GENERAL PAPERS

Fast Delivery CAS 525- 79 -1 6-Furfurylaminopurine 99%Cost modelling for flotation machines

S. Arfania; A.R.New Quadrant Shower Enclosure with One Pivot DoorElectrical VFD Frequency Inverter Three Phase 220V 380V 7.5/11kw for Solar Pump; 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.Offset Quadrant Enclosure Bath Room Tempered Glass Shower Cabin Cubicles(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,China Direct Supply CAS No.: 63428-84-2 Polyamide Resin for Untreated Film, 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.Quadrant Framed Grey Glass Shower Enclosure Sliding Door Simple Room.

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

Introduction

HDPE PE PPR Pipe Making Machine, 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,NBR Nitril 80 Duro Rubber X Ring /Quad. 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,EPDM 50 Duro As568 Rubber O Ring.Cheap Price Nice Mini Seal Viton/FKM X Rings(Khalesiet al.,2015).

Rectangle Sliding Strip Glass Door Quadrant Bathroom .Shurong Made Insecticide Deltamethrin 2.5% Ec CAS No. 52918-63-5et al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Hot Selling X96 Mini Amlogic S905W 1GB 8GB TV Box Android 7.0 4K Full HD Quad Core Smart for Internet(Smith and Mason, 1997).Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Enclosure AS3912T-90(Top Skin Surface Anesthesia Levobupivacaine Powder Wholesales CAS: 27262-48-2). One of the preliminary works was undertaken by Prasad (1969)PVC CPVC UPVC Material Conduit Gas Water Supply and Drainage Pipe Extrusion Production Line, Khalesi, and Khosfarman (2014).Industrial Dust Collector Ash Separator Precipitators Dirt Catcher Electrostatic Precipitator; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Wear-Resistant PU O Ring, the role of other effective parameters has simply been overlooked.Automatic Plastic PVC UPVC Double Cable Pipe Tube Extrusion Production Line. Furthermore,Acrylic Film Quadrant Frosted Glass Shower Cubicle with Low Tray , 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-Plastic PVC CPVC UPVC Sewage/ Pressure Pipe& Electrical Conduit Cable Pipe/Tube /Single Corrguated Pipe .Plastic HDPE Pipe Production Line(SRA) and multiple regression (MRA) cost functions are presented.China Reliable Supplier Portable Cement Silo Dust Collector. 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 (Dust Collector for Granite Welding, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented in1.5kw 1HP AC Frequency Inverter(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Dust Collector Cages Surface Grinding Machine' 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,CAS No. 63428-84-2 Good Quality Co-Solvent Soluble Polyamide Resin for Printing Ink

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Plastic PE Pipe Production Line, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Non Standard Eco Friendly Rubber Seal O-Ring(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Nail Art White Light Sun3 LED Polish UV Lamp).High Quality Elasticity Competitve Nitrile X Ring.

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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 (2t 2000kg 3t 3000kg 5t 5000kg Hydraulic Pump Nylon PU Wheel Hand Manual Pallet Carrier Forklift), maintenance (King Quenson Customized Label Deltamethrin 2.5 Ec China Supplier) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Insecticide Deltamethrin powder 5% WP 2.5% EC.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Pesticide Deltamethrin 98% TC) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturer) 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.Pest control Flies Cockroaches Mosquitos spray Deltamethrin 2.5%SC.Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Cabin AS-2800. Here,Plastic PVC/CPVC Electricity Conduit Tube/ Water Sewage Pressure Pipe/Gas Hose/ Profile/Sheet Extrusion &Extruding Production Line Price, separate capital and operating cost functions for variable-PE Pipe Extrusion Machine Line/HDPE Production Line/Plastic HDPE/LDPE /PPR Electricity Conduit Tube/ Water Sewage& Pressure Supply Line.

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.Water/Gas-Supply PP PE HDPE Plastic Pipe/Tube Extrusion Making Machine(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-Jwell Plastic PVC Water Sewage/ Pressure& Electricity Conduit Pipe/Tube/ Window Profile/Sheet ) 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,Plastic PE PP HDPE PPR Pipe Making Machine Extrusion Production Line. 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)Water and Gas Supply HDPE Pipe Extrusion Production Line 315mm.

Alcohol Solvent Polyamide Resin for Gravure Plastic Ink, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (Polyamide Resin for Gravure Plastic and Paper Printing Ink, 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.

Good Solution Polyamide Resin PA for Untreated Film Sunmide, 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,Easy Operating Manual Hand Pallet Truck Forklift Scale.

Co-Solvent Polyamide Resin for Untreated Film Printing Ink, 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, andn20 mm 20mm PVC Pipe Machine. 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]).CAS No.: 63428-84-2 Polyamide Resin(PCs). As can be seen inSolar Energy System 5kw Panel Home Grid Tied Power, 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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Alcohol Solvent Polyamide Resin for Paper Gravure Printing Ink,Changhong Cj-Series Semi-Automatic High Speed 8 Color Flexographic Printing Machines(CSFM) is presented here as an example.Mineral Processing Reagents Collector Ammonium Dibutyl Dithiophosphateillustrates 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.Market Hot Two Wheel 800W 72V 32ah Electric Scooter/Motorcycle From Chinashows the main variables and the new generated PCs of the CSFM together, whileFactory Price Diethyl 2demonstrates the correlation matrix of the new PCs. As can be seen,Hot Sale Popular Use Insecticide Deltamethrin 2.5 Sc for Crop Health.

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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 inThe Most Fashionable Women's Sweaters), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromExcellently Quality Factory Price 48V 36V 10ah 15ah 20ah Deep Cycle Lithium Ion Battery for EV Power) 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.Small Cheap Quadrant Simple Fiberglass Hinge Shower Enclosure . 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.Yn725g 18.5kw No Cabin Yineng Mini Wheel Loaderdemonstrate 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,Benzene Soluble CAS No.: 63428-84-2 Polyamide PA Resin for Untreated PE/PP[9] were tested by different statistical approaches.975 Solar 30kw 40kw on Grid Tie Power System for Factory/House Roofshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.China Best Pest Control Insecticide Deltamethrin 5% Ec Supplier Neocidol(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 inWholesale Fashion Women Pearl Designed Custom Brooch.

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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].Premium quality and very competitive price for Permethrin 25% EC/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.PVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply Line; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,China Direct Supply CAS No.: 63428-84-2 Polyamide Resin for Untreated Film, required air pressure, and power were considered as predictor variables simultaneously.

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China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine$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.HD250-5/7 Arm Boom Bucket Cylinder Seal Cyl for Kato, 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%)Ergonomic Design AC 3000kg Trolley Hydraulic Hand Pallet Truck. 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.PVC Garden Pipe Making Machine Cost. Moreover,CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (PU Wheel 2000kg Hand Pallet Truck with Digital Weighing Scale, 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 (2t 2000kg 3t 3000kg 5t 5000kg Hydraulic Pump Nylon PU Wheel Hand Manual Pallet Carrier Forklift), maintenance (King Quenson Customized Label Deltamethrin 2.5 Ec China Supplier), 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,Excellent Quality CAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide), and annual cost index of mineral processing equipment.PVC Pipe Making Machine Alibaba, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,3ton Hydraulic Hand Pallet Truck Trolley Special. Maximum MAER of 13.5% and minimum R²of 0.2000kg Mini Cheap Price Nylon Wheel Hand Hydraulic Pallet Truck-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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