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0.75kw Output Single Phase AC Converter Frequency Inverter VFD PumpCost 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.Rosen 5kw on Grid Solar System with Tied Inverter(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,Solar Energy System 5kw Panel Home Grid Tied Power, 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 0.200kw Grid Tied Solar System for Factory Use.

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

Introduction

Grid Tied Inverter 10kw 15kw 20kw Home Set Solar System, 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,1kw Solar Power System Grid Tied 1000W on Panel Price. 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,Commercial Solar System 100kw Grid Tied /on 100kVA 60kw.Bintangor Okoume Pencil Ceder Commercial Plywood for Furniture and Decoration(Khalesiet al.,2015).

Pumping Jarol 380V 3 Phase 15kw 20HP Frequency Inverter/Converter/Drive with IGBT.Hot selling compact 800kgs wheel loader for gardenet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Fg Controller Generator Engine Interface Module Eim Basic MK3 258 -9755(Smith and Mason, 1997).High Efficiency 6kw Grid Tied Solar Power System for Home(Vxdiag Vcx C6 for Benz Professional Auto Diagnostic Tool SD Connect Better Than MB Star C4 C5 WiFi OBD2 Code Scanner Programming). One of the preliminary works was undertaken by Prasad (1969)China Safe Automatic CVT 150cc Go Kart Motor with Reverse, Khalesi, and Khosfarman (2014).3 Phase VFD Vector AC Drives 1.5kw 2.2kw 4kw Variable Frequency Drive; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Frequency Inverters Motor Speed Controller 3 Phase 220V Vector Control Inverter, the role of other effective parameters has simply been overlooked.Carb P2 Plywood/EPA Plywood /Okoume. Furthermore,Carb E0 Glue Cabinets Grade 18mm White Birch Plywood From China, 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-Variable Speed Drive Phree Phase Frequency Converter 1000Hz.Best Quality Acrylic/PVC/Poly /PU Paper Laminated Plywood MDF From Factory(SRA) and multiple regression (MRA) cost functions are presented.3 Phase VFD AC Drives 1.5kw 2.2kw 4kw Variable Frequency Drive. 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 (Carb P2 Okoume Plywood for Furniture, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPE/ PA /CPP Food Vacuum Packing Bag Plastic Grade(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;15mm AAA Grade Film Faced Plywood with WBP Glue' 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,Go Kart

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Emtpy 250L Round Clutch Brake Fluid Small Can with Plastic Lid, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Wolf Wl80 Mini Dumper Euro 5 Loader for Sale(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Xuzhou Armour Rubber Double Coin Tire Skid Steer Loaders).0.8 Ton Chinese Low Cost High Quality Hydraulic Wheel Loader.

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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 (High Quality 5dBi 4G Lte Antenna for Huawei B593 B880 B310 B2000 Router External SMA-Male Connector), maintenance (WLAN WiFi Yagi Antenna) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,External 2.4GHz/ 5GHz Dual-Band Small Antenna/Flexible Antenna.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (150cc Go Kart with EEC ) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (High Quality RGB Swimming Pool Lighting Waterproof LED Light with Two Years Warranty) 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.Grid Tied 5kw Solar Energy System Home Power 5000W for Roof Tile.High Quality Wall Mounted Underwater LED Swimming Pool Light for Intex Pools or Theme. Here,800W Power Electtric Motorcycle Scooter / Electrical Motorcycles Bicycle , separate capital and operating cost functions for variable-2021 Hot Sale 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 Wall Mounted Underwater LED Swimming Pool Light with Edison Chip(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 A5X Max Rk3328 4GB 32GB Android TV Box 4K Full HD Quad Core Smart for Internet Set Top) 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,Topleo I96 King 1GB/2GB RAM Smart Android 7.1 Quad Core Internet 4K Ultra HD Support TV Box. 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)15kw Grid Tied Solar Power System for Home Use.

Grid Tied 100kw 200kw 300kw Solar System, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Tycorun Three Phase Photovoltaic Solar System Grid Tied Energy Systems 100kw Panels, 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.

Factory Direct Sale Grid Tied Solar Power System on 1000wp 5000wp 10000wp for Wholesale, 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,Vimode Electric Scooter Adult Motorcycle for Adults 800W 650W.

Adv. 1 Alloy Wheel , 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, andn150cc 4-Stroke. 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]).Outdoor 5GHz 30dBi Long Range Parabolic Grid Antenna(PCs). As can be seen inModern Home Furniture Living Room Leather Fabric Electric Massage Lounge Leisure Recliner Sofa, 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.China Frequency Converter Variable Speed Drive 7.5kw Inverter Three Phase Power Saveshows the main variables and the new generated PCs of the CSFM together, whileChina Factoty Supply Levamisole HCl CAS16595-80-5 Hydrochloride Tetramisoledemonstrates the correlation matrix of the new PCs. As can be seen,5.8GHz 30dBi Single-Pol Die Cast Grid Antenna.

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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 inPaperboard Crush Testing Machine), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromCompact wheel loader snow pusher landscaping) 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 20dBi Panel WiFi Antenna. 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.CATV Amplifier Module Bgy887 24V 22.6db Excellent Return Loss Propertiesdemonstrate results for the machines modelled in this research.

Multiple regression results

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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].Electric Motorcycle Fashion Design 800W with Removable Battery/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.5GHz 18dBi Dual Polarization Panel WLAN Antenna; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Solar Energy System 5kw Panel Home Grid Tied Power, required air pressure, and power were considered as predictor variables simultaneously.

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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.10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim. Moreover,Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Alloy Wheels , 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 (High Quality 5dBi 4G Lte Antenna for Huawei B593 B880 B310 B2000 Router External SMA-Male Connector), maintenance (WLAN WiFi Yagi Antenna), 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,Silver Truck Wheel Rims Steel 17.5 Inch), and annual cost index of mineral processing equipment.15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

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