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Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November, 2011 Weekly Group Meeting Presentation
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Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Dec 18, 2015

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Page 1: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Crane Operator Performance Comparing PD-Feedback Control and Input Shaping

Ajeya Karajgikar

(with Dr. Joshua Vaughan and Dr. William Singhose)

10th November, 2011

Weekly Group Meeting Presentation

Page 2: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Sensing Crane Payloads Can be Difficult

• Sensing hook and payload is not trivial even in ideal conditions

• Distinguishing between the hook and payload using machine vision can be difficult

Page 3: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Conflict Between Feedback and Human Operators

• Conceptual Block Diagram of the PD Crane Controller

Page 4: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Using Input Shaping to Reduce Unwanted Payload Oscillations

• Payload oscillation after a point-to-point move makes it difficult for accurate position while decreasing safety

Page 5: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Using Input Shaping to Reduce Unwanted Payload Oscillations

• Payload oscillation after a point-to-point move makes it difficult for accurate position while decreasing safety

• Input shaping can be used to solve this problem

Page 6: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Conflict Between Feedback and Human Operators

• Conceptual Block Diagram of Input-Shaping Controller

• Conceptual Block Diagram of the PD Crane Controller

Page 7: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

10-ton Industrial Bridge Crane

Page 8: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Single Pendulum and Double Pendulum Effects

• Single Pendulum Case

• Double Pendulum Case

Page 9: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

• Single Pendulum Case

• Double Pendulum Case

Single Pendulum and Double Pendulum Effects

Page 10: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (without shaping)

• Hook was moved from one point to another point over a distance of 3m manually

Page 11: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (PD-Feedback Control)

• Hook was moved from one point to another point over a distance of 3m manually

Page 12: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (with shaping)

• Hook was moved from one point to another point over a distance of 3m manually

Page 13: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Hook Angle Response Point-to-point movements

• Hook angle response when hook was moved from one point to another point over a distance of 3m manually

Page 14: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

10-ton Industrial Bridge Crane and Obstacle Course

Page 15: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance - Manual Control

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 165s)

Page 16: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance – PD-Feedback

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 39s)

Page 17: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance – Input Shaped

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 40s)

Page 18: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Completion Times by each Operator

• Completion times of twelve novice crane operators

Page 19: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Average Completion Times• Completion time with PD-control was 74% less than

manual control (37s vs. 140s)• Input shaping further reduced the average completion

time to 32s, representing a 14% reduction from PD control and a 77% reduction from manual control

Page 20: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – Unshaped

• Travel distance of trolley and hook by twelve novice crane operators

Page 21: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – PD-Feedback

• Travel distance of trolley and hook by twelve novice crane operators

Page 22: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – Shaped

• Travel distance of trolley and hook by twelve novice crane operators

Page 23: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Total Distance Traveled by Trolley• The shorter total travel distance afforded by

input shaping provides evidence that is more energy efficient than either manual control or PD control (9.52m vs 7.84m vs 7.51m)

Page 24: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Total Distance Traveled by Hook• The shorter total travel distance traversed by

the hook shows how well the hook can track the desired path (60.33m vs 10.02m vs 7.79m)

Page 25: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Collisions by each Operator

• Collisions of twelve novice crane operators (Unshaped = 13; Feedback = 0; Shaped = 0)

Page 26: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Single Pendulum and Double Pendulum Effects

• Single Pendulum Case

• Double Pendulum Case

Page 27: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode

• Point-to-point moves with controllers designed for Single Mode

• Point-to-point moves with controllers designed for Double Mode with changes in payload configuration

Page 28: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode

• Point-to-point moves with controllers designed for Single Mode

• Point-to-point moves with controllers designed for Double Mode with changes in payload configuration

Page 29: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (without shaping)

• Hook was moved from one point to another point over a distance of 3m manually

Page 30: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (PD-Feedback Control)

• Hook was moved from one point to another point over a distance of 3m manually

(Double Pendulum gains)

Page 31: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (with shaping)

• Hook was moved from one point to another point over a distance of 3m manually

(Two Mode ZV Shaper)

