A run-to-run optimization controller uses a reduced set of measurement parameters, in comparison to more general feedback controllers, to converge to the best control point for a repetitive process. A new run-to-run optimization controller is presented for the scanning fiber device used for image acquisition and display. This controller utilizes very sparse measurements to estimate a system energy measure and updates the input parameterizations iteratively within a feedforward with exact-inversion framework. Analysis, simulation, and experimental investigations on the scanning fiber device demonstrate improved scan accuracy over previous methods and automatic controller adaptation to changing operating temperature. A specific application example and quantitative error analyses are provided of a scanning fiber endoscope that maintains high image quality continuously across a 20 °C temperature rise without interruption of the 56 Hz video.

References

1.
Lee
,
C. M.
,
Engelbrecht
,
C. J.
,
Soper
,
T. D.
,
Helmchen
,
F.
, and
Seibel
,
E. J.
,
2010
, “
Scanning Fiber Endoscopy With Highly Flexible, 1-mm Catheterscopes for Wide-Field, Full-Color Imaging
,”
J. Biophotonics
,
3
(
5–6
), pp.
385
407
.
2.
Bryant
,
R. C.
,
Seibel
,
E. J.
,
Lee
,
C. M.
, and
Schroder
,
K. E.
,
2004
, “
Low-Cost Wearable Low-Vision Aid Using a Handmade Retinal Light-Scanning Microdisplay
,”
J. Soc. Inf. Disp.
,
12
(
4
), pp.
397
404
.
3.
Yang
,
C.
,
Hou
, V
. W.
,
Girard
,
E. J.
,
Nelson
,
L. Y.
, and
Seibel
,
E. J.
,
2014
, “
Target-to-Background Enhancement in Multispectral Endoscopy With Background Autofluorescence Mitigation for Quantitative Molecular Imaging
,”
J. Biomed. Opt.
,
19
(
7
), p.
076014
.
4.
Soper
,
T. D.
,
Porter
,
M. P.
, and
Seibel
,
E. J.
,
2012
, “
Surface Mosaics of the Bladder Reconstructed From Endoscopic Video for Automated Surveillance
,”
IEEE Trans. Biomed. Eng.
,
59
(
6
), pp.
1670
1680
.
5.
Woldetensae
,
M. H.
,
Kirshenbaum
,
M. R.
,
Kramer
,
G. M.
,
Zhang
,
L.
, and
Seibel
,
E. J.
,
2013
, “
Fluorescence Image-Guided Photodynamic Therapy of Cancer Cells Using a Scanning Fiber Endoscope
,”
Proc. SPIE
,
8576
, p.
85760L
.
6.
Gong
,
Y.
,
Hu
,
D.
,
Hannaford
,
B.
, and
Seibel
,
E. J.
,
2014
, “
Accurate Three-Dimensional Virtual Reconstruction of Surgical Field Using Calibrated Trajectories of an Image-Guided Medical Robot
,”
J. Med. Imaging
,
1
(
3
), p.
035002
.
7.
Gong
,
Y.
,
Johnston
,
R. S.
,
Melville
,
C. D.
, and
Seibel
,
E. J.
,
2015
, “
Axial-Stereo 3-D Optical Metrology for Inner Profile of Pipes Using a Scanning Laser Endoscope
,”
Int. J. Optomechatronics
,
9
(
3
), pp.
238
247
.
8.
McVeigh
,
P. Z.
,
Sacho
,
R.
,
Weersink
,
R. A.
,
Pereira
, V
. M.
,
Kucharczyk
,
W.
,
Seibel
,
E. J.
,
Wilson
,
B. C.
, and
Krings
,
T.
,
2014
, “
High-Resolution Angioscopic Imaging During Endovascular Neurosurgery
,”
Neurosurgery
,
75
(
2
), pp.
171
180
.
9.
Templeton
,
A. W.
,
Webb
,
K.
,
Hwang
,
J. H.
,
Seibel
,
E. J.
, and
Saunders
,
M.
,
2014
, “
Scanning Fiber Endoscopy: A Novel Platform for Cholangioscopy
,”
Gastrointest. Endos.
,
79
(
6
), pp.
1000
1001
.
10.
Kundrat
,
M. J.
,
Reinhall
,
P. G.
, and
Seibel
,
E. J.
,
2011
, “
Method to Achieve High Frame Rates in a Scanning Fiber Endoscope
,”
ASME J. Med. Devices
,
5
(
3
), p.
034501
.
11.
Kundrat
,
M. J.
,
Reinhall
,
P. G.
,
Lee
,
C. M.
, and
Seibel
,
E. J.
,
2011
, “
High Performance Open Loop Control of Scanning With a Small Cylindrical Cantilever Beam
,”
J. Sound Vib.
,
330
(
8
), pp.
1762
1771
.
12.
Smithwick
,
Q. Y.
,
Vagners
,
J.
,
Johnston
,
R. S.
, and
Seibel
,
E. J.
,
2010
, “
A Hybrid Nonlinear Adaptive Tracking Controller for a Resonating Fiber Microscanner
,”
ASME J. Dyn. Syst. Meas. Control
,
132
(
1
), p.
011001
.
13.
Smithwick
,
Q. Y.
,
Seibel
,
E. J.
,
Reinhall
,
P. G.
, and
Vagners
,
J.
,
2001
, “
Control Aspects of the Single-Fiber Scanning Endoscope
,”
Proc. SPIE
,
4253
, pp.
176
188
.
14.
Smithwick
,
Q. Y.
,
Vagners
,
J.
