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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.New Design 800W 1000W Electric Scooter Motorcycle for Riding(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,5.8GHz 30dBi Single-Pol Die Cast Grid Antenna, 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.Mimo Antenna 5150MHz~5850MHz WiFi Panel.

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

Introduction

5GHz 20dBi Panel WiFi Antenna, 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,Fast Ship 800W 1000W 1200W 60V 72V 20ah Battery Electric Motorcycle From China. 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,Hot Sale 2.4/ 5GHz 9dBi Rubber WiFi Antenna.5GHz 12dBi Dual Polarity MIMO Omni Antenna(Khalesiet al.,2015).

Electric Motorcycle Fashion Design 800W with Removable Battery.5GHz 18dBi Dual Polarization Panel WLAN Antennaet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Customs Guaranteed 1(Smith and Mason, 1997).Guangzhou Manufacturer Empty Anti Bacterial Diesel Additive Can for Fuel Cleaner(No Flicker Glare IP68 Resin Filled 18W 12V Surface Mounted LED Pool Lights for Intex Pools or Theme). One of the preliminary works was undertaken by Prasad (1969)Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans, Khalesi, and Khosfarman (2014).Buy Food Grade Metal Material Empty Cans for 0.5-2.5L; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Hot Sale 301 401 Easy Opening Seal Can Round Empty Tin with Metal Caps, the role of other effective parameters has simply been overlooked.1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas. Furthermore,10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim, 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-Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim.Alloy Wheels (SRA) and multiple regression (MRA) cost functions are presented.Silver Truck Wheel Rims Steel 17.5 Inch. 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 (15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inInverter Cabinet VFD Frequency AC Drives 15kw Motor(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;High Efficiency Waterproof Grid Tied PV Inverter 230V DC to AC' 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,Carb Approved Birch Plywood

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Low Power Elevator Inverter 12kw with Controller, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),High Quality 18mm Carb Birch Okoumen Plywood(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Lavender Oil Body Face Massage).1.5kw 220V Frequency Converter Single Phase 380 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 (Carb Approved Birch Plywood), maintenance (Carb E0 Cabinet Grade 18mm Plywood in High Quality) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,1.5kw 220V Frequency Inverter Brands AC Drive for Electric Motor.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (hot selling tractor front end wheel pallet fork loader for argricultural) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate) 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.Carb Bleach White Poplar Plywood LVL 12mm 18mm.Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light. Here,Wolf Loader Wl80 Zl08 Radlader Mini Wheel, separate capital and operating cost functions for variable-2021 New Design Wall Mounted Underwater LED Swimming Pool Light with Two Years Warranty.

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.High Quality Carb Certified Birch Faced Furniture Plywood(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 Birch Plywood with Poplar Core Carb E0 Glue From Factory) 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,17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim. 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 Wolf Wl80 Articulated Mini Loader.

Digital ATSC Receiver Internet TV Set Top Box, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W, 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.

High Quality Aluminum Alloy Wheels Rims, 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,Truck Rim Steel Polished 17.5 Inch Wheel.

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whereC_eis the estimated cost,C_athe actual cost, andn5GHz 19dBi Enclosure WLAN Antenna. 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]).16 17 18 Inch Vossen CV5 Alloy Wheel(PCs). As can be seen inAnalgesic Drug Medicine Raw Material 99% Pure API Powder CAS 15307- 79 -6 Diclofenac Sodium with Best Price, 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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Tubeless Steel Wheel ,Home Application on Grid Tied Solar Power System 3kw(CSFM) is presented here as an example.Gy6 150cc EEC Scooterillustrates 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.Safe Shipping Sarms Powder ACP-105shows the main variables and the new generated PCs of the CSFM together, whilePVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply Linedemonstrates the correlation matrix of the new PCs. As can be seen,Home Use Cheap Solar Panel System 10kw Grid Tied Kit.

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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 inProfessional Nail Gel Paint UV Painting with Sticky Layer for Art), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromChina Everun Er408t 0.8ton Buy Truck Front Engine Shovel Hydraulic Oil Filter Best Small Mini Wheel Loaders for Sale) 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 0.5GHz Antenna High Gain 32dBi. 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.Bathtubs Supplier Freestanding White Bathtub Stand Alone Malaysia Canadademonstrate 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,5GHz Dual Polarization Enclosure WLAN Antenna[9] were tested by different statistical approaches.Carb P2 AA/Bb Grade Birch/Okoume/Bintangor/Poplar Plywoodshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.32dBi 5GHz WLAN Antenna(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 in60Hz 250kVA Trailer Type Silent Diesel Generator for Philippines Market 200kw Mobile Portable Genset.

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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 Quality Waterproof 18W PAR56 RGB 12V LED Swimmiong Pool Light with Two Years Warranty/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.Nicheless Flat Resin Filled Thin 12W Wall Mounted IP68 RGB Underwater LED Swimming Pool Lights; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,5.8GHz 30dBi Single-Pol Die Cast Grid Antenna, required air pressure, and power were considered as predictor variables simultaneously.

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High Quality Underwater Swimming Pool Light Decoration LED Lamp$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 0.17 Inch Machined Aftermarket Alloy Wheel , 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%)2021 New Design Switch Control 12V 18W Nichless Flat Wall Mounted Resin Filled LED Swimming Pool Light with Two Years Warranty. 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.New Electric Beatiful on Road 800W Scooter E-Motorcycle. Moreover,5GHz 15dBi Dual Polarization Enclosure WiFi Antenna, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Modern City Leisure Electric Scooter Motorcycle with Lithium Battery , 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 Approved Birch Plywood), maintenance (Carb E0 Cabinet Grade 18mm Plywood in High Quality), 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,White Truck Wheel 17.5X6.00 Steel Rims), and annual cost index of mineral processing equipment.7.5kw MPPT with High Efficiency Solar Water Pump Controller, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Carb P2 AA/Bb Grade Birch/Okoume/Bintangor/Poplar Plywood. Maximum MAER of 13.5% and minimum R²of 0.AC Variable Frequency Drive Single Phase-feasibility and even feasibility study level of projects.

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Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W, A.R., Lashgari, A., and Paraszczak, J.J. 2011. Hard-IN-A7 handheld color doppler linear probe hip bone ultrasound scanner.Tunnelling and Underground Space Technology,vol. 27. pp.133-141.         [Heavy Duty Truck Tire 17.5-25 20.5-25 23.5-25]

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Lanbowan 4.9-6.5GHz 30dBi 2FT MIMO Dish Antenna6000W Inverter Grid Tied Home Solar Energy System Without BatteryCorresponding author