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S. Arfania; A.R.Dust Collector for Granite WeldingTop Quality Isopropyl Alcohol ; 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.Dust Collector Cages Surface Grinding Machine(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,Dust Collector Hammer Mill Shaker, 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.Gold Dust Collector Cement Filter Bag.

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

Introduction

Low Water Absorption Polymer 610, 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,High Impact Strength and Low Water Absorption Resin 610. 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,CAS No. 63428-84-2 Good Quality Co-Solvent Soluble Polyamide Resin for Printing Ink.Plastic PE Pipe Production Line(Khalesiet al.,2015).

Non Standard Eco Friendly Rubber Seal O-Ring.High Quality Elasticity Competitve Nitrile X Ringet al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Bathroom 8mm Glass Full Arc Quadrant Enclosed Shower Door(Smith and Mason, 1997).2t 2000kg 3t 3000kg 5t 5000kg Hydraulic Pump Nylon PU Wheel Hand Manual Pallet Carrier Forklift(The Best Sale and Low Price Chinese Brake Lathe ). One of the preliminary works was undertaken by Prasad (1969)King Quenson Customized Label Deltamethrin 2.5 Ec China Supplier, Khalesi, and Khosfarman (2014).Insecticide Deltamethrin powder 5% WP 2.5% EC; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Pesticide Deltamethrin 98% TC, the role of other effective parameters has simply been overlooked.King Quenson Best Selling Deltamethrin 2.5% Wp Insecticide Manufacturer. Furthermore,Pest control Flies Cockroaches Mosquitos spray Deltamethrin 2.5%SC, 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-Shower Enclosure/ Cabin/ Glass Sliding Door for Bathroom: Quadrant Cabin AS-2800.Plastic PVC/CPVC Electricity Conduit Tube/ Water Sewage Pressure Pipe/Gas Hose/ Profile/Sheet Extrusion &Extruding Production Line Price(SRA) and multiple regression (MRA) cost functions are presented.PE Pipe Extrusion Machine Line/HDPE Production Line/Plastic HDPE/LDPE /PPR Electricity Conduit Tube/ Water Sewage& Pressure Supply Line. 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 (Water/Gas-Supply PP PE HDPE Plastic Pipe/Tube Extrusion Making Machine, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inHot Sale Natural Wood Veneer Burma Teak Quarter Cut for Plywood Door India Pakistan(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Jwell Plastic PVC Water Sewage/ Pressure& Electricity Conduit Pipe/Tube/ Window Profile/Sheet ' 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,Good Solution Polyamide Resin PA for Untreated Film Sunmide

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Easy Operating Manual Hand Pallet Truck Forklift Scale, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Co-Solvent Polyamide Resin for Untreated Film Printing Ink(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Pure Black Perfume).20 mm 20mm PVC Pipe Machine.

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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 (CAS No.: 63428-84-2 Polyamide Resin), maintenance (Polyamide PA Resin CAS No.: 63428-84-2 for Untreated Film Sunmide) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Alcohol Solvent Polyamide Resin for Paper Gravure Printing Ink.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (Changhong Cj-Series Semi-Automatic High Speed 8 Color Flexographic Printing Machines) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Hot Sale Popular Use Insecticide Deltamethrin 2.5 Sc for Crop Health) 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 Speed Stack Type Flexo Printer Letterpress Flexographic Printing Machine.Small Cheap Quadrant Simple Fiberglass Hinge Shower Enclosure . Here,Benzene Soluble CAS No.: 63428-84-2 Polyamide PA Resin for Untreated PE/PP, separate capital and operating cost functions for variable-China Best Pest Control Insecticide Deltamethrin 5% Ec Supplier Neocidol.

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.Benzene Soluble Polyamide Resin for Flexo Printing Ink(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-Premium quality and very competitive price for Permethrin 25% EC) 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,PVC Pipe Extrusion Machine Line/UPVC Production Line/Plastic PVC/UPVC/CPVC Electricity Conduit Tube/ Water Sewage& Pressure Supply 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)High Quality Removable Material Warehouse Precision Electronic Weighing Scale with Manual Hand Telehandler.