Page 32: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Hook Angle Response Point-to-point movements

• Hook angle response when hook was moved from one point to another point over a distance of 3m manually

Page 33: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode

• Point-to-point moves with controllers designed for Single Mode

• Point-to-point moves with controllers designed for Double Mode with changes in payload configuration

Page 34: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode• Point-to-point moves with controllers designed for

Single Mode The masses are kept the same but the gain and

shaper parameters are changed• Point-to-point moves with controllers designed for

Double Mode with changes in payload configuration

Page 35: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (PD-Feedback Control)

• Hook was moved from one point to another point over a distance of 3m manually

(Single Pendulum gains)

Page 36: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (with shaping)

• Hook was moved from one point to another point over a distance of 3m manually

(One Mode ZV Shaper)

Page 37: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Hook Angle Response Point-to-point movements

• Hook angle response when hook was moved from one point to another point over a distance of 3m manually

Page 38: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Hook Angle Response Point-to-point movements

Page 39: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode

• Point-to-point moves with controllers designed for Single Mode

• Point-to-point moves with controllers designed for Double Mode with changes in payload configuration

Page 40: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements

• Point-to-point moves with controllers designed for Double Mode• Point-to-point moves with controllers designed for Single

Mode• Point-to-point moves with controllers designed for

Double Mode with changes in payload configuration Different masses were attached, but the gain and

shaper parameters were left unchanged mp was changed from 50 lbs to:

Case (1) 25 lbs and Case (2) 75 lbs Testing the robustness of the controller

Page 41: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (PD-Feedback Control)

• Hook was moved from one point to another point over a distance of 3m manually

(Double Pendulum gains, 25 lbs)

Page 42: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (with shaping)

• Hook was moved from one point to another point over a distance of 3m manually

(Two Mode ZV Shaper, 25 lbs)

Page 43: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (PD-Feedback Control)

• Hook was moved from one point to another point over a distance of 3m manually

(Double Pendulum gains, 75 lbs)

Page 44: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Point-to-point movements (with shaping)

• Hook was moved from one point to another point over a distance of 3m manually

(Two Mode ZV Shaper, 75 lbs)

Page 45: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance - Manual Control

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 238s)

Page 46: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance – PD-Feedback

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 60s)

Page 47: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Example Operator Performance – Input Shaped

• Unshaped response of hook position when an operator maneuvers through the obstacle course (t = 35s)

Page 48: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Completion Times by each Operator

• Completion times of ten novice crane operators

Page 49: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Average Completion Times• Completion time with PD-control was 66% less than

manual control (55s vs. 161s)• Input shaping further reduced the average completion

time to 38s, representing a 31% reduction from PD control and a 76% reduction from manual control

Page 50: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – Unshaped

• Travel distance of trolley and hook by ten novice crane operators

Page 51: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – PD-Feedback

• Travel distance of trolley and hook by ten novice crane operators

Page 52: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Distance Traveled – Shaped

• Travel distance of trolley and hook by ten novice crane operators

Page 53: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Total Distance Traveled by Trolley• The shorter total travel distance afforded by

input shaping provides evidence that is more energy efficient than either manual control or PD control (9.52m vs 9.07m vs 7.88m)

Page 54: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Total Distance Traveled by Hook• The shorter total travel distance traversed by

the hook shows how well the hook can track the desired path (44.72m vs 14.17m vs 9.77m)

Page 55: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Collisions by each Operator

• Collisions of ten novice crane operators (Unshaped = 18; Feedback = 2; Shaped = 0)

Page 56: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Summary

• Both PD-Feedback control and Input Shaping significantly reduce oscillation

• Using PD-Feedback control presents difficulty in sensing payload and human operator compatibility problems

• Input Shaping produced the lowest average task completion times and shortest average trolley travel distance

• Input Shaping was the safest in terms of obstacle avoidance

Page 57: Crane Operator Performance Comparing PD-Feedback Control and Input Shaping Ajeya Karajgikar (with Dr. Joshua Vaughan and Dr. William Singhose) 10 th November,

Questions, comments, concerns?