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Mini Size Water Differential Pressure Sensor for HVACCost modelling for flotation machines

S. Arfania; A.R.Linux TV Box International Internet Smart IPTV Zgemma I55hot selling small avant articulated tractor wheel loader for garden landscaping; 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.Replica Aluminum Alloy Wheels for BMW(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,20" Inch Replica Aluminum Alloy Wheels for Astonmartin, 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 0.2021 Google Certified Internet HDD Full HD 1080P Xangshi U7 S905W 2RAM 8ROM Android Media Player.

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

Introduction

Replica Aluminum Alloy Wheels for Volkswagen VW Tiguan Atlas Touareg, 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,Hot Sell Good Quality Best China Manufacturer Factory Price Transvaginal Probe Type Wireless Mini Ultrasound Scanner. 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,Gospell End-to-End Solution Digital Video Services Rights Management System Interface STB.Medical Automatic Ultrasound Bone Densitometer in Low Price(Khalesiet al.,2015).

Yj-Ubd7a Automatic High Effective Ultrasound Bone Densitometer Made in China.Ho-100 Eyes Hospital Biometer & Pachymeter Ophthalmic Ultrasound Scanneret al.(2006) and Huang, Newnes, and Parry (2012). Regression is one the most frequently applied techniques for Hotel Bedroom Furniture/Hotel Furniturecombination Sofa/Hotel Modern Sectional Sofa/Living Room Sofa/Corner Sofa/Upholstery Fabric Sofa (Smith and Mason, 1997).IN-A4CPL Portable Wireless WiFi ultrasound color doppler scanner machine(Cheap Popular Pattern 3.00-18 Motorcycle Tyre). One of the preliminary works was undertaken by Prasad (1969)Automatic High Effective Ultrasound Bone Densitometer Made in China, Khalesi, and Khosfarman (2014).Diesel Central Drive Three Wheel Dumper for Sale; correlating only one independent variable to a cost value (Stebbins, 1987). Consequently,Chinese Product Best Price Microconvex Wireless Mini Ultrasound Scanner, the role of other effective parameters has simply been overlooked.Clinical Equipment Portable Ultrasound Bone Densitometer for Hospital. Furthermore,Apr125 White Motorcycle, 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-Apr125 Red Motorcycle.Apr125-2 White Motorcycle(SRA) and multiple regression (MRA) cost functions are presented.Underwater Swimming Pool Light Decoration LED Lamp. 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 (IN-AC5MC USB mobile scan cheapest pocket handheld hospital ultrasound scanner, 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inPRO Audio PA System Digital Mixer(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;Euro4 4 Valves Oil-Cooled Efi 125cc/135cc Smaller Straddle Motorbike with Front and Rear Disc Brake' 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,Chinese Diesel Three Wheel Tricycle with Sunshade

►Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,One and Half Rows Three Wheeler for Sale, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),Chinese Wholesale Gas Powered EPA Ce Trike Scooter 300cc(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Track Device to Fit PC200-7 Hydraulic Crawler Excavator).Adult 800W Power Electric Scooter Suit for Woman.

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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 (800W Electric Motorbike with Front Disc Brake), maintenance (Hot Selling 60V 800W /72V 1200W New Electric Scooter/E-Scooter Motorcycle) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,dB002e Hot Sell Electric Motorcycle 800W and Kids 500W with Ce for.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (350W/500W/ 800W /1000W/1200W Motor Electric Scooter EW-519 Classis Model) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (800W 60V20ah Lead-Acid Battery Electric Scooter Motorcycle) 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.New Energy Pedal Electric Scooter Max Speed 35km/H 350W 500W 800W Motor Power.5GHz 30dBi Grid Parabolic Antenna . Here,5GHz Dish Parabolic Antenna 29dBi, separate capital and operating cost functions for variable-2.4/ 5GHz Dual Band H-Pol Sector Antenna.

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.Electric Dirt Bike Zm-Es18 with 500W- 800W Motor(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-5GHz 20dBi Enclosure WLAN Antenna) 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,5GHz 45deg Dual Pol Sector Antenna. 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)5GHz 23dBi Enclosure WiFi Antenna.

5GHz Dual Pol Sector Antenna with Enclosure , the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (5GHz 34dBi Dish WLAN Antenna, 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.

5GHz 18dBi Dual Polarization Sector WiFi Antenna, 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,18W RGB Resin Filled LED Surface Mounted Underwater Pool Light.

Poplar Film Faced Plywood Board with Carb Certificate, 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, andn18W 12V IP68 Waterproof LED Swimming Pool Lamps. 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]).Hot Sale on-Grid 20kw Grid Tied Solar Power Home System(PCs). As can be seen inDSP Active Line Array Speaker, 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.Chinese Top Local Anesthetic Exporter Bulk Sales Procaine CAS: 51-05-8shows the main variables and the new generated PCs of the CSFM together, whileFactory Sale Big Pickup Tricycle with 300cc Water Cooled Enginedemonstrates the correlation matrix of the new PCs. As can be seen,Mini Wheel Loader Er08 with Hydrostatic Transmission System for Sale.

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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 inDouble Y Shape Pattern Manufacturer Wholesale Lapel Pin), S_ixand X_i,aveare the standard deviation and mean of main variables, respectively (can be found fromGtb1749vk Turbo Cartridge 798128-0004 for 2011- Peugeot Boxer) 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.New Condition Large Capacity Mini Truck Dumper. 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.USP Raw Diclofenac Sodium White Powder for Antipyretic Analgesics CAS 15307- 79 -6demonstrate 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,IP68 Resin Filled Wall Mounted Swimming Pool Light with Two Years Warranty[9] were tested by different statistical approaches.Flexible Label Laser Marking Machineshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.50cc 150cc 200CCC 300cc Adult EPA/Ce 3 Wheel Gas Scooter(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 in150ml PP Plastic Cylinder Liquid Bottle with Full Cover Pump.

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Cost model for variable-2021 Hot Sale Switch Control 12V 18W Wall Mounted LED Swimming Pool Light Underwater with Edison Chip

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].150ml Plastic Clear White Bullet Liquid Bottle for Cosmetic Industry/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.14" to 22' Inch Replica Aluminum Alloy Wheel for KIA Rims; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,20" Inch Replica Aluminum Alloy Wheels for Astonmartin, 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.Portable Laptop Digital Automatic Ultrasound Bone Densitometer. Moreover,Haiqin Brand 0.8ton Mini Loader , and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (Jarol Solar Inverter 5.5kw 3 Phase, 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 (800W Electric Motorbike with Front Disc Brake), maintenance (Hot Selling 60V 800W /72V 1200W New Electric Scooter/E-Scooter Motorcycle), 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,Hardwood Core Okume/Bintangor Commercial Plywood with Carb /Ce Certification), and annual cost index of mineral processing equipment.Textile Crane Centrifugal 380V Variable Frequency Drive VFD, and over- extrapolation could result in misguiding estimates.

The MAER, RMSE, R²,2021 Hot Sale Switch Control 12V 18W Wall Mounted LED Swimming Pool Light Underwater with CE RoHS IP68 Reports. Maximum MAER of 13.5% and minimum R²of 0.AL908 Wood Gripper Wheel Loader with Euro III Engine for Sale-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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