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Commercialization of Robotic Prototypes:
Improving the Concept for
Manufacturability and Sale
Jon Appleby
Engineering Manager, Boston
Acorn Product Development
Commercialization of Robotic Prototypes:
“The big problem is production. They overestimate how easy it is to do. It’s really hard.”
- Dimitry Grishin, xconomy 9/24/14
Late 2010
3 Employees
3 Robots
Mid 2012
70 Employees
100+ Robots
Improving on the Concept: Our Case Study
Improving on the Concept: Who we are
• Goals and requirements
• Breadboard development, component
selection
• Packaging options
• Drive-Train analysis
• Thermal modeling
• Structure – materials, process capability,
tooling approach?
• Manufacturing plan
• Cost analysis
• Down-selection of concepts, layouts,
performance metrics.
Improving on the Concept: How to Get There
• CAD design
• Updated analysis, thermal,
structural, tolerance
• Mfg Qualification, sourcing
plan.
• DFM integration from supply
base.
• Prototype build
• Goals and requirements
• Breadboard development, component
selection
• Packaging options
• Drive-Train analysis
• Thermal modeling
• Structure – materials, process capability,
tooling approach?
• Manufacturing plan
• Cost analysis
• Down-selection of concepts, layouts,
performance metrics.
Improving on the Concept: How to Get There
• CAD design
• Updated analysis, thermal,
structural, tolerance
• Mfg Qualification, sourcing
plan.
• DFM integration from supply
base.
• Prototype build
• “Test” – Validate, don’t test.
• Production design, analysis
updates.
• Vendor management
• Tool reviews, mold-flow, First-
Article inspection
• Qualification
• CM build support
• Goals and requirements
• Breadboard development, component
selection
• Packaging options
• Drive-Train analysis
• Thermal modeling
• Structure – materials, process capability,
tooling approach?
• Manufacturing plan
• Cost analysis
• Down-selection of concepts, layouts,
performance metrics.
Improving on the Concept: How to Get There
The Prototype
Phase 1: Concept Generation, Evaluation
• Defining Realistic Goals/Objectives for the Commercial Product
• Designing for Manufacturing & Challenges
• Weight
• Strength
• Performance
Phase 2: Detailed Design
• CAD Implementations
• Analysis refinements
Phase 3: Test, Production Design
• Supply Chain Challenges
• Testing, Reliability
The Results
Improving on the Concept: A Case Study
The starting point: Machined aluminum
chassis. CNC,
expensive, heavy.
Compression, flat gasket
sealing
Bolt-in-place, all at once
assembly process.
Functional! Runs great, performs all basic tasks.
Too expensive, too heavy
Not a product, yet.
COTS / Commercial drive
components.
Poor reliability, hand-wired
Over-stressed components
The Prototype
• Weight targets –
• Prototype was 35+ lbs.
• Target = <25lbs. This includes “fixed” weight metrics like battery, motor, electronics.
• Rugged
• Needs to be run by un-trained operators on unknown terrain.
• Durable, pull it out, use, put it back.
• 60” repeated drop test requirement, thrown deployment
• Custom treads
• Modular payloads
• Need space, lots of it! Future expansion possibilities
• Common interface, power, high-speed signal, water-proof
• Costs
• Needed a reduction of ~>50% in BOM (Bill of Material) costs
• This is a must for the business case
Phase 1: Goals, Realistic and Otherwise
At the concept level:
How do we fit all the required components, and meet the
performance requirements?
Evaluated several different layouts, each with:
• Thermal solutions – solar load, internal power
dissipation
• Payload capability – how big, how many?
• Climbing performance - FWD, RWD, CG, traction,
balance
• Cost
Phase 1: Concept Generation
How to we design around the CNC chassis, what are the alternatives?
Plastics: Low cost
High complexity, feature rich
Good impact, low strength
Major risks to structural & tolerance goals
New supply chain
Thixomolding: Licensed magnesium die-cast process
~Low cost, high complexity
High strength, light weight.
