“Shape Optimization of Rotating Disks” - DATADVANCE · 1 “Shape Optimization of Rotating...
Transcript of “Shape Optimization of Rotating Disks” - DATADVANCE · 1 “Shape Optimization of Rotating...
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“Shape Optimization of Rotating Disks”
Barcelona , 2014
Khominich Dmitry,
Optimization Engineer,
DATADVANCE company,
Moscow, Russia
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Content
© DATADVANCE
1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Introduction
© DATADVANCE
• rotating disks with blades are wide used in different constructions
• there are ~30 rotating disk in one gas turbine engine
• on conceptual design stage an engineer needs a tool to obtain
optimal shape for a future design in short time intervals
a turbojet engine
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A framework for conceptual design of disks
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Operational
conditions
(speeds,
temperatures, ..)
Automated
optimization
Set of optimal
solutions
(designs)
Picking up of the
needed designs
DM DM
A program represented a framework
* DM – decision maker (designer)
Simulation
(black-box
function)
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Parametrization
© DATADVANCE
• One of possible parameterization schemes of disk cross section;
• it contains 9 parameters (dimensions) in millimeters;
• 3 constraints are fixed due to problem statement.
Parameter
r1 vary
r2 vary
r3 vary
r4 vary
r5 fixed
r6 fixed
t1 vary
t3 vary
t5 fixed
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Calculation scheme
© DATADVANCE
Loads:
• Rotation rate (N rpm) inertial load;
• Uniform pressure load from blades (p2).
Physics:
• Linear material model (E, ρ, μ)
Assumptions:
• Plane stress;
• Axisymmetric scheme;
• Small strains and displacements;
• The interaction with other rotating parts
are neglected.
rotation axis
p2
inertial load
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Ansys: Boundary Conditions
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symmetric B.C.
pressure load
rotational speed
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Ansys: Postprocessing
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Equivalent stress, Pa
Displacements, mm
Strain intensity
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Simulation responses
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ANSYS FEM Solver
Disk dimensions,
material properties
&
work conditions
Low Cycle Fatigue
Calculation
mass
Seqv
ncycle
Simulation (black-box)
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Low Cycle Fatigue: Manson Approximation
© DATADVANCE
• Manson proposed a simplified formula known as the method of universal slopes
Ref.: Manson SS. Behavior of materials under conditions of thermal stress. Technical Report NACA-TR-1170,
National Advisory Committee for Aeronautics; 1954
De = 3.5Su
EN-0.12 + D0.6N-0.6,
where:
- the amplitude of altering strains,
- the ultimate tensile stress,
- elastic modulus,
- ductility.
DeSu
ED
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Visual process
integration
pSeven: Main Features
Workflow execution
Results visualization
and analysis
Data mining and
optimization
Key advantage
10/12/2014 © DATADVANCE
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Graphical User Interface
© DATADVANCE
Block Library
Toolbar
Workflow structure
WorkflowMACROS
Workflow name
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Workflow
© DATADVANCE
• Workflow – a representation of problem solving
process, a combination of blocks and links
• Block – an independent functional component
Examples:
• std.Optimizer – optimization problem solver
• std.PythonScript – Python integration block
• Link – a data channel connecting blocks, links
implicitly specify block execution order
• Grouping – ability to assemble composite blocks
containing other blocks and links (sub-workflow)
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Creating Workflows
© DATADVANCE
Principal steps:
• Add blocks to the workflow
• Configure blocks
• Connect ports with links
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Results Visualization and Analysis
Rich post-processing and data analysis tools
10/12/2014 © © DATADVANCE
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Workflow for HSRD optimization: top level
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Workflow for HSRD optimization: disk_model
© DATADVANCE
Generate
input file for
Ansys
Launch
Ansys
Parse
results
in case of errors in Ansys…
python script to
asess a low
cycle fatigue
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Workflow Configurations
© DATADVANCE
One can change
work conditions,
material properties
and other constants
before starting of
optimization.
Start optimization
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Optimization Problem Statement
© DATADVANCE
Parameter MIN MAX
r1, [mm]
r2, [mm]
r3, [mm]
r4, [mm]
t1, [mm]
t3, [mm]
Constraint description type
r2 - r1 > 1
geometry consistency
linear
r3 - r2 > 1 linear
r4 - r3 > 1 linear
r5 - r4 > 1 linear
t1 - t3 > 0 preferred thicknesses linear
Seqv < 1000 [Mpa] static strength requirement general
Parameters:
Constraints:
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Optimization Problem Statement
© DATADVANCE
Objective description type
mass mass of the disk general
ncycle number of cycle until failure general
Objectives :
Optimization Method:
• Descend-diffusion multi-objective optimization method is
incorporated in pSeven;
• This method allows to find exact predefined number of solutions on
Pareto-front;
• Most calculations are laying near the Pareto-front.
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Single optimization
© DATADVANCE
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Different rotation speeds investigation
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Different blade masses investigation
© DATADVANCE
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1. Problem statement
2. Simulation details
3. pSeven – a tool for integration, automation and optimization
4. High speed rotating disk optimization in pSeven
5. Optimization Problem Statement
6. Results
7. Conclusion
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Conclusion
© DATADVANCE
pSeven can be used to set up a framework for design analysis
and optimization for some structural objects;
The descend-diffusion optimization method shows good
convergence speed and can be used for engineering purpose;
The obtained results can be used in conceptual design stage of
gas turbine engine designing.
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Future improvements
© DATADVANCE
Improving in a simulation:
• use real-flight mission conditions (regimes);
• more comprehensive model for low cycle fatigue.
Improving in an optimization:
• calculations parallelization;
• try different parameterization schemes.
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Thanks for your attention!
© DATADVANCE
Visit our websitewww.datadvance.net
Dmitry [email protected]
Pokrovsky blvd. 3, building 1B, 4 floor
109028 Moscow, RUSSIA
Tel: +7 495 781 60 88
Immeuble Cendreda, 4 av. Didier Daurat
31700 Blagnac, FRANCE
Tel: +33 5 34 61 08 09
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