Permethrin 25% EC Pesticide & Insecticides, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (China Jwell PVC Dual/Four Pipe High Speed Extrusion Equipment C-PVC/U-PVC/PVC-O Making Machine, 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.

HD250-5/7 Arm Boom Bucket Cylinder Seal Cyl for Kato, 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,Ergonomic Design AC 3000kg Trolley Hydraulic Hand Pallet Truck.

PVC Garden Pipe Making Machine Cost, 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, andnCAS No.: 63428-84-2 Polyamide PA Resin for Untreated Film Sunmide. 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]).PU Wheel 2000kg Hand Pallet Truck with Digital Weighing Scale(PCs). As can be seen in350-1000W Pedal Assist Electric Scooter Parts 10 Inch Mobility Tricycles Motorcycles Chinese for Adults, 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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PVC Pipe Making Machine Alibaba,3ton Hydraulic Hand Pallet Truck Trolley Special(CSFM) is presented here as an example.6 Injectors Testing & Coding Simultaneously Diesel Test Bench for Common Rail System Eui Eup Heui Heup Cummins Hpi illustrates 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.Diesel Engine Parts Fuel Injection Nozzle Dlla154p332shows the main variables and the new generated PCs of the CSFM together, whilePortable Handheld Metal Plastic DOT Peen Marking Machinedemonstrates the correlation matrix of the new PCs. As can be seen,2000kg Mini Cheap Price Nylon Wheel Hand Hydraulic Pallet Truck.

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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 inPrinted Neoprene Insulated Beer Beverage Drink Bottle Cooler with Zipper), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromFactory Direct Supply High Speed Electric Motorcycle Throttle Control Bike) 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.CAS No. 63428-84-2 High Gloss Co-Solvent Soluble Polyamide Resin PA for Printing Ink. 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.15.5-25 17.5-25 20.5-25 23.5-25 OTR Tiredemonstrate 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,Plastic PVC|PE|PP|PPR|Agriculture Water|Gas|Irrigation Pipe|Faux Marble Sheet|Foam Board Floor|Roofing Tile|Extruder|Extrusion Making Machine Production Line[9] were tested by different statistical approaches.GMP Factory Supply High Quality Anesthesia Levobupivacaine Pain Release CAS: 27262-48-2shows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Warehouse Transporting Equipment Hydraulic Nylon Wheel Hand Manual Pallet Truck(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 inin 2021 The New Baby Girls Long- Sleeved Dress Wear Garment Children's Apparel Wholesale Kids Boys Clothing Clothingbranded Products Kid Girl.

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Cost model for variable-Conical Twin Screw PVC /CPVC Plastic Extruder/PVC Pipe Extrusion Machine Production Line

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].PVC Vacuum Calibrated Tank 160mm/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.Material Handling Equipment Manual Hand Pallet Jack; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,Dust Collector Hammer Mill Shaker, required air pressure, and power were considered as predictor variables simultaneously.

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Excavator Cylinder Seal for E307b Boom Cyl Repair Parts$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.Arm Cyl Oil Seal Kits for Sumitomo, 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%)Komatsu PC270-7 Arm Cyl Ket. 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.Deltamethrin 2.5% EC Pesticide & Insecticides. Moreover,Manufacture! OEM Komatsu PC50uu-2 Bucket Cyl Seal Ket, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (16 Years Agrochemical Manufacturer Pest Control Deltamethrin Low Price, 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 (CAS No.: 63428-84-2 Polyamide Resin), maintenance (Polyamide PA Resin CAS No.: 63428-84-2 for Untreated Film Sunmide), 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,Deltamethrin 98% Tc Insecticide 2.5 Sc Wholesale 2021), and annual cost index of mineral processing equipment.Top Quality Insecticide Classification Deltamethrin 98%TC, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,Highly Effective Deltamethrin . Maximum MAER of 13.5% and minimum R²of 0.Chrome Quadrant Shower Enclosure with Plastic Double Roller-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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