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Robust Classification through Deep Learning and Dynamic Multi-Entity Bayesian Reasoning

Awardee

EXOANALYTIC SOLUTIONS INC

27042 TOWNE CENTRE DR STE 250
EL TORO, CA, 92610-2811
USA

Award Year: 2016

UEI: DGB4YJSKHM25

HUBZone Owned: No

Woman Owned: No

Socially and Economically Disadvantaged: No

Congressional District: 45

Tagged as:

STTR

Phase I

Seal of the Agency: DOD

Awarding Agency

DOD

Branch: MDA

Total Award Amount: $99,992

Contract Number: HQ0147-16-C-7603

Agency Tracking Number: B15C-001-0077

Solicitation Topic Code: MDA15-T001

Solicitation Number: 2016.0

Abstract

Missile defense faces the challenges of rapidly maturing and evolving complex threats, possessing capabilities which require the use of all available resources to successfully detect, track and identify the lethal objects. Future performance will rely on multiple sensors such as ground and sea based radars and electro-optical and infrared sensors for target recognition. It is crucial to develop a multi-sensor framework capable of processing the wealth of information these sophisticated systems can provide while also accounting for missing, noisy, or corrupted data. ExoAnalytic Solutions has partnered with Oregon State University to develop an advanced multi-sensor, multi-information -driven classifier for robust threat identification. We propose to do this through a unique combination of innovative advances in deep, hierarchical machine learning together with recurrent Deep Learning Neural Network (DLNN) methods for sensor fusion and Dynamic Multi-Entity Bayesian Networks (MEBNs) for whole-scene and contextual reasoning. Approved for Public Release 16-MDA-8620 (1 April 16)

Award Schedule

  1. 2016
    Solicitation Year

  2. 2016
    Award Year

  3. April 25, 2016
    Award Start Date

  4. November 24, 2016
    Award End Date

Principal Investigator

Name: Rich Wolf
Phone: (949) 716-4290
Email: rwolf@exoanalytic.com

Business Contact

Name: Holly Bertrand
Phone: (949) 716-4290
Email: bertrand@exoanalytic.com

Research Institution

Name: Oregon State University
Phone: (541) 737-4933