEC China Classic Vespa CKD Electric Scooter Retro Italy Style E Motorcycle with Removable Lithium Battery(Khalesiet al.,2015).

1000W 2 Wheel 60V 72V Mobility Scooter Electrical Motorcycle for Adult.Chinese Best Cheap Electric Scooter Korea Hot Sell 48V Thailand Motorcycle with Pedalet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Rotary-Cut Okoume Wood Veneer 0.25mm A Grade for India(Smith and Mason, 1997).Hot Smart Electric Scooter 60V800W Power Motor with USB(600W- 800W 48V/60V Lead-Acid Battery Electric Scooter). One of the preliminary works was undertaken by Prasad (1969)Factory Direct Supply High Speed Electric Motorcycle Throttle Control Bike, Khalesi, and Khosfarman (2014).Cheap Street Electric Scooter Motorcycle with Bit Protect Frame 60V800W; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,China Tl08 Mini Wheel Loader with Low Price for Sale, the role of other effective parameters has simply been overlooked.Er08 Farm Mini Loader with Standard Bucket for Sale. Furthermore,Yn725 Yineng Mini Wheel Loader 18.5kw, 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-Ce Approved Mini Loader with Road Sweeper.2386 Alicosolar Easily Install 10kw on Grid Solar System 10kVA Kit with CE/TUV/ISO for Home Use(SRA) and multiple regression (MRA) cost functions are presented.Easy Installation Good Quality Factory Supply Grid Tied 10kw 12kw 15kw on Solar System for Commercial and Industrial Use. 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 (Mars Solar 5kw on Grid Home Power System 5000W 5kVA 5000 Watts Energy Systems 10kw Tied, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in2021 Android TV Box H96 WiFi Set Internet(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;60V/72V 1200W Electric Scooter with Tianneng Battery' 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,Frequency Inverter VFD AC Drive

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Power Frequency Converter 60Hz 50Hz Price, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Frequency Converter for Water Pump(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Wholesale Corrugated Custom Printed Shipping Mailer Box for Packaging Loudspeaker).Power Frequency Converter AC Drive Inverter.

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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 (Good Quality Factory Directly 1000W 60V/70V/20ah Electric Motorcycle with Pedals), maintenance (0.5L Tin Can with Dry Cover) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Food Grade Container 1 Liter Square Olive Oil Latest Design Metal Tin Cans.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (AC Frequency Converter 50Hz 60Hz Drive Inverter) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Good Quality Electric Bike & Two-Wheel Dual Motor Foldable China Motorcycle for Adult) 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.Food Grade 3 Liter Square Olive Oil Tin Can with Handle and Cap.Cheap Power Motor Big Protect Frame Electric Scooter Motorcycle 60V800W. Here,850 Alicosolar 5kw on Grid Solar System for Home Use Growatt 3phase Grid- Tied Inverter Output Voltage, separate capital and operating cost functions for variable-Factory Price Manufacturer Supplier Cheap Electric Bike/Electric Motorcycle for Hot Selling.

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.Cheap Smart Lady's Electric Scooter 60V800W(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-Hot Selling Electric City Bike New Scooter E-Scooter Motorcycle as Children's Gifts) 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,Lady Scooter Motorcycle 2.5 16 Tire Custom Bike. 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)0.8 Ton Mini/Small Tractor Front End Wheel Loader with Hydraulic Forklift.

Yn725 Yineng Mini Wheel Loader 18.5kw, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Wheel Loader Mini Wolf Wl80 with Forks, 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.

Zl08 0.8 Ton Agricultural Farm Articulated Mini Wheel Loader with Hydraulic 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,Wolf Wl80 Mini Radlader Hoflader with Forks in Farm.

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whereC_eis the estimated cost,C_athe actual cost, andnL55 Best Android High Quality Firmware Update Google Certifed Set Top Japanese Free Streaming Japan Smart TV Box. 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]).Cheap Electric Scooter 500W Pedal Bicycle 25km/H for Export(PCs). As can be seen in5GHz 23dBi Dual Polarized Panel Antenna , 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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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.Stc-3 3kw Stc-5 5kw Stc-10 10kw Three Phase Alternatorshows the main variables and the new generated PCs of the CSFM together, whileChina Supplier EEC and EPA Approved 1500cc Quadskidemonstrates the correlation matrix of the new PCs. As can be seen,Glue Tin Can with Plastic Lid / Square Metal Paint Sizes.

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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 inWaterproof Flex LED SMD Neon Light Strip for Decoration Lighting), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromTx6s H616 32GB ROM Recorder Android 4GB RAM Stick Set Top 2021 SIM Card Ott WiFi Andriod Smart TV Box) 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.Grid Tied 30kw Solar PV System for Shingle Roof. 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.Canada IPTV Server Subscription Resellers Panel French Spain USA Turkey Arab Android Box Smart TV Mag M3u IPdemonstrate 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,Good Quality Empty 1 Litre Metal Tin Paint Cans with Handle for Sale[9] were tested by different statistical approaches.Free Sample White Crystalline Powder Procaine South America Warehouse CAS: 51-05-8 Larocaineshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Pinergy Grid Tied Solar Panel System 6kw Energy 110V Single Phase(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 inConstruction Hoist Chain Block Manual.

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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].Pinergy 9kw on- Grid Tied Solar Power System for Home or Industrial Roof/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.2013 Popular Electric Motorcycle 90km with Pedal CE ; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Macassar Ebony Veneer Decorative Reconstituted Wood Veneers for Furniture Plywood HPL Door Skin, required air pressure, and power were considered as predictor variables simultaneously.

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Yn725g Approved Hot Sale Mini Wheel Loader Yn725$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.Er08 New CE Approved Small Shovel Loader, 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%)Everun Brand New Generation CE Approved Er408 0.8ton Mini Front End Wheel Loader. 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.Hot Sale Mini Wheel Loader Yn725g. Moreover,0.8 Ton Mini Front Loader Wl80 Shovel for Garden/Farm, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Low Frequency Inverter AC Drive, 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 (Good Quality Factory Directly 1000W 60V/70V/20ah Electric Motorcycle with Pedals), maintenance (0.5L Tin Can with Dry Cover), 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,Frequency Inverter Converter 50Hz 60Hz), and annual cost index of mineral processing equipment.Single Phase Mini AC DC Motor Speed Controller, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Frequency Inverter Pump AC Drive Price. Maximum MAER of 13.5% and minimum R²of 0.Jarol Frequency Inverter JAC200 3 Phase 380V 4kw-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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