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Data Driven Damage Diagnosis and Prognosis

Award Information

Agency:
Department of Defense
Branch:
Missile Defense Agency
Award ID:
64424
Program Year/Program:
2003 / STTR
Agency Tracking Number:
03-0017T
Solicitation Year:
N/A
Solicitation Topic Code:
N/A
Solicitation Number:
N/A
Small Business Information
Migma Systems Inc.
1600 Providence Highway Walpole, MA -
View profile »
Woman-Owned: No
Minority-Owned: No
HUBZone-Owned: No
 
Phase 1
Fiscal Year: 2003
Title: Data Driven Damage Diagnosis and Prognosis
Agency / Branch: DOD / MDA
Contract: F29601-03-M-0301
Award Amount: $69,944.00
 

Abstract:

This proposal is aimed at demonstrating the applicability of a method for data-based, online, real-time monitoring of machine health state and predicting imminent failures. The data driven prognostic system will be based on a new, general state-space basedapproach to parameter tracking in dynamical systems. This method is applicable to systems where the parameters drift at a slower rate than the observable dynamics measured by sensors. This method will be applied to a gray-scale health monitoring andimminent failure prediction in the Airborne Laser (ABL) subsystems. In particular, the initial focus of this work will be on the ABL beam control systems. The main objective of this proposal is to identify specific critical component(s) of the beam controlsystem and demonstrate the ability to predict its failure. This will be accomplished by developing enabling software technologies that will utilize readily available operating data and sensor measurements to monitor systems in real-time so that theincipient damage can be tracked and time-to-failure can be predicted, completed with error estimates. To assist users in analyzing variables associated with the component damages, an unsupervised neural network is used to classify the measurement data anda computer visualization program will show high-dimensional data patterns. Our innovative dynamical-system-based diagnosis and prognosis software system developed in Phase I and II has a great potential for commercial success. The immediate market willbe the defense industry in the United States. Our core technologies can also be applied to process equipment monitoring (e.g., sensors and valves), aircraft equipment monitoring (e.g., engines), power generators, etc.

Principal Investigator:

Bo Ling
President & CEO
5086600328
bling@migmasys.com

Business Contact:

Bo Ling
President & CEO
5086600388
bling@migmasys.com
Small Business Information at Submission:

Migma Systems, Inc.
1600 Providence Highway, Suite 211 Walpole, MA 02081

EIN/Tax ID: 460488542
DUNS: N/A
Number of Employees:
Woman-Owned: No
Minority-Owned: No
HUBZone-Owned: No
Research Institution Information:
UNIV. OF RHODE ISLAND
Dept of Mechanical Engineering and Applied Mechanics
Kingston, RI 02881
Contact: David Chelidze
Contact Phone: (401) 874-2356
RI Type: Nonprofit college or university