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Expanding the Role and Application of Design ExplorationRanny SidhuVP of HEEDS Product Development
Unrestricted © Siemens AG 20172017.07.07Page 2 Siemens PLM Software
The world is evolving…
With title bar or without...
From mechanical components to Smart systems integrating mechanical, electrical, controls
From defined options to mass customization and personalization
From internet connectivityto system of systems and internet of things
From known material and production methodsto mixed materials, novel production methods
Unrestricted © Siemens AG 20172017.07.07Page 3 Siemens PLM Software
To Be Successful in this Environment…
“If you focus on really great products, then the profits will
follow”Steve Jobs
Apple “Any company that … stays stationary with their technology will be exceeded by their
competitors”
Elon Musk Tesla-SpaceX
“Businesses that grow by development
and improvement don’t die”
Henry FordFord Motor Company
Unrestricted © Siemens AG 20172017.07.07Page 4 Siemens PLM Software
Discover Better Designs, Faster
4
Process Automation
Distributed Execution
Efficient SearchInsight & Discovery
Validated CAE Models
m cores per node
n nodes
Unrestricted © Siemens AG 20172017.07.07Page 5 Siemens PLM Software
c
Process Automation – Integration with Tools
Proc
ess
Auto
mat
ion
28 portals/2 OS/2 Major versions!Expanding every release
Unrestricted © Siemens AG 20172017.07.07Page 6 Siemens PLM Software
c
Process Automation – Flexible Workflow Definition
Proc
ess
Auto
mat
ion
HEEDS allows you to the execution workflow needed for your process by arranging the tool execution in parallel or serial.
Unrestricted © Siemens AG 20172017.07.07Page 7 Siemens PLM Software
c
Process Automation – Conditional Execution (Branching)
Proc
ess
Auto
mat
ion
HEEDS allows you to quickly and easily setup of complex process flows by eliminating the need for script writing to handle branching logic
Unrestricted © Siemens AG 20172017.07.07Page 8 Siemens PLM Software
c
Process Automation – Nesting/Looping
Proc
ess
Auto
mat
ion
Unrestricted © Siemens AG 20172017.07.07Page 9 Siemens PLM Software
Full Vehicle Body Weight Reduction
• Re-design body-in-white to minimize mass
Goals:
• Capture and automate entire workflow
• Minimize Body-In-White weight
• Maintain manufacturability
• Obtain the same or better performance
• Constrain increases in cost
After 250 design iterations, found 49 feasible designs. Resulted in 20% reduction in weight with only 5% increase in cost.
Unrestricted © Siemens AG 20172017.07.07Page 10 Siemens PLM Software
Full Vehicle Body Weight Reduction
• Re-design body-in-white to minimize mass
• Modified: Shape, gage, material variables (>400)
• Used collaborative design feature
• Unsuccessful use of other design exploration tools earlier After 250 design iterations, found 49 feasible designs. Resulted in 18% reduction in
weight with only 5% increase in cost.
TARGET WEIGHT (20% saving) TARGET COST
(10% up)
BODY NVH
FRONT CRASH (all load cases)
OCCUPANT RESTRAINTS (all load cases)
SIDE CRASH (all load cases)
REAR CRASH (all load cases)
ROOF CRUSH (all load cases)
DURABILITY
BODY STIFFNESS (global and local)
HEEDS PERFORMANCE ASSESSMENT
BASELINE
Unrestricted © Siemens AG 20172017.07.07Page 11 Siemens PLM Software
Distributed Execution – Parallel Execution
Dis
tribu
ted
Exec
utio
n 6
101 1
Unrestricted © Siemens AG 20172017.07.07Page 12 Siemens PLM Software
Distributed Execution – Different Compute Resources
Dis
tribu
ted
Exec
utio
n
Unrestricted © Siemens AG 20172017.07.07Page 13 Siemens PLM Software
Distributed Execution – Resource Pre-allocation
Dis
tribu
ted
Exec
utio
n
By pre-allocating all the resources needed for the duration of the study, once allocated, HEEDS bypasses waiting in the queue for all analysis jobs.
Submit Analysis
Wait in Queue
Resource Available
Without Pre-allocation
Unrestricted © Siemens AG 20172017.07.07Page 14 Siemens PLM Software
Distributed Execution – Resource Pre-allocation
Dis
tribu
ted
Exec
utio
n
By pre-allocating all the resources needed for the duration of the study, once allocated, HEEDS bypasses waiting in the queue for all analysis jobs.
