Transcript Intelligent Systems Case Presentation: Group 5
OMIS 661 Presentation – Intelligent System Case
Caterpillar uses optimization to reduce structural mass while improving structural strength
Presenters – Celeste Latham and John Kearsing
OMIS 661 Presentation – Intelligent System Case Agenda
•Concept Introduction •Structural optimization • Terminology • Optimization process • Caterpillar’s Virtual Product Development position • Optistruct demo • CAT optimization
Agenda
OMIS 661 Presentation – Intelligent System Case
Concept Introduction
Structural optimization is an automated technique that derives the optimal design of a structure given design criteria.
Structural optimization has the potential to:.
–Significantly reduce material costs by optimizing structural designs with respect to specified goals –Accelerate product development through the elimination of manual design and analysis iterations –Improve product quality and reliability by promoting early and frequent analysis of structural strength and life
OMIS 661 Presentation – Intelligent System Case
Concept Introduction
Material optimization Terminology
Topology optimization Optimal material layout in a given package space Shape optimization Optimal Shape of a given geometric feature Size optimization Parametric optimization Ex. Gage thickness, Beam sections etc
OMIS 661 Presentation – Intelligent System Case
Concept Introduction
Structural Optimization Process
Topology Optimization Size & Shape Optimization engineer engineer engineer Different Iterations Intelligent System Design Interpretation Final Design Intelligent System
OMIS 661 Presentation – Intelligent System Case
CAT & VPD
A Fortune 100 company, Caterpillar is the world's leading manufacturer of construction and mining equipment, diesel and natural gas engines and industrial gas turbines. The company is a technology leader in construction, transportation, mining, forestry, energy, logistics, electronics, financing and electric power generation. Key company facts : • ~$23,000,000,000 company • • • ~69,000 employees Averages 500 patents per year Over 1000 PhDs/CEO PhD
OMIS 661 Presentation – Intelligent System Case
CAT & VPD
• Every component on a CAT tractor is modeled in a 3D modeling system prior to creation – Millions of models. This has set the stage for Caterpillar’s Virtual Product Development Strategy.
OMIS 661 Presentation – Intelligent System Case
CAT & VPD
VIRTUAL PRODUCT DEVELOPMENT
• More time spent in the early stages of virtual product development to better reduce time spent maintaining the product in the later stages.
OMIS 661 Presentation – Intelligent System Case
VIRTUAL PRODUCT DEVELOPMENT
CAT & VPD
Product definition
Concept Detailed Design Testing
OMIS 661 Presentation – Intelligent System Case
CAT & VPD
VIRTUAL PRODUCT DEVELOPMENT
• • Structural Optimization is one focus of VPD Caterpillar is using Optistruct, a product developed by Altair Engineering, to help achieve the goals of VPD
Optistruct Demo
Topology Optimization
Radiator Bracket – Design Package Space ▲ Original bracket failed ▲ Reduce stress in bracket Courtesy TECOSIM GmbH, Ruesselsheim
Topology Optimization
Radiator Bracket – Optimization Results Courtesy TECOSIM GmbH, Ruesselsheim
Topology Optimization
Radiator Bracket – Geometry Extraction/Design Interpretation
VOLUME = 0.3
Density Threshold = 0.6
Courtesy TECOSIM GmbH, Ruesselsheim
Topology Optimization
Radiator Bracket – CAD Detailing of Concept Design Courtesy TECOSIM GmbH, Ruesselsheim
Topology Optimization
Radiator Bracket – Final Detailed Design
Design from Optistruct Final Interpreted Design
Courtesy TECOSIM GmbH, Ruesselsheim
Topology Optimization
Radiator Bracket – Design Validation Original Design
Max. v. Mises Stress Max. Displ. Mass
