intelligent industrial robotics - hkstp

21
1 Intelligent Industrial Robotics Heping Chen [email protected] Shenzhen Academy of Robotics Shenzhen, China Texas State University San Marcos, TX78666 1

Upload: others

Post on 04-May-2022

7 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Intelligent Industrial Robotics - HKSTP

1

Intelligent Industrial Robotics

Heping Chen

[email protected]

Shenzhen Academy of Robotics

Shenzhen, China

Texas State University

San Marcos, TX78666 1

Page 2: Intelligent Industrial Robotics - HKSTP

Robotics Laboratory

2

Page 3: Intelligent Industrial Robotics - HKSTP

Outline

Moving Line Assembly

Intelligent Robotic Assembly

Optimal Welding Process

Optimal Robot Path Planning

Summary

3

Page 4: Intelligent Industrial Robotics - HKSTP

Moving Line Assembly

4

Page 5: Intelligent Industrial Robotics - HKSTP

Moving Line Assembly

5

Page 6: Intelligent Industrial Robotics - HKSTP

Complex Assembly Process

6

Page 7: Intelligent Industrial Robotics - HKSTP

Online Optimization Process

7

Process

Coordination

Parameter Evaluation

LCBVR

GPR Modeling

ProductionSuccess?

Candidate

Exploitation?

LCB

Optimization

Random

Acquisition

Add Variance

Production

Op

tim

iza

tio

n

Yes

No

Yes

No

Update

Model?

Yes

No

Initial Parameter Set

Optimal Parameter Set

New Parameter Set

Page 8: Intelligent Industrial Robotics - HKSTP

Online Parameter Optimization

8

Page 9: Intelligent Industrial Robotics - HKSTP

Arc Welding

9

A

Clamping Jig

B

Workpiece

Welding Torch

Robot Arm

Page 10: Intelligent Industrial Robotics - HKSTP

Optimal Welding Technique

10

Welding

Process

Welder or Robotic

Welding system

Welding Quality

Evaluation

Optimal Welding Parameter

Learning Method

Page 11: Intelligent Industrial Robotics - HKSTP

Spray Painting

11

Page 12: Intelligent Industrial Robotics - HKSTP

Spray Forming

12

Page 13: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

Constraints

Verification

Tool Model

Optimal Tool Path

CAD Model

TMROBCAD

Optimization

Criteria

Optimal

Tool

Path

Planner

13

Page 14: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

Patch forming algorithm

Given conditions

Tool trajectory planning for one patch

Optimal tool trajectory planning

Tool trajectory integration

Optimal Tool trajectory Connection

1

2 3 4 5

6

7

14

Page 15: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

Patch forming algorithm

Given conditions

Tool trajectory planning for one patch

Optimal tool trajectory planning

Tool trajectory integration

Optimal Tool trajectory Connection

1

2 3 4 5

6

7

1

15

Page 16: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

Patch forming algorithm

Given conditions

Tool trajectory planning for one patch

Optimal tool trajectory planning

Tool trajectory integration

Optimal Tool trajectory Connection

1

3 4 5

6

7

1

2

16

Page 17: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

Patch forming algorithm

Given conditions

Tool trajectory planning for one patch

Optimal tool trajectory planning

Tool trajectory integration

Optimal Tool trajectory Connection

1

2 3 4 5

6

7

17

Page 18: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

1

2 3 4 5

6

7

18

Page 19: Intelligent Industrial Robotics - HKSTP

Optimal Path Planning

A Multi-objective Constraint Optimization Problem 19

Page 20: Intelligent Industrial Robotics - HKSTP

Summary

Industrial robotics

Intelligence

Robotic manufacturing process optimization

Technology Trend

Many opportunities

Challenges

Ease of use

Intelligence

Safety

Field robotics: Oil&gas

20

Page 21: Intelligent Industrial Robotics - HKSTP

Thank you

? 21