Submit Allocation
Wait in Queue
Resource Available
With Pre-allocation
Submit Analysis
Unrestricted © Siemens AG 20172017.07.07Page 15 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
• Find a design that yields outlet temperatures below 36°C
Challenge Design feasible undersea heat exchanger:
• Intake oil at 50°C; Outlet oil < 36°C
• Maximize flow; minimize pressure drop
• Ensure robust performance
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Unrestricted © Siemens AG 20172017.07.07Page 16 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
Leveraged existing models/tools:
• Parametric NX CAD model to vary geometry and materials
• Parametric STAR-CCM+ CFD model to simulate steady-state fluid flow and heat transfer
• Find a design that yields outlet temperatures below 36°C
Validated CAD/CAE Models
Parametric NX CAD Model Parametric STAR-CCM+ CFD Model
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Unrestricted © Siemens AG 20172017.07.07Page 17 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
Considered:
• 10 geometry design variables
• 1 material design variable
• 1 constraint: pressure drop < 40 psi
Process Automation
Parametric NX CAD Geometry STAR-CCM+ CFD Analysis
Simulation
Responses
Design
Variables
HEEDS Intelligent Design Search
• Find a design that yields outlet temperatures below 36°C
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Unrestricted © Siemens AG 20172017.07.07Page 18 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
Utilized:
• 4 designs evaluated at a time in parallel
• 48 cores for CFD simulation
• 1 core for CAD modifications
Distributed Execution
Linux Cluster Head Node Linux Cluster
12 cores on each of 4 nodes
• Find a design that yields outlet temperatures below 36°C
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Windows workstation CFDCAD
Unrestricted © Siemens AG 20172017.07.07Page 19 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
Efficient Search
Parametric NX CAD STAR-CCM+ CFD
Response
Change design variables
• Find a design that yields outlet temperatures below 36°C
Searched:
• 150 designs in 12 days
• 75% of designs were feasible
Identified:
• 3 high performance feasible designs
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Efficient Search
Parametric NX CAD STAR-CCM+ CFD
Response
Change design variables
Outstanding Designs
Monitor responses
Unrestricted © Siemens AG 20172017.07.07Page 20 Siemens PLM Software
Traditional design exploration techniques failed to identify a single feasible design over six months. In two weeks, HEEDS identified 3 high-performing design alternatives.
Identified Design with:
• Outlet oil temp reduced 35% to 32.3°C
• Minimal pressure drop of 0.288 psi
• Excellent flow rate over 22 gpm
Efficient Search-- Top Three Designs --
#145Outlet Temp 32.26°CFlow Rate 22.55 gpm
SuperDuplex
#150Outlet Temp 33.17°CFlow Rate 10.85 gpm
Inconel
#76Outlet Temp 32.5°CFlow Rate 6.95 gpm
SuperDuplex
4 Groups4 Tubes/GroupMax Height
5 Groups1 Tube/GroupMax Height
3 Groups3 Tubes/GroupMax Height
• Find a design that yields outlet temperatures below 36°C
Streamlining the Design Exploration ProcessCustomer case study: Designing efficient subsea heat exchangers
Unrestricted © Siemens AG 20172017.07.07Page 21 Siemens PLM Software
Efficient Search - SHERPA
Mountain Climbing AnalogyUnknown Terrain (Design Space):
• Would you really feel safe to only rely on one strategy and set of equipment?
--- That’s the traditional approach
Icy?
Rocky?
Loose gravel?
Heavy snow?
Steep cliff face?
Walking path?
Crevasse?
• What you need is a SHERPA who knows all of the strategies, carries all your equipment, and tailors the approach to the terrain encountered
--- That’s the modern HEEDS approach
Effic
ient
Se
arch
Unrestricted © Siemens AG 20172017.07.07Page 22 Siemens PLM Software
Efficient Search – Proposed Exploration Workflow
Effic
ient
Se
arch x1
x2
Perform Optimization
x1
x2
Direct/Surrogate based
DOE/Reliability
Design space points evaluated by HEEDS (SHERPA)
Unrestricted © Siemens AG 20172017.07.07Page 23 Siemens PLM Software
Efficient Search – Other Exploration Techniques
Effic
ient
Se
arch
Unrestricted © Siemens AG 20172017.07.07Page 24 Siemens PLM Software
Military Vehicle Design
Challenge:• Find vehicle ride elements that:
• Satisfy 40 constraints• Improve 44 ride factor variables• Subject to 7 vehicle maneuvers• Minimize sum of absorbed power and max vertical acceleration
• Previously, after 12 man weeks of manual effort using DOEs, no feasible designs were found
Results:• After 200 evaluations, HEEDS discovered 61 feasible designs• Identified design with best performance after 123 evals• Stellar vehicle performance! “HEEDS® is superior to anything else
on the market today.” - Jesper Slattengren, Pratt & Miller
Simulation Constraint #10" half-round GCW Vertical accel 410" half-round CVW Vertical accel 4
Drop-off GVW Ride frequencies 4Ride damping 4
Drop-off CVW Ride frequencies 4Ride damping 4
Offroad CVW Absorbed power 4Offroad GVW Absorbed power 4
Step steer
Yaw overshoot 1Roll overshoot 1Yaw damping 1Roll damping 1
Constant radiusUndersteer gradient 2Max lateral accel 1Roll gradient 1
Total 40
Factors
Front
Dual rate spring 5Position sensitive damper 12Anti-roll bar 3Geometry 3
Rear
Dual rate spring 5Position sensitive damper 12Anti-roll bar 3Geometry 1
Total 44
“That’s the best vehicle I’ve ever ridden in.” - Frank Sturek, Infantry Battalion Commander
Designed with HEEDS!
