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15'' Coaxial Speaker Cost 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.5GHz 19dBi Enclosure WLAN Antenna(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,16 17 18 Inch Vossen CV5 Alloy Wheel, 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.VFD Air Compressor Asynchronous Variable Frequency Drive.

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

Introduction

Tubeless Steel Wheel , 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,Home Application on Grid Tied Solar Power System 3kw. 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,Home Use Cheap Solar Panel System 10kw Grid Tied Kit.2021 Hot Sale Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with CE RoHS IP68 Reports(Khalesiet al.,2015).

5GHz Antenna High Gain 32dBi.5GHz Dual Polarization Enclosure WLAN Antennaet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Water Pumping AC Variable Frequency Drive Solar Pump Inverter for Submersible(Smith and Mason, 1997).32dBi 5GHz WLAN Antenna(5150-5850MHz Sector Panel Antenna with 2*16dBi Gain for Best Design). One of the preliminary works was undertaken by Prasad (1969)Brown Black Opaque Chemical Industrial Container 100ml Flip Top Cap Bottle, Khalesi, and Khosfarman (2014).High Quality Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warranty; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Nicheless Flat Resin Filled Thin 12W Wall Mounted IP68 RGB Underwater LED Swimming Pool Lights, the role of other effective parameters has simply been overlooked.2.5A 0.4kw IP20 Jarol Variable Frequency Drive. Furthermore,No Flicker Glare Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Edison Chip, 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-High Quality Underwater Swimming Pool Light Decoration LED Lamp.17 Inch Machined Aftermarket Alloy Wheel (SRA) and multiple regression (MRA) cost functions are presented.2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty. 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 (New Electric Beatiful on Road 800W Scooter E-Motorcycle, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inMini Wheel Loader Er08 with Hydrostatic Transmission System for Sale(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;5GHz 15dBi Dual Polarization Enclosure WiFi Antenna' 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,AC Variable Frequency Drive Single Phase

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,17.5X6.75 Heavy Duty Truck Trailer Steel Wheel Rim, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Triple Phase Variable Frequency Inverter AC Drive(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Portable High Power Electric Nail Dryer Machine Home Polish UV LED Light Lamp Quick Dry).White Steel Wheel for Truck 17.5X6.00.

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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 (Carb Grade 18mm Commercial Plywood), maintenance (Highlighted LED Electric Motorcycle with 60V 800W Power System) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,AC 3 Phase 380V Compact Vectorial Inverter Frequency 220V.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (High Speed Full Size Adult 800W Z1000 Electric Motorcycle) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (AC Drives Frequency Inverter for Dyeing Machine) 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.1220*2440*18mm Birch Plywood with Carb P2 Standard Quality.Solar Pump Frequency Inverter MPPT Fuction 15kw Made in China. Here,China Wholesales Wheel Loader HR912 with Pallet Forks, separate capital and operating cost functions for variable-AC Frequency Speed Controller 7.5kw VFD Drives.

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.Carb P2 Bleached White Poplar Plywood for Furniture(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 Mini Wheel Loader for Sale with Low Price) 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,New Model Chinese Small Loader Front End Wheel for Sale. 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)Mimo Antenna 13dBi CPE.

1220X2440X9mm Carb P2 Glue Bleached Poplar Plywood for Furniture, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (5GHz 25dBi Dual Pol Enclosure Antenna, 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.

Bleached Poplar/Birch Carb Plywood, 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,Weifang Cp Cloud Pillar Brand Ce Approved Zl08 Multi-Function Mini Wheel Loader with Cheap Price.

Newest Kids Pedal Electric Drift Crazy Kart Go, 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, andnZl08 Mini Small Garden Farm Tractors Compact Front End Wheel Loader. 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]).IN-A7 handheld color doppler linear probe hip bone ultrasound scanner(PCs). As can be seen inChina 150cc Gy6 Gasoline Scooter, 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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7.5MHz/10.0MHz Msk/Vascular Use Wireless Ultrasound Equipment,Yn725 Yineng Mini Wheel Loader 18.5kw Cabin(CSFM) is presented here as an example.Diesel Engine Parts Fuel Injection Nozzle Dlla155p273illustrates 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.High Lumen Resin Filled RGB PAR56 DC12V Flat LED Wall Mounted Pool Lamp with Ce RoHSshows the main variables and the new generated PCs of the CSFM together, whileSmall Wheel Loader Zl08 CEdemonstrates the correlation matrix of the new PCs. As can be seen,Whole Sale Hammerhead 150cc Go Kart with Parts.

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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 inOEM Plastic Monsters Toys), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromHeavy Duty Truck Tire 17.5-25 20.5-25 23.5-25) 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 0.10MHz Linear Vascular/Anesthesia Portable Wireless Ultrasound Scanner. 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.100% Passing Customs Local Anesthetic Drugs Procaine for Pain Releasedemonstrate 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,Advanced 7.5MHz/10MHz Superficial Organ Use Wireless Linear Ultrasound Probe[9] were tested by different statistical approaches.Everun Er08 800kg New CE Approved Mini Cpmpact Front End 4 Wheel Bucket Loadershows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.WiFi Probe Type 2 in 1 Double Head Wireless Mini Color Doppler Ultrasound(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 inElegant Ladies Casual Handbag.

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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].Aj-Bmd500 New Generation Ultrasound Bone Densitometer/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.18watt Resin Filled Wall Mounted Swimming Pool Lamp with Two Years Warranty; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,16 17 18 Inch Vossen CV5 Alloy Wheel, required air pressure, and power were considered as predictor variables simultaneously.

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CE China manufacturers mini wheel loader for sale at cheap price$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.Wolf Agricultural Machinery Construction Small Front End Wheel Loader with Euro5 and Tier4 Engine, 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%)China Portable Medical Ophthalmic a/B Ultrasound Scanner Pachymeter with B Probe for Eyes. 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.6000W 200V-240V AC Single Phase on Gird/ Grid- Tied Solar Power Energy System. Moreover,Ce Approved 10 Inch Automatic High Effective Ultrasound Bone Densitometer , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (5GHz 10dBi Wideband Omni WLAN Antenna, 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 (Carb Grade 18mm Commercial Plywood), maintenance (Highlighted LED Electric Motorcycle with 60V 800W Power 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,Jy125t-36c 125cc Scooter with Cdi and Efi), and annual cost index of mineral processing equipment.5GHz 18dBi Dual Polarized Panel Antenna , and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,2021 New Arrival China Supplying Internet TV Set Top Box Smart 4K HD 4GB Android 9 Amlogic S922X. Maximum MAER of 13.5% and minimum R²of 0.5GHz 23dBi Enclosure WLAN Antenna-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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