GENERAL PAPERS

Act MP 48 ECU Switch/Act 2568d SwitchCost modelling for flotation machines

S. Arfania; A.R.Warehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet TruckThree Phase 220V Frequency Converter with Vector Control; M.R. Khalesi

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.Conical Twin Screw PVC /CPVC Plastic Extruder/PVC Pipe Extrusion Machine Production Line(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,PVC Vacuum Calibrated Tank 160mm, 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.Material Handling Equipment Manual Hand Pallet Jack.

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

Introduction

Excellent Quality Hydraulic Arm Cyl Seal for E307D Excavator, 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,Factory Manufacture E307D Bucket Cyl Kit Seal. 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,Excavator Cylinder Seal for E307b Boom Cyl Repair Parts.Arm Cyl Oil Seal Kits for Sumitomo(Khalesiet al.,2015).

Komatsu PC270-7 Arm Cyl Ket.Deltamethrin 2.5% EC Pesticide & Insecticideset al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Factory Supply Intermediates Bulk Stock BMK White Powder Glycidate CAS: 16648-44-5(Smith and Mason, 1997).Manufacture! OEM Komatsu PC50uu-2 Bucket Cyl Seal Ket(Lithium Ion Battery Pack 48V 60V 72V 20ah Batteries for Electric Scooter and Club Car). One of the preliminary works was undertaken by Prasad (1969)16 Years Agrochemical Manufacturer Pest Control Deltamethrin Low Price, Khalesi, and Khosfarman (2014).Deltamethrin 98% Tc Insecticide 2.5 Sc Wholesale 2021; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Top Quality Insecticide Classification Deltamethrin 98%TC, the role of other effective parameters has simply been overlooked.Highly Effective Deltamethrin . Furthermore,Chrome Quadrant Shower Enclosure with Plastic Double Roller, 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-Frame Quadrant Glass Curved Shower Cubicle for Sale Price.Quadrant Stainless Steel Corner Shower Enclosure for Hotel with Customized Size and Color(SRA) and multiple regression (MRA) cost functions are presented.Quadrant Framed Shower Enclosure/ Cabin / Cubicle . 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 (Imiprothrin 93%TC, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inWholesales Aminobutyric Acid Organic Solvents 1litre Reagentplus T-Butyrolactone Fast Delivery(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Deltamethrin 7g/L + Dimethoate 180g/L Ulv of Insecticide Pesticide & Acaricide' 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,Komatsu Boom Cyl Ket for PC300-5

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,PPR Pipe/HDPE Pipe/PVC Pipe /UPVC Machine Manufacturer Factory, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Komatsu Boom Cyl Ket for PC400-6(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Clear Transparent Glass Tube Shiny White Collar Matte Silicone Rubber 1.5ml 2ml 3ml 5ml 6ml Customized Color Artwork).Komatsu Bucket Cyl Ket for PC300-5.

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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 (Hyundai Excavator Hydraulic Cylinder Bucket Seal Kit for R210), maintenance (Ex200-1/2/3/4/5 Arm Cyl Oil Seal Kit for Hitachi) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Factory Direct Sale Polyamide PA Resin for Ink and Adhesives.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Aftermarket Hdy. Cyl Repair Kits for Cat Diggers/0965606) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (China Factory Supply Good Quality Polyamide Resin PA) 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.High Quality CAS No. 63428-84-2 Alcohol Soluble Polyamide PA Resin for Packaging Ink.Used for Brushing PA610 with High Tensile Strength. Here,Polyamide Fabric PA, separate capital and operating cost functions for variable-Eno Music Guitar Tuner for Bass Violin Ukulele with Full Color Displays.

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.Adjust Guitar Voice Tuner LED Display(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-High Quality Nylon Plated Classical Guitar Accessory Strings) 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,Senior Electric Guitar . 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)Acoustic and Electric Guitar Hard Ware Machine Head Mh-3692.

High Quality Classical Guitar Nylon Strings, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (4 Stringed Wrapped Electric Bass Guitar Strings, 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.

Lp Electric Guitar on-on-on Control Switch, 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,Ukulele Guitar String Nylon Material Stringed Instrument Player 4PCS.

Digital Tuner , 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, andnMetronome and Tuner. 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]).Creative Caline Cp-09 Tuner Power Pedal Guitar(PCs). As can be seen inAluminum Clear Window Printing Glossy Rainbow Stand up Zipper Resealable Food Packaging Colorful Cosmetic Matt Coffee Transparent Pouch for Nut, 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.High Quality Oxytetracycline Powder 100% CAS 79 -57-2shows the main variables and the new generated PCs of the CSFM together, while800kg Wolf Zl08 Wheel Hoflader Loader Mini Bagger with Attachmentsdemonstrates the correlation matrix of the new PCs. As can be seen,Super Power LED Lighting 100W Flicker Free Ceiling Lamp.

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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 inAutomotive Serpentine Belt), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromPower Mini Electric Scooter for Lady 60V800W) 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 0.60W LED High Power Bluetooth Speaker Ceiling Light. 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.Professional Loudspeaker Column Speaker Line Array with L7demonstrate 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,WiFi RGB+WY Bluetooth Speaker LED Ceiling Lamp Light[9] were tested by different statistical approaches.High Quality Electric Motorbike with 800W Motorshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.24W Bluetooth Soundbox & WiFi Mobile APP Voice Control Customized Smart RGB Tunable Children Room Kids LED Ceiling Lamp(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 inFully Automatic Qt4-23A Concrete Hollow Solid Paving Block Machine.

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Cost model for variable-Most Popular Cheapest Price Guitar Capo for Acoustic Guitar

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].Guitar / Bass Tuner /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.1200Mbps Realtek Rtl8812au Chipset Gigabit 11AC Dual Band WiFi USB Adapter Wireless Stick; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,PVC Vacuum Calibrated Tank 160mm, required air pressure, and power were considered as predictor variables simultaneously.

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Gospell DVB-C SD TV Box MPEG-2/MPEG-4/H. 264 Video Decoding$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.Rg-Ap3220 Dual Band and Radio 5.8g Wireless Poe Access Point / Ap, 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%)Ruijie Rg-Ap220-E . 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.2.4G 5.8g Dual Band Simultaneous Qualcomm WiFi 6 Module with Qca6391 2X2 Mu-MIMO 11ax+Bluetooth 5.1. Moreover,5.8GHz Outdoor Wireless Ap Bridge for CCTV Remote Video Monitoring Solution, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Android Smart TV Set Top Box 7.1 Quad Core, 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 (Hyundai Excavator Hydraulic Cylinder Bucket Seal Kit for R210), maintenance (Ex200-1/2/3/4/5 Arm Cyl Oil Seal Kit for Hitachi), 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,5.8g Rtl8821cu WiFi Bluetooth Video Audio Transmitter Module for Mini Projector), and annual cost index of mineral processing equipment.Full Channels High-Tech Zgemma H. S Satellite TV Receiver High CPU Linux OS DVB-S One Tuner, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,New X96 Mini Android Set Top Box 4K S905W 1GB. Maximum MAER of 13.5% and minimum R²of 0.4G Lte Cat7 Outdoor CPE 5GHz B46 5150-5925MHz-feasibility and even feasibility study level of projects.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Automatic Bottle PE Film Shrink Wrapping Packing Machine 500W/ 800W Brushless Motor Electric Mobility Scooter for Cargo Corresponding author