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Tundish Optimization - Ansys

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<strong>Tundish</strong> <strong>Optimization</strong><br />

Rodrigo Borges, Mech. Eng., Magnesita Brazil<br />

Marcelo Kruger, Mech. Eng., ESSS Brazil<br />

Regis Ataídes, Mech. Eng., ESSS Brazil<br />

Rodrigo Ferraz, Mech. Eng., ESSS Brazil<br />

Leonardo Trindade, Mech. Eng., STE Brazil<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Magnesita – The company<br />

– Brazilian company providing solutions for the metallurgic market<br />

– Technological development in:<br />

• Raw materials for refractories<br />

• Metallurgical fluxes<br />

• Refractory products<br />

• Mechanisms<br />

• Numerical simulation<br />

– Also providing technical and laboratory support for subsidiaries,<br />

production, marketing and quality control.<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Magnesita and ESSS<br />

• Numerical Simulation:<br />

– Good interaction with ESSS (ANSYS<br />

distributor in South America)<br />

– Some Analyses Performed:<br />

• Open nozzle continuous casting<br />

• Submerged entry nozzle<br />

• Structural analyses of a steel ladle<br />

• <strong>Tundish</strong> flow analyses<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Continuous Casting - <strong>Tundish</strong><br />

Inlet<br />

<strong>Tundish</strong> (region of interest) Outlet<br />

© 2006 ANSYS, Inc.<br />

Inlet<br />

Outlet<br />

Residence time is the key point:<br />

•Separation of inclusions<br />

•Cold spots (solidification)<br />

ANSYS, Inc. Proprietary


Continuous Casting - <strong>Tundish</strong><br />

• There are different ways to obtain a <strong>Tundish</strong>’s<br />

Residence Time Distribution (RTD):<br />

– Using a Tracer<br />

• Injecting tracer as a step function and monitoring its<br />

concentration as a function of time at the outlets<br />

– Lagrangean models<br />

• Monitoring particles traveling time at the outlets<br />

– Solving for Age<br />

Largely compared with<br />

experimental data<br />

• Additional variable that represents residence time<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Continuous Casting - <strong>Tundish</strong><br />

• Residence Time Distribution methodology<br />

Ct[Kg/m ]<br />

Outlet<br />

3<br />

t min<br />

t [s]<br />

Ct<br />

3<br />

[Kg/m ]<br />

Inlet<br />

Ct<br />

3<br />

[Kg/m ]<br />

Average Residence Time<br />

Big enough Ideal<br />

Min. Residence Time<br />

Not too small<br />

C<br />

t 1<br />

A passive scalar is Injected<br />

t [s]<br />

Ct<br />

t min<br />

3<br />

[Kg/m ]<br />

Average Residence Time<br />

Also Small<br />

Short Circuit<br />

Min. Residence Time<br />

Too small<br />

t [s]<br />

Average Residence Time<br />

Big Enough<br />

Min. Residence The Time Stagnated curve lasts<br />

Too small<br />

too (cold) long Regions<br />

t [s]<br />

t min<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Continuous Casting - <strong>Tundish</strong><br />

• Characteristic Volumes:<br />

– Plugged Volume<br />

– Dead Volume<br />

Ct<br />

3<br />

[Kg/m ]<br />

t min<br />

t ave<br />

Average RT<br />

2*Average RT<br />

Area = Dead Volume<br />

t [s]<br />

To be<br />

Maximized<br />

To be<br />

Minimized<br />

t min<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Continuous Casting - <strong>Tundish</strong><br />

• To provide a better control over Residence Time<br />

Distribution, baffles are positioned along the<br />

domain.<br />

Baffles<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Baffle Designs are well suitable for optimization<br />

tools:<br />

– Finding the optimum point is a hard process due to<br />

non-linearity of the Navier-Stokes Equations and the<br />

two conflicting objectives;<br />

– CFD analyses provide an easy way to inspect<br />

different baffle configurations;<br />

– Automatic mesh generation can be easily overcome<br />

with ANSYS ICEM CFD.<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• The case illustrated here represents a real<br />

problem solved by Magnesita and ESSS:<br />

– The problem is only ½ symmetric, decreasing the<br />

number of DOF<br />

and elements in the<br />

mesh<br />

– Two baffles need to<br />

be analyzed<br />

– RTD must be<br />

inspected at both<br />

outlets<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• To simplify the problem, only two design<br />

parameters were considered:<br />

– HB: Baffle Height<br />

– DB: Baffle Distance (from the outlet)<br />

HB<br />

HB<br />

DB<br />

DB<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• First step: Automatize the Evaluation process.<br />

