4
Surg. Robotics Summer School 7/20/2014 Hannaford 1 Telerobotic Surgery Research With the Raven™ Surgical System Blake Hannaford University of Washington Dept. of Electrical Engineering BioRobotics Laboratory CMU Summer School 7.2014 1 Blake Hannaford, University of Washington CMU Summer School 7.2014 Outline Blake Hannaford, University of Washington Overview: big ideas Haptics Teleoperation Surgical Skill Raven Surgical Robotics Research Platform Goals Adventures Raven II Architecture Intelligent Augmentation Virtual Fixtures Kinect Haptics Laser liver resection demo (video) Fundamentals of Laparoscopic Surgery Benchmark Golf course/ Jetstream Behavior Trees 2 Blake Hannaford, University of Washington CMU Summer School 7.2014 Overview Blake Hannaford, University of Washington 3 Blake Hannaford, University of Washington BioRobotics Lab CMU Summer School 7.2014 Haptics Google 13-Sept-2013 Blake Hannaford, University of Washington Touch! Comet Temple 1 May 2013 Blake Hannaford, University of Washington BioRobotics Lab CMU Summer School 7.2014 May 2013 Blake Hannaford, University of Washington BioRobotics Lab CMU Summer School 7.2014 May 2013 Blake Hannaford, University of Washington

Surg. Robotics Summer Schoolbiorobotics.ri.cmu.edu/education/summerschool/slides/SLIDES_Hann… · Surg. Robotics Summer School 7/20/2014 Hannaford 3 BioRobotics Lab Blake Hannaford,

  • Upload
    others

  • View
    3

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Surg. Robotics Summer Schoolbiorobotics.ri.cmu.edu/education/summerschool/slides/SLIDES_Hann… · Surg. Robotics Summer School 7/20/2014 Hannaford 3 BioRobotics Lab Blake Hannaford,

Surg. Robotics Summer School

7/20/2014

Hannaford 1

Telerobotic Surgery Research With the Raven™ Surgical System

Blake Hannaford

University of Washington

Dept. of Electrical Engineering

BioRobotics Laboratory

CMU Summer School 7.2014 1Blake Hannaford, University of Washington CMU Summer School 7.2014

Outline

Blake Hannaford, University of Washington

• Overview: big ideas• Haptics• Teleoperation• Surgical Skill

• Raven Surgical Robotics Research Platform• Goals• Adventures• Raven II• Architecture

• Intelligent Augmentation• Virtual Fixtures• Kinect Haptics• Laser liver resection demo (video)• Fundamentals of Laparoscopic Surgery Benchmark• Golf course/ Jetstream

• Behavior Trees

2Blake Hannaford, University of Washington

CMU Summer School 7.2014

Overview

Blake Hannaford, University of Washington 3Blake Hannaford, University of WashingtonBioRobotics Lab

CMU Summer School 7.2014

Haptics

Google 13-Sept-2013 Blake Hannaford, University of Washington

Touch!

Comet Temple 1May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

Page 2: Surg. Robotics Summer Schoolbiorobotics.ri.cmu.edu/education/summerschool/slides/SLIDES_Hann… · Surg. Robotics Summer School 7/20/2014 Hannaford 3 BioRobotics Lab Blake Hannaford,

Surg. Robotics Summer School

7/20/2014

Hannaford 2

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics Lab8Blake Hannaford, University of Washington

BioRobotics Lab9Blake Hannaford, University of Washington

BioRobotics Lab10Blake Hannaford, University of Washington

BioRobotics Lab

Each h parameter corresponds to an important aspect of performance

Each h parameter corresponds to a mathematical boundary condition

Each h parameter corresponds to a well defined physical measurement

11Blake Hannaford, University of WashingtonBioRobotics Lab

12Blake Hannaford, University of Washington

Page 3: Surg. Robotics Summer Schoolbiorobotics.ri.cmu.edu/education/summerschool/slides/SLIDES_Hann… · Surg. Robotics Summer School 7/20/2014 Hannaford 3 BioRobotics Lab Blake Hannaford,

Surg. Robotics Summer School

7/20/2014

Hannaford 3

BioRobotics Lab13Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014

Study Design

Rendering by Jeff Brown

Brown, Rosen, Barecca, Sinanan, Chang

• Measure positions, forces

and torques in MIS

procedures

• 30 subjects, 7 subtasks

each

• Experiments using R1-

Expert surgeons on

animals (pigs)

• Experiments performed in

Center for

Videoendoscopic Surgery

• IACUC approval

May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014

Typical Data

•Expert surgeon

•Forces and Positions

May 2013Blake Hannaford, University of Washington

Page 4: Surg. Robotics Summer Schoolbiorobotics.ri.cmu.edu/education/summerschool/slides/SLIDES_Hann… · Surg. Robotics Summer School 7/20/2014 Hannaford 3 BioRobotics Lab Blake Hannaford,

Surg. Robotics Summer School

7/20/2014

Hannaford 4

BioRobotics LabCMU Summer School 7.2014

Hidden Markov Model

Observation Density

Observation Density

Observation Density

Observation Density

StatesTransition Matrix, A

Forces

Displacem

ents

Contact

Output+

VQ

Symbols

May 2013Blake Hannaford, University of WashingtonBioRobotics Lab

CMU Summer School 7.2014 May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014

HMM Approach

● Train a HMM for

each seniority group

● Compute distance

measure

● Skill assessment is

group with closest

distance

R1

R1

R5

R4

R3

R2

?

May 2013Blake Hannaford, University of WashingtonBioRobotics Lab

CMU Summer School 7.2014

HMM Distance Measure

1.0000

1.9972

5.07734.5722

3.8967

8.3436

0

1

2

3

4

5

6

7

8

9

10

11

12

13

14

R1 R2 R3 R4 R5 E

Training Level

Norm

aliz

ed S

tatistic

al D

ista

nce (

Mark

ov

Models

)

May 2013Blake Hannaford, University of Washington

BioRobotics LabCMU Summer School 7.2014

Video Analysis Score

34

60 60

75

86

100

0

20

40

60

80

100

R1 R2 R3 R4 R5 E

Training Level

Subje

ctive

Score

R1 (34.4, 8.34)

R2 (59.6, 3.9)

R3 (60.0, 4.6)

R4 (74.7, 5.1)

R5 (86.5, 2.0)

E (100, 1)

R2 = 0.8623

0

1

2

3

4

5

6

7

8

9

0 20 40 60 80 100

Subjective Analysis (Video Analysis)

Ob

jecti

ve A

naly

sis

(M

ark

ov M

od

el)

May 2013Blake Hannaford, University of Washington