,
Reinhall
,
P. G.
, and
Seibel
,
E. J.
,
2003
, “
54.3: Modeling and Control of the Resonant Fiber Scanner for Laser Scanning Display or Acquisition
,”
SID Symposium Digest of Technical Papers
, Baltimore, Maryland, May 21–23, Blackwell Publishing Ltd, Hoboken, NJ, Vol.
34
, pp.
1455
1457
.
15.
Smithwick
,
Q. Y.
,
Vagners
,
J.
,
Reinhall
,
P. G.
, and
Seibel
,
E. J.
,
2006
, “
An Error Space Controller for a Resonating Fiber Scanner: Simulation and Implementation
,”
ASME J. Dyn. Syst. Meas. Control
,
128
(
4
), pp.
899
913
.
16.
Yeoh
,
I. L.
,
Reinhall
,
P. G.
,
Berg
,
M. C.
, and
Seibel
,
E. J.
,
2015
, “
Self-Contained Image Recalibration in a Scanning Fiber Endoscope Using Piezoelectric Sensing
,”
ASME J. Med. Devices
,
9
(
1
), p.
011004
.
17.
Yeoh
, I
. L.
,
Reinhall
,
P. G.
,
Berg
,
M. C.
,
Chizeck
,
H. J.
, and
Seibel
,
E. J.
,
2016
, “
Electro-Mechanical Modeling and Adaptive Feedforward Control of a Self-Sensing Scanning Fiber Endoscope
,”
ASME J. Dyn. Syst. Meas. Control
,
138
(
10
), p.
101006
.
18.
Hu
,
D.
,
Gong
,
Y.
,
Hannaford
,
B.
, and
Seibel
,
E. J.
,
2015
, “
Semi-Autonomous Simulated Brain Tumor Ablation With RAVENII Surgical Robot Using Behavior Tree
,”
2015 IEEE International Conference on Robotics and Automation
(
ICRA
), Seattle, Washington, May 26–30, pp.
3868
3875
.
19.
Wang
,
Y.
,
Gao
,
F.
, and
Doyle
,
F. J.
,
2009
, “
Survey on Iterative Learning Control, Repetitive Control, and Run-to-Run Control
,”
J. Process Control
,
19
(
10
), pp.
1589
1600
.
20.
Hagood
,
N. W.
, and
Anderson
,
E. H.
,
1992
, “
Simultaneous Sensing and Actuation Using Piezoelectric Materials
,”
Proc. SPIE
,
1543
, pp.
409
421
.
21.
Simmers
,
G. E.
,
Hodgkins
,
J. R.
,
Mascarenas
,
D. D.
,
Park
,
G.
, and
Sohn
,
H.
,
2004
, “
Improved Piezoelectric Self-Sensing Actuation
,”
J. Intell. Mater. Syst. Struct.
,
15
(
12
), pp.
941
953
.
22.
Good
,
R.
,
Hahn
,
J.
,
Edison
,
T.
, and
Qin
,
S. J.
,
2002
, “
Drug Dosage Adjustment Via Run-to-Run Control
,”
IEEE American Control Conference
(
ACC
), Anchorage, Alaska, May 8–10, Vol.
5
, pp.
4044
4049
.
23.
Butler
,
S. W.
, and
Stefani
,
J. A.
,
1994
, “
Supervisory Run-to-Run Control of Polysilicon Gate Etch Using In Situ Ellipsometry
,”
IEEE Trans. Semiconductor Manuf.
,
7
(
2
), pp.
193
201
.
24.
Srinivasan
,
B.
,
Bonvin
,
D.
,
Visser
,
E.
, and
Palanki
,
S.
,
2003
, “
Dynamic Optimization of Batch Processes—II: Role of Measurements in Handling Uncertainty
,”
Comput. Chem. Eng.
,
27
(
1
), pp.
27
44
.
25.
Srinivasan
,
B.
,
Palanki
,
S.
, and
Bonvin
,
D.
,
2003
, “
Dynamic Optimization of Batch Processes—I: Characterization of the Nominal Solution
,”
Comput. Chem. Eng.
,
27
(
1
), pp.
1
26
.
26.
Zafiriou
,
E.
,
Adomaitis
,
R. A.
, and
Gattu
,
G.
,
1995
, “
An Approach to Run-to-Run Control for Rapid Thermal Processing
,”
IEEE American Control Conference
(
ACC
), Seattle, WA, June 21–23, Vol.
2
, pp.
1286
1288
.
27.
Srinivasan
,
B.
,
Primus
,
C. J.
,
Bonvin
,
D.
, and
Ricker
,
N. L.
,
2001
, “
Run-to-Run Optimization Via Control of Generalized Constraints
,”
Control Eng. Pract.
,
9
(
8
), pp.
911
919
.
28.
Owens
,
C.
,
Zisser
,
H.
,
Jovanovic
,
L.
,
Srinivasan
,
B.
,
Bonvin
,
D.
, and
Doyle
,
F. J.
, III
,
2006
, “
Run-to-Run Control of Blood Glucose Concentrations for People With Type 1 Diabetes Mellitus
,”
IEEE Trans. Biomed. Eng.
,
53
(
6
), pp.
996
1005
.
29.
Clayton
,
G. M.
,
Tien
,
S.
,
Leang
,
K. K.
,
Zou
,
Q.
, and
Devasia
,
S.
,
2009
, “
A Review of Feedforward Control Approaches in Nanopositioning for High-Speed SPM
,”
ASME J. Dyn. Syst. Meas. Control
,
131
(
6
), p.
061101
.
30.
Zisser
,
H.
,
Jovanovic
,
L.
,
Doyle
,
F.
, III
,
Ospina
,
P.
, and
Owens
,
C.
,
2005
, “
Run-to-Run Control of Meal-Related Insulin Dosing
,”
Diabetes Technol. Ther.
,
7
(
1
), pp.
48
57
.
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