Geometry Generation<br />

CATIA V5<br />

Unstructured Transient: mesh 1E-5 2500 with (approx. seconds, prisms 6h) 1E-5 (370k(approx. nodes) 26h)<br />

Mesh generation<br />

ANSYS ICEM CFD<br />

Solve for Flow<br />

ANSYS CFX<br />

modeFrontier<br />

• Process Integration<br />

• <strong>Optimization</strong> algorithms<br />

Solve Tracer<br />

ANSYS CFX<br />

© 2006 ANSYS, Inc.<br />

RTD Analyses<br />

MS Excel<br />

One evaluation: approx. 30h<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• modeFrontier setup:<br />

Input Parameters<br />

Step 1: Geometry Step 2: Mesh Generation Step Generation 3: Solve Step for 4: Flow Solve Step Tracer 5: DTR Analyses<br />

Catia Direct ANSYS NodeICEM ANSYS CFDCFXANSYS CFX MS-Excel Direct Node<br />

Output Parameters<br />

(extracted from MS-Excel)<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Since CFD analyses are computational demanding,<br />

a DOE and RSM (Response Surface) approach<br />

was adopted, saving computational time.<br />

– DOE table with 25 designs:<br />

• A Response Surface is created;<br />

– The <strong>Optimization</strong> process runs in the RSM<br />

• Virtual designs are founded;<br />

– Virtual designs are evaluated;<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• The DOE table was created uniformly along the<br />

Design Space:<br />

HB<br />

Design Space<br />

© 2006 ANSYS, Inc.<br />

DB<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• After solving the DOE table statistical information<br />

may be extracted within modeFrontier, such as<br />

the Correlation Matrix:<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• With the results of the DOE table a Response<br />

Surface is created for each outlet and objective,<br />

using Kriging’s algorithm:<br />

– RSM for Plugged volume at Outlet 1<br />

– RSM for Plugged volume at Outlet 2<br />

– RSM for Dead volume at Outlet 1<br />

– RSM for Dead volume at Outlet 2<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Plugged Volume – Outlet 1<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Plugged Volume – Outlet 2<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Dead Volume – Outlet 1<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Dead Volume – Outlet 2<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

Pluged<br />

Dead<br />

Outlet 2<br />

Outlet 1<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Response Surface inspection indicate that the<br />

best designs:<br />

– Are closer to the outlets<br />

– Have higher baffles<br />

• A Multi-Objective algorithm (MOGA II) is used to<br />

extract the best results from the Response<br />

Surface<br />

– Only two Objectives: Maximize Plugged volume at<br />

both outlets (since Plugged and Dead volume are<br />

strongly correlated)<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Virtual Designs (the more red, the newer)<br />

Plugged Volume 1<br />

Plugged Volume 2<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Best Virtual Designs were located at the<br />

minimum distance from the outlets<br />

• Three Virtual Designs were chosen to be<br />

validated<br />

• The results were then compared to the<br />

initially suggested configuration (next<br />

Slide)<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


<strong>Tundish</strong> <strong>Optimization</strong><br />

• Best Designs x Original Design<br />

31<br />

30<br />

29<br />

(%)<br />

h1<br />

Outlet 1 Outlet 2<br />

h2<br />

(%)<br />

31<br />

Original Design<br />

30<br />

29<br />

28<br />

28<br />

h1<br />

Original Design<br />

h2<br />

h3<br />

27<br />

27<br />

h1<br />

Original Design<br />

26<br />

25<br />

24<br />

Original Design<br />

h1<br />

h3<br />

h3<br />

26<br />

25<br />

24<br />

h2<br />

23<br />

22<br />

h2<br />

HB<br />

23<br />

22<br />

HB<br />

h3<br />

Dead Volume<br />

Pluged Volume<br />

Dead Volume<br />

Pluged Volume<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Conclusions<br />

• Baffles:<br />

– Better Residence Time Distribution were found with<br />

higher baffles and closer to the outlet<br />

– Increasing height will only improve results to a certain<br />

value<br />

• Characteristic Volumes:<br />

– Plugged and Dead volumes are strongly correlated.<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary


Future Studies<br />

– Validate different methodologies for<br />

Residence Time Distribution calculation:<br />

• Lagragean Models<br />

• Solving Residence Time as a Scalar<br />

– Apply optimization techniques in other<br />

metallurgic components<br />

© 2006 ANSYS, Inc.<br />

ANSYS, Inc. Proprietary

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