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MARCUS SANDBERG, [email protected] A knowledge-based master modelling approach for whole engine design...

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MARCUS SANDBERG, [email protected] A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology
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Page 1: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

A knowledge-based master modelling approach for whole

engine design

Marcus SandbergLuleå University of Technology

Page 2: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Some challenges ofjet engine development

Mass

Fuelconsumption

Developmentcost

Performance

Page 3: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

System-level performance

SYSTEM LEVEL

Page 4: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

OEM vs. component developers

• Continuous updates on configuration and design at system level not readily available

• Need for whole engine models for component developers

OEM

Componentdeveloper

Page 5: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

AS-IS: Unlinked simulation models

Page 6: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

NFFP5 - METOPIA

• Mechanical whole engine conceptual design and analysis– METhod for OPtimization Integration

and Automation• Continuation of the pilot project

NFFP4 Mechanical whole engine modeling

• Luleå University of Technology• Volvo Aero Corporation

Page 7: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

METOPIA research questions

• How to integrate the product definition with analysis models to enable effective mechanical optimisation of different jet engine architectures?

• How can a common information be distributed effectively between several disciplines during whole engine system optimisation?

Page 8: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

State-of-the-practice

•VITAL, FP6

•VIVACE, FP6

•CRESCENDO, FP7

Page 9: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

TO-BE: Knowledge-based master model approach

AerodynamicAnalysis

Structural DynamicAnalysis

StructuralStiffness Analysis

ManufacturingAnalysis

Cost Analysis

OtherAnalysis

WeightAnalysis

AerodynamicModel

Structural Model

StructuralModel

ManufacturingModel

Cost Model

OtherModel

WeightModel

Master ProductConcept Design

Definition

Contains all necessaryparameters and

information managesderived models

AerodynamicBehaviour

Structural DynamicBehaviour

StructuralStiffness

Manufacturability

Cost Predictition

Weight

GenerateConcept Evaluate Concept

Optimization

Page 10: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Knowledge based engineering (KBE)

• Fundamental concept of the Master-model approach

• KBE-definition by Stokes (2001):– “the use of advanced software techniques to

capture and re-use product and process knowledge in an integrated way”

• KBE aims at making engineering design more effective by– Automating repetitive CAD/CAE tasks– Showing design change implications on

downstream activities

Page 11: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

The State-of-the-art• Semi configurable finite-element models

– Lacking effective integration with e.g. the CAD-definition• Common limitation

– Either stand-alone integrated solutions or– supports only domain specific applications

• Opportunity for modelling methods that handle and create models for multidisciplinary applications

• Knowledge-based master models: an upcoming topic

Page 12: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

METOPIA technology

• Fully automated design and analysis process

• Analysis– Weight– Rotordynamics– Displacement

Page 13: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

METOPIA geometry

Page 14: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Automatic geometry configuration

• Number of struts• Thicknesses• Radii• Lengths• Cone angles• Mount lugs

Page 15: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Automated design and analysis

Automatic geometrygeneration and weight

analysis

Automaticfinite element model

generation

AutomaticRotordynamics analysis

1-D cylindrical beam elements

Automatic displacementdue to rotordynamical

loads analysis

Page 16: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Gate way Execute (through Menu)startPartGeomMassUniteMeshConstrainStructure.vb

Adv sim .fem-file

Adv sim .sim-file

Modeling .prt-file Change window to .fem-file (VB)

Find spider mesh nodes(VB-KF-Matlab)

Add bearing nodes(VB)

Add spider mesh(VB)

Add material(VB)

Write input file .dat(VB)

Change window to.sim-file (VB)

Edit .dat-file forStiffness matrix

output(VB-KF-Matlab)

Add max forces to meshin Solution 1 (VB)

Solve Solution 1(VB)

Prepare forAdd_bearing_forces.vb

(VB)

Add output reqsto Solution 4

and Solve Solution 4(VB)

Change window to.fem-file (VB)

Change window to.sim-file (VB)

Run Nastran (VB-KF)

Assemble stiffness matrixsolve rotordynamics and generate VBfor dynamic forces (VB-KF-Matlab)

Journal chain

Page 17: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Siemens PLM NX - Matlab• Knowledge fusion (KF)

– Generate geometry– 3D meshing– Constraints– Start Matlab-

executables– Start Nastran for

stiffness matrix– Calculate weight

• Matlab– Write journals– Edit Nastran input file– Find spidermesh nodes– Assemble stiffness

matrix

• Journals– Add childrule (KF)– 1D meshing– Add material– Write Nastran input file– Add rotordynamical

loads– Switch windows

Automatic geometrygeneration and weight

analysis

Automaticfinite element model

generation

AutomaticRotordynamics analysis

1-D cylindrical beam elements

Automatic displacementdue to rotordynamical

loads analysis

Page 18: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Knowledge fusion classes

• Geometry– 17 classes

• Mass• Meshing and constraints

– 8 classes Automatic geometrygeneration and weight

analysis

Automaticfinite element model

generation

AutomaticRotordynamics analysis

1-D cylindrical beam elements

Automatic displacementdue to rotordynamical

loads analysis

Page 19: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Benefits

• Develop components to optimise whole engine

• Automatic design• Get boundary load more frequently

– Swift change of model according to OEM requirements

• One product definition to rule them all!

Page 20: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Ongoing work

• Optimisation• 3D rotordynamics• Validation• More models• More geometry• Architectures

Page 21: MARCUS SANDBERG, marsan@ltu.se A knowledge-based master modelling approach for whole engine design Marcus Sandberg Luleå University of Technology.

MARCUS SANDBERG, [email protected]

Thank you!


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