More accurate than aluminum die casting
New supply chain
These choices impact our concept – we need analysis at the system level.
Gaining in popularity, camera shells,
transmission cases, consumer products.
Phase 1: Concept Generation - Materials
• Will this survive the ambient conditions?
>45C ambient, desert solar load
Multiple levels & Increasing effort and reward:
• Hand-Calcs – quick, can rapidly apply to several
concepts. Rinse, Repeat as concepts evolve.
• CFD – for times when you need better than ~+/-
25% accuracy. This are slow, time-consuming,
and not 100% accurate either.
Phase 1: Concept Generation – Thermal Evaluation
We were very concerned on the drop impact:
• High cantilevered loads
• Can we use SST for the shafts, aluminum, Ti?
• Relationship between shaft OD and attachment
method?
• Will our plastic construction concepts be strong
enough?
g
Phase 1: Concept Generation – Structural Evaluation
Took several concept iterations to support the cold
temperature drop performance.
Goals
+
Brainstorming
+
Layout Options
+
Material Choices
Analysis:
Thermal
Structural
Tolerance
Performance
Down-select,
Refine, Repeat
Phase 1: Concept Generation – Synthesis and Analysis
Centerpiece of the re-design effort was a common, single-molded chassis solution.
Early concept Model
Used for basic strength
calculations, molding
feedback, vendor RFQ
process
Production Design Model
Final FEA simulations
Tolerance analysis
Phase 2: Detailed Design - Chassis
Tolerances are a key aspect of the detailed design.
There are several approaches here, each with their own advantages:
Worst-Case
Analysis:
“RSS”, Root Sum
Squared
Direct Linearization
Method
Monte-Carlo
Setup Time
(fast)
(slow)(high)
Accuracy
(low)
In everyone’s toolbox. Not realistic, doesn’t hold up for
multi-part solutions. Can’t plan for the worst!
Good approximation, weights all variables the same.
Difficult to get a predicative value.
Good balance of speed, accuracy. Combines actual
process capability into a predictive approach.
“Holy Grail”. Iterative, simulation to predict results. This
is only as good as your input data. Not recommended
unless you have measured manufacturing data on your
parts.
Phase 2: Detailed Design – Tolerance Analysis
Direct Linearization Method Approach:
Element 1:
Plastic
Feature
Element 2:
Shaft
Dimension
Element 3:
Bolt fit in
clearance
hole
Sum generates a
composite
Gaussian curve
Adding up
our
elements,
based on a
sketched
loop
New Predicted Gaussian
3 sigma = 99.9%,
or 1350 DPPM
4 sigma =
99.997%, or 32
DPPM
Phase 2: Detailed Design – Tolerance Analysis
Element n:
Hole clearance,
biased by gravity
Gear Mesh Tolerance
Loop generation, from one side of the
gap to the other.
Expected
Center
distance?
Solving for our predicted distances:
Z (Sigma) = 3.98 @ +/- 0.27mm
Or, 99.997% of the time, we expect
+/- 0.27mm of the CAD distance.
Phase 2: Detailed Design – Tolerance Analysis
Revisit our thermal solutions, at a systems level.
Early runs shown – safe plastic touch limits exceeded!
Verification of motor peak
temperatures
Phase 2: Detailed Design – Thermal Refinement
Plastics are not an overnight solution.
SLA, 3D print, machined equivalents are good mock-ups, but not functional equivalents.
We decided to build an iterative option, with a sheetmetal core chassis.
This gave us a working platform, with the similar weight profile, in a short amount of time:
Interim path:
Production path:
Phase 2: Detailed Design - Chassis
• 4-slide, large molded chassis in 8
weeks?
• Yes, it can be done!
• Global Sourcing, Vetting
suppliers remotely
• Tooling < $80k investment
• Vendor Management is key
• Tooling approvals, design
approvals, be involved.