Unrestricted © Siemens AG 20172017.07.07Page 25 Siemens PLM Software
Insight & Discovery – Plotting & Discovery Tools
Insi
ght
& D
isco
very
Unrestricted © Siemens AG 20172017.07.07Page 26 Siemens PLM Software
Insight & Discovery – Report Generation
Insi
ght
& D
isco
very
Unrestricted © Siemens AG 20172017.07.07Page 27 Siemens PLM Software
Improving suspension control arm design process
• Design suspension control arm shape to minimize mass and satisfy constraints
Challenge Quickly design control arm to:
• Minimize mass (weight)
• Satisfy all loading conditions
• Maintain constraints on stress and permanent set
Control arm
“HEEDS revolutionized our design process.”
Unrestricted © Siemens AG 20172017.07.07Page 28 Siemens PLM Software
Improving suspension control arm design process
Automated Virtual Prototype Building:
• Packaging space sliced
• Parametric cross-sections designed
• Linear, nonlinear, and fatigue finite element simulations performed
Process Automation
“HEEDS revolutionized our design process.”
Packaging space sliced
Packaging space CAD
HEEDS Intelligent Design Search
Sections designed
Geometry defined
FE mesh and loads
Linear Stress Analysis
Nonlinear FE Analysis
Fatigue Analysis
OEM requirements
Control arm
• Design suspension control arm shape to minimize mass and satisfy constraints
Unrestricted © Siemens AG 20172017.07.07Page 29 Siemens PLM Software
Improving suspension control arm design process
Searched for high performing designs:
• 1375 design evaluated
• 66 shape variables explored
• Minimized mass
• Satisfied constraints on stress, deflection, permanent set, fatigue life
Design Exploration
“HEEDS revolutionized our design process.”
Control arm
• Design suspension control arm shape to minimize mass and satisfy constraints
Unrestricted © Siemens AG 20172017.07.07Page 30 Siemens PLM Software
Improving suspension control arm design process
Searched for high performing designs:
• 1375 design evaluated
• 66 shape variables explored
• Minimized mass
• Satisfied constraints on stress, deflection, permanent set, fatigue life
Design Exploration
“HEEDS revolutionized our design process.”
0
5
10
15
20
25
30
Manual Process HEEDS Process
Tim
e (W
eeks
)
Control Arm Design ProcessControl arm
• Design suspension control arm shape to minimize mass and satisfy constraints
Unrestricted © Siemens AG 20172017.07.07Page 31 Siemens PLM Software
Improving suspension control arm design process
Identified high performing designs:
• Reduced mass by >31%
• Satisfied all constraints
• Lofted by CAD and casted
• Ready for production in under 4 weeks
Insight & Discovery
“HEEDS revolutionized our design process.”
Topology Based Design HEEDS Based Design
Better, Faster
Control arm
• Design suspension control arm shape to minimize mass and satisfy constraints
Unrestricted © Siemens AG 20172017.07.07Page 32 Siemens PLM Software
Improving suspension control arm design process
Identified high performing designs:
• Reduced mass by >31%
• Satisfied all constraints
• Lofted by CAD and casted
• Ready for production in under 4 weeks
Insight & Discovery
“HEEDS revolutionized our design process.”
Control arm
• Design suspension control arm shape to minimize mass and satisfy constraints
Unrestricted © Siemens AG 20172017.07.07Page 33 Siemens PLM Software
Summary
Innovative Companies are Extracting Higher Value
From Simulation
Redefining Simulation Strategy to Focus on Driving Performance
Discover Better Designs, Faster