Optimized Design Courtesy TECOSIM GmbH, Ruesselsheim
Optimization of SUV Chassis Frame
Optimization Objectives: Re-design the Chassis Frame Minimize the Mass Maintain the same structural stiffness
Optimization of SUV Chassis Frame
Topology Optimization Identify the maximum design space
Optimization of SUV Chassis Frame
Topology Optimization Result Optimal Placement of Material
Optimization of SUV Chassis Frame
Evaluation of topology optimization result First Concept Design
Optimization of SUV Chassis Frame
Analysis of First Concept Design 300 250 200 150 100 50 0
Optimization of SUV Chassis Frame
Topology Optimization of First Concept Design Open C-Section Cross-member Topology optimization on shell structure: Re-define Material Placement Closed C-Section
Optimization of SUV Chassis Frame
Second Concept Design Open C-Section Closed C-Section Cross-member 300 250 200 150 100 50 0
-12%
Lighter Structure
Optimization of SUV Chassis Frame
Optimal Design 300 250 200 150 100 50 0
-23%
Design tuning using shape and size optimization
Optimization of SUV Chassis Frame
Designs Comparison Baseline Frame: Ladder Frame Design – 226 kg Optimized Frame: Lightweight Concept – 174 kg (-23%)
Topology Driven Vehicle Concepts
● Lightweight SUV Frame Concept – Baseline frame used for stiffness and modal targets ● ● Including Torsion Bar & Trans C/M Mass: 498(lbs) [226(kg)] **
** Includes mass of welds (3kgs)
● Performance Targets: – – – – – Twist: Vertical Bend: Lateral Bend: Bending Stiffness: Torsion Stiffness:
Target Weight Reduction 125lbs (25%)
18.7 Hz 27.1 Hz 29.0 Hz 3278 N/mm 121 kNm/rad
Topology Driven Vehicle Concepts
Define all available package space, Loading, and BC’s Topology Optimization for gross concept features Interpret into first concept design Topology optimization for concept refinement
Interpret concept for final optimization and design details
Concept Development Process
Final Concept
Topology Driven Vehicle Concepts
● Final Concept Design – – – Primary Hydroformed Sections Mid Rail “C” Section Welded Body Mount Brackets – – – – 23% lower mass 25% fewer parts 50% less weld length Cost penalty: • $0.25 cost per lb saved ● Performance Results: – – – – – Twist: Vertical Bend: Lateral Bend: Bending Stiffness: Torsion Stiffness: 25.0 Hz (+34%) 27.8 Hz (+2.5%) 26.4 Hz (-9%) 3278 N/mm (0%) 159 kNm/rad (+31%)
OMIS 661 Presentation – Intelligent System Case
CAT Optimization
D8 Trunnion optimization
OMIS 661 Presentation – Intelligent System Case
CAT Optimization
Original Fabricated Trunnion Design – 2 pieces
Fabricated Version: Mass=
44.1 Kg
OMIS 661 Presentation – Intelligent System Case
Design Objective
Minimized Weight
Design Constraints
Von Mises Stress (Yellow Part) < 785 Mpa Max Principle Stress (Yellow Part) < 372 Mpa
Design Variables-Five
•Inside pocket •Neck Radius •Neck Transition •Bolt Plate Thickness •TRF Inserted Flange Thickness
CAT Optimization
OMIS 661 Presentation – Intelligent System Case
Final Design
CAT Optimization
Weight Results
weight 45 40 35 30 25 Current Optimized weight
CURRENT FABICATION DESIGN OPTIMIZED DESIGN Weight(kg) % Reduction
44.1
26.6
39.70%
OMIS 661 Presentation – Intelligent System Case Stress Results
Requirement: Max Principle Stress < 372 MPa Result: 187.9 MPa Requirement: Von Mises Stress < 785 Mpa Result: 757.3 MPa
CAT Optimization
Max. Load
OMIS 661 Presentation – Intelligent System Case Financial Results
CAT Optimization
• 40 % weight reduction from current production design • $136 cost savings per a part • 3260 parts are expected • $443,360 annual cost savings
OMIS 661 Presentation – Intelligent System Case Future Uses
•Expand the optimization process other product lines •Gain an estimated savings of $2 million in 2005
CAT Optimization
OMIS 661 Presentation – Intelligent System Case
CAT Optimization
Questions?