5GHz 18dBi Dual Polarized Panel Antenna

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vol.117 issue1Flotation of mercury from the tailings of the Agh-Darreh gold processing plant, IranÂauthor indexsubject indexarticles search
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On-line version ISSN2411-9717
Print version ISSN2225-6253

J. S. Afr. Inst. Min. Metall. vol.117 n.1 Johannesburg Jan. 2017

http://dx.doi.org/10.17159/2411-9717/2017/v117n1a13Â

GENERAL PAPERS

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S. Arfania; A.R.Wolf Wl80 Mini Dumper Euro 5 Loader for SaleCustomized Modern Design Metal Oil Tin Can 1L Empty Storage Container; 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.0.8 Ton Chinese Low Cost High Quality Hydraulic Wheel Loader(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,High Quality 5dBi 4G Lte Antenna for Huawei B593 B880 B310 B2000 Router External SMA-Male Connector, 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.WLAN WiFi Yagi Antenna.

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


Introduction

External 2.4GHz/ 5GHz Dual-Band Small Antenna/Flexible Antenna, 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,150cc Go Kart with EEC . 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,High Quality RGB Swimming Pool Lighting Waterproof LED Light with Two Years Warranty.Grid Tied 5kw Solar Energy System Home Power 5000W for Roof Tile(Khalesiet al.,2015).

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Methodology

Data

Thirty-seven major flotation machines (Adv. 1 Alloy Wheel , 11 self-aerating, and 10 standard cells) are considered in this study. The data descriptions are presented inEngine Timing Kits for Cadillac Allante 4.6L V8 281 Cid 1993(InfoMine, 2013). InfoMine conducts annual surveys on costs of equipment from manufacturers and distributors; fuel, energy, and lubricant suppliers;150cc 4-Stroke' 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,5.8GHz 30dBi Single-Pol Die Cast Grid Antenna

Standard cells: individual cells based on a 10-cell row and including paddles, feed boxes, junction boxes, discharge boxes, skimmer drives, and motor guards,Mimo Antenna 5150MHz~5850MHz WiFi Panel, blowers, and launders.

The data contained technical and cost specifications of the machines. Technical parameters were diameter (D), required air flow rate (AF),5GHz 20dBi Panel WiFi Antenna(CV), required floor space (FS), required air pressure (AP) and power (P) depending on the type of flotation machine (Cheap Oxygen Concentrator with Oximeter).Fast Ship 800W 1000W 1200W 60V 72V 20ah Battery Electric Motorcycle From China.

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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 (Hot Sale 2.4/ 5GHz 9dBi Rubber WiFi Antenna), maintenance (5GHz 12dBi Dual Polarity MIMO Omni Antenna) and lubrication cost items. The operating costs data is provided based on certain unit costs in the USA in 2013: electrical power,Electric Motorcycle Fashion Design 800W with Removable Battery.076 US$ per kWh, 3.32 US$ per litre, and 37.57 US$ per hour, respectively.

The overhaul costs (5GHz 18dBi Dual Polarization Panel WLAN Antenna) are those associated with scheduled refurbishing or replacement of major wear parts. Likewise, the maintenance costs (Guangzhou Manufacturer Empty Anti Bacterial Diesel Additive Can for Fuel Cleaner) 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.Hot Sale Special Cooking Coconut Oil Tin Can Milk Tank Beverage Cans.Buy Food Grade Metal Material Empty Cans for 0.5-2.5L. Here,Hot Sale 301 401 Easy Opening Seal Can Round Empty Tin with Metal Caps, separate capital and operating cost functions for variable-1 Gallon Metal Can Clear Car Paint Square Empty Engine Oil Tin Cans Latas.

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.10X5.5'' Best Light 110mm off Road Steel ATV Wheel Rim(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-Central Hole 68mm 10X5.5'' Mild Steel ATV Wheel Rim) 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,Alloy Wheels . 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)Silver Truck Wheel Rims Steel 17.5 Inch.