• In process photos are a must
• Weekly communication at a
minimum
In process B-plate
In process slide
Phase 3: Supply Chain Challenges
• Tooling Drawing Reviews
• Inserts as needed, materials
• Cooling lines, gating, runner systems, ejection
Typical tool construction
drawings
Typical cooling and runner
visualizations
Phase 3: Supply Chain Challenges
• Mold-Flow Studies
• Gate & Process
verification
• Venting, Air Trap
concerns
• Done ourselves, and/or
cross-checked from
vendor provided data.
Phase 3: Supply Chain Challenges
First Article Inspection
• Just because it’s done – doesn’t mean it’s right!
Phase 3: Supply Chain Challenges
• Drop Test – this was a challenge with a high mass
object…
• Aggressive 5ft drop requirement onto pavement
Phase 3: Testing, Reliability
• Still break a few eggs!
Traced back to material issue
at supplier.
Wrong level of impact modifier
not present in the parts
provided.
Phase 3: Testing, Reliability
Empirical measurements of thermal solutions.
Done @ max power conditions, per CFD models.
CFD modeling assumed max power
@ ½ speed. Testing did not include
airflow over robot. Predicted values
are 20% lower.
Good correlation otherwise (10-20%
resolution)
Phase 3: Testing, Reliability
Lighter, Cheaper, More Capable!
• Weight savings of >10lbs
• Reduction in cost by > than an order of magnitude!
• BOM Cost Start: $10,000’s per system
• BOM Cost End: $100’s per system
• Final part count:
• 3x Die-cast/Thixo
• 25x Injection Molding
• 7x CNC
• 19x Sheetmetal
• 2x Extrusion
• Passed ruggedness/durability tests
• Payload support increase by >100%
The Results:
In Action….
The Results:
• This is hard! Production design requires different tool kits, different
approaches to meet the cost, manufacturability, performance targets.
• Production design doesn’t mean limited functionality!
• The concept – it all starts there.
• Analyze, proceed with confidence, & validate
The Results:
Q and A
Thank You
(Come see the robot in Booth 520!)
Address Contact
1 Broadway, 14th Floor Barry Braunstein
Cambridge, MA 02142 P 617-475-1541
E bbraunstein@acornpd.com

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Acorn Product Development - RoboBusiness - Commercialization of Robotic Prototypes Improving Concepts for Manufacturability and Sale

  • 1. Commercialization of Robotic Prototypes: Improving the Concept for Manufacturability and Sale Jon Appleby Engineering Manager, Boston Acorn Product Development
  • 2. Commercialization of Robotic Prototypes: “The big problem is production. They overestimate how easy it is to do. It’s really hard.” - Dimitry Grishin, xconomy 9/24/14
  • 3. Late 2010 3 Employees 3 Robots Mid 2012 70 Employees 100+ Robots Improving on the Concept: Our Case Study
  • 4. Improving on the Concept: Who we are
  • 5. • Goals and requirements • Breadboard development, component selection • Packaging options • Drive-Train analysis • Thermal modeling • Structure – materials, process capability, tooling approach? • Manufacturing plan • Cost analysis • Down-selection of concepts, layouts, performance metrics. Improving on the Concept: How to Get There
  • 6. • CAD design • Updated analysis, thermal, structural, tolerance • Mfg Qualification, sourcing plan. • DFM integration from supply base. • Prototype build • Goals and requirements • Breadboard development, component selection • Packaging options • Drive-Train analysis • Thermal modeling • Structure – materials, process capability, tooling approach? • Manufacturing plan • Cost analysis • Down-selection of concepts, layouts, performance metrics. Improving on the Concept: How to Get There
