NDLI: Optimal Estimation of Deterioration From Diagnostic Image Sequence

Content Provider	IEEE Xplore Digital Library
Author	Gorinevsky, D. Seung-Jean Kim Beard, S. Boyd, S. Gordon, G.
Copyright Year	1991
Abstract	Estimation of mechanical structure damage can greatly benefit from the knowledge that the damage accumulates irreversibly over time. This paper formulates a problem of estimation of a pixel-wise monotonic increasing (or decreasing) time series of images from noisy blurred image data. Our formulation includes temporal monotonicity constraints and a spatial regularization penalty. We cast the estimation problem as a large-scale quadratic programming (QP) optimization and describe an efficient interior-point method for solving this problem. The method exploits the special structure of the QP and scales well to problems with more than a million of decision variables and constraints. The proposed estimation approach performs well for simulated data. We demonstrate an application of the approach to diagnostic images obtained in structural health monitoring experiments and show that it provides a good estimate of the damage accumulation trend while suppressing spatial and temporal noises.
Sponsorship	IEEE Signal Processing Society
Starting Page	1030
Ending Page	1043
Page Count	14
File Size	1510559
File Format	PDF
ISSN	1053587X
Volume Number	57
Issue Number	3
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-03-01
Publisher Place	U.S.A.
Access Restriction	One Nation One Subscription (ONOS)
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Image sequences Monitoring Quadratic programming Pixel Filtering Aircraft Gray-scale Working environment noise Large-scale systems Optimization methods structural health monitoring Damage interior-point methods isotonic regression monotonic optimal estimation regularization spatio-temporal filtering
Content Type	Text
Resource Type	Article
Subject	Signal Processing Electrical and Electronic Engineering

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

A primal–dual regularized interior-point method for convex quadratic programs

Optimal Filtering of Radiographic Image Sequences Using Simultaneous Diagonalization

Dynamic Non-Diagonal Regularization in Interior Point Methods for Linear and Convex Quadratic Programming

Quadratic interior-point methods in statistical disclosure control

A motion-compensated spatio-temporal filter for image sequences with signal-dependent noise

A Dual Active-Set Algorithm for Regularized Monotonic Regression

A Signomial Programming Approach for Binary Image Restoration by Penalized Least Squares

Simultaneous motion estimation and filtering of image sequences

Trajectory-following methods for large-scale degenerate convex quadratic programming

Optimal Estimation of Deterioration From Diagnostic Image Sequence

Similar Documents

A primal–dual regularized interior-point method for convex quadratic programs

Optimal Filtering of Radiographic Image Sequences Using Simultaneous Diagonalization

Dynamic Non-Diagonal Regularization in Interior Point Methods for Linear and Convex Quadratic Programming

Quadratic interior-point methods in statistical disclosure control

A motion-compensated spatio-temporal filter for image sequences with signal-dependent noise

A Dual Active-Set Algorithm for Regularized Monotonic Regression

A Signomial Programming Approach for Binary Image Restoration by Penalized Least Squares

Simultaneous motion estimation and filtering of image sequences

Trajectory-following methods for large-scale degenerate convex quadratic programming

Optimal Estimation of Deterioration From Diagnostic Image Sequence