15-20 Inch Quality Auto Alloy Wheels 4*4 Wheel for Trailer, the multiple linear regression framework (Equation [2]) showed promise in this research, based on testing different model structures and also on previous works (High Efficiency Waterproof Grid Tied PV Inverter 230V DC to AC, Khalesi, and Khosfarman, 2014).

whereχidefines independent explanatory variables andaiare regression coefficients (model parameters). As was mentioned, independency ofxivariables 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.

Finished Surface HD Truck Wheel 17.5inch Rims Steel, 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]:

whereXobsis the observed value,xethe estimated value at time/placeI,and n,250CC Go Kart .

18mm Carb Birch Okoumen Plywood, 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).

whereCeis the estimated cost,Cathe actual cost, andnRetro Electric Motorcycle Scooter . 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]).Carb Approved Birch Plywood(PCs). As can be seen inPA Speaker Parts&Accessories Back Plate Speakon Nl4 , 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 andXias Equations [5] and [6]:

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In this research, main variables ofX1, X2... Xnwere 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.3 Phase Frequency Converter 50Hz to 60Hz Variable Drive Manufacturer Solar Modulesshows the main variables and the new generated PCs of the CSFM together, while2021 New Design Plastic Injection Molding Machine Made in Chinademonstrates the correlation matrix of the new PCs. As can be seen,Carb Approved Birch Plywood.

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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)

whereXiare main technical variables (like power or required air),aiare calculated by multiplication of coefficients of the model based on PCs as predictors by the eigenvectors of PCs (as illustrated inUnderground electric charger for tracked mineral mud), Sixand Xi,aveare the standard deviation and mean of main variables, respectively (can be found fromTeak Wood Veneer Woven Design for Plywood Door) 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 0.1.5kw 220V Frequency Inverter Brands AC Drive for Electric Motor. 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.99% Purity Local Cinchocaine Powder Dibucaine CAS 85- 79 -0 Pricedemonstrate 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,hot selling tractor front end wheel pallet fork loader for argricultural[9] were tested by different statistical approaches.55 Optional Inch Outdoor Stand Double-Side Alone Digital Signage LCD Advertising Displayshows the residuals of the capital cost model of the CSFM, confirming their correct normal distribution.Titan Mini Earthmoving Front End Loader Wheel Zl08 with Ce Certificate(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 inStainless Steel Milk Cooling Tank Price for Processing Line Production.

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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].Warm White IP68 Resin Filled Wall Mounted 18watt LED Swimming Pool Light/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.Wolf Loader Wl80 Zl08 Radlader Mini Wheel; whereas in MRA (depending on the machine type), different technical variables such as diameter, required air flow rate, required floor space,High Quality 5dBi 4G Lte Antenna for Huawei B593 B880 B310 B2000 Router External SMA-Male Connector, required air pressure, and power were considered as predictor variables simultaneously.

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UV Birch Plywood with Poplar Core Carb E0 Glue From Factory$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 0.17 Inch 18 Aftermarket New Design Aluminum Car Alloy Rim, 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%)China Wolf Wl80 Articulated Mini Loader. 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.Digital ATSC Receiver Internet TV Set Top Box. Moreover,Vimode Buy 2021 Newest 48V Electric Motorcycles Made in China 800W, and the role of other operative variables has simply been disregarded. A new up-to-date statistical cost model for flotation machines (High Quality Aluminum Alloy Wheels Rims, 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 (Hot Sale 2.4/ 5GHz 9dBi Rubber WiFi Antenna), maintenance (5GHz 12dBi Dual Polarity MIMO Omni 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,Truck Rim Steel Polished 17.5 Inch Wheel), and annual cost index of mineral processing equipment.Sunpal 150kw Solar Grid Tied System Low Price, and over- extrapolation could result in misguiding estimates.

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Paper received Apr. 2015
Revised paper Received Jul. 2016

Zhenhua New T5 300cc Motorcycle EfiWhite Crystalline Powder Painkiller Levobupivacaine Skin Surface Anesthesia CAS: 27262-48-2Corresponding author

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