  • 7. • CAD design • Updated analysis, thermal, structural, tolerance • Mfg Qualification, sourcing plan. • DFM integration from supply base. • Prototype build • “Test” – Validate, don’t test. • Production design, analysis updates. • Vendor management • Tool reviews, mold-flow, First- Article inspection • Qualification • CM build support • Goals and requirements • Breadboard development, component selection • Packaging options • Drive-Train analysis • Thermal modeling • Structure – materials, process capability, tooling approach? • Manufacturing plan • Cost analysis • Down-selection of concepts, layouts, performance metrics. Improving on the Concept: How to Get There
  • 8. The Prototype Phase 1: Concept Generation, Evaluation • Defining Realistic Goals/Objectives for the Commercial Product • Designing for Manufacturing & Challenges • Weight • Strength • Performance Phase 2: Detailed Design • CAD Implementations • Analysis refinements Phase 3: Test, Production Design • Supply Chain Challenges • Testing, Reliability The Results Improving on the Concept: A Case Study
  • 9. The starting point: Machined aluminum chassis. CNC, expensive, heavy. Compression, flat gasket sealing Bolt-in-place, all at once assembly process. Functional! Runs great, performs all basic tasks. Too expensive, too heavy Not a product, yet. COTS / Commercial drive components. Poor reliability, hand-wired Over-stressed components The Prototype
  • 10. • Weight targets – • Prototype was 35+ lbs. • Target = <25lbs. This includes “fixed” weight metrics like battery, motor, electronics. • Rugged • Needs to be run by un-trained operators on unknown terrain. • Durable, pull it out, use, put it back. • 60” repeated drop test requirement, thrown deployment • Custom treads • Modular payloads • Need space, lots of it! Future expansion possibilities • Common interface, power, high-speed signal, water-proof • Costs • Needed a reduction of ~>50% in BOM (Bill of Material) costs • This is a must for the business case Phase 1: Goals, Realistic and Otherwise
  • 11. At the concept level: How do we fit all the required components, and meet the performance requirements? Evaluated several different layouts, each with: • Thermal solutions – solar load, internal power dissipation • Payload capability – how big, how many? • Climbing performance - FWD, RWD, CG, traction, balance • Cost Phase 1: Concept Generation
  • 12. How to we design around the CNC chassis, what are the alternatives? Plastics: Low cost High complexity, feature rich Good impact, low strength Major risks to structural & tolerance goals New supply chain Thixomolding: Licensed magnesium die-cast process ~Low cost, high complexity High strength, light weight. More accurate than aluminum die casting New supply chain These choices impact our concept – we need analysis at the system level. Gaining in popularity, camera shells, transmission cases, consumer products. Phase 1: Concept Generation - Materials
  • 13. • Will this survive the ambient conditions? >45C ambient, desert solar load Multiple levels & Increasing effort and reward: • Hand-Calcs – quick, can rapidly apply to several concepts. Rinse, Repeat as concepts evolve. • CFD – for times when you need better than ~+/- 25% accuracy. This are slow, time-consuming, and not 100% accurate either. Phase 1: Concept Generation – Thermal Evaluation
  • 14. We were very concerned on the drop impact: • High cantilevered loads • Can we use SST for the shafts, aluminum, Ti? • Relationship between shaft OD and attachment method? • Will our plastic construction concepts be strong enough? g Phase 1: Concept Generation – Structural Evaluation Took several concept iterations to support the cold temperature drop performance.
  • 16. Centerpiece of the re-design effort was a common, single-molded chassis solution. Early concept Model Used for basic strength calculations, molding feedback, vendor RFQ process Production Design Model Final FEA simulations Tolerance analysis Phase 2: Detailed Design - Chassis
  • 17. Tolerances are a key aspect of the detailed design. There are several approaches here, each with their own advantages: Worst-Case Analysis: “RSS”, Root Sum Squared Direct Linearization Method Monte-Carlo Setup Time (fast) (slow)(high) Accuracy (low) In everyone’s toolbox. Not realistic, doesn’t hold up for multi-part solutions. Can’t plan for the worst! Good approximation, weights all variables the same. Difficult to get a predicative value. Good balance of speed, accuracy. Combines actual process capability into a predictive approach. “Holy Grail”. Iterative, simulation to predict results. This is only as good as your input data. Not recommended unless you have measured manufacturing data on your parts. Phase 2: Detailed Design – Tolerance Analysis
  • 18. Direct Linearization Method Approach: Element 1: Plastic Feature Element 2: Shaft Dimension Element 3: Bolt fit in clearance hole Sum generates a composite Gaussian curve Adding up our elements, based on a sketched loop New Predicted Gaussian 3 sigma = 99.9%, or 1350 DPPM 4 sigma = 99.997%, or 32 DPPM Phase 2: Detailed Design – Tolerance Analysis Element n: Hole clearance, biased by gravity
  • 19. Gear Mesh Tolerance Loop generation, from one side of the gap to the other. Expected Center distance? Solving for our predicted distances: Z (Sigma) = 3.98 @ +/- 0.27mm Or, 99.997% of the time, we expect +/- 0.27mm of the CAD distance. Phase 2: Detailed Design – Tolerance Analysis
  • 20. Revisit our thermal solutions, at a systems level. Early runs shown – safe plastic touch limits exceeded! Verification of motor peak temperatures Phase 2: Detailed Design – Thermal Refinement
  • 21. Plastics are not an overnight solution. SLA, 3D print, machined equivalents are good mock-ups, but not functional equivalents. We decided to build an iterative option, with a sheetmetal core chassis. This gave us a working platform, with the similar weight profile, in a short amount of time: Interim path: Production path: Phase 2: Detailed Design - Chassis
  • 22. • 4-slide, large molded chassis in 8 weeks? • Yes, it can be done! • Global Sourcing, Vetting suppliers remotely • Tooling < $80k investment • Vendor Management is key • Tooling approvals, design approvals, be involved. • In process photos are a must • Weekly communication at a minimum In process B-plate In process slide Phase 3: Supply Chain Challenges
  • 23. • Tooling Drawing Reviews • Inserts as needed, materials • Cooling lines, gating, runner systems, ejection Typical tool construction drawings Typical cooling and runner visualizations Phase 3: Supply Chain Challenges
  • 24. • Mold-Flow Studies • Gate & Process verification • Venting, Air Trap concerns • Done ourselves, and/or cross-checked from vendor provided data. Phase 3: Supply Chain Challenges
  • 25. First Article Inspection • Just because it’s done – doesn’t mean it’s right! Phase 3: Supply Chain Challenges
  • 26. • Drop Test – this was a challenge with a high mass object… • Aggressive 5ft drop requirement onto pavement Phase 3: Testing, Reliability
  • 27. • Still break a few eggs! Traced back to material issue at supplier. Wrong level of impact modifier not present in the parts provided. Phase 3: Testing, Reliability
  • 28. Empirical measurements of thermal solutions. Done @ max power conditions, per CFD models. CFD modeling assumed max power @ ½ speed. Testing did not include airflow over robot. Predicted values are 20% lower. Good correlation otherwise (10-20% resolution) Phase 3: Testing, Reliability
  • 29. Lighter, Cheaper, More Capable! • Weight savings of >10lbs • Reduction in cost by > than an order of magnitude! • BOM Cost Start: $10,000’s per system • BOM Cost End: $100’s per system • Final part count: • 3x Die-cast/Thixo • 25x Injection Molding • 7x CNC • 19x Sheetmetal • 2x Extrusion • Passed ruggedness/durability tests • Payload support increase by >100% The Results:
  • 31. • This is hard! Production design requires different tool kits, different approaches to meet the cost, manufacturability, performance targets. • Production design doesn’t mean limited functionality! • The concept – it all starts there. • Analyze, proceed with confidence, & validate The Results:
  • 33. Thank You (Come see the robot in Booth 520!) Address Contact 1 Broadway, 14th Floor Barry Braunstein Cambridge, MA 02142 P 617-475-1541 E bbraunstein@acornpd.com