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Intelligent Course of Action Learning System (iCOALS)

Award Information

Agency:
Department of Defense
Branch:
Air Force
Award ID:
Program Year/Program:
2014 / SBIR
Agency Tracking Number:
F121-004-1643
Solicitation Year:
2012
Solicitation Topic Code:
AF121-004
Solicitation Number:
2012.1
Small Business Information
Scientific Systems Company, Inc
500 West Cummings Park - Ste 3000 Woburn, MA -
View profile »
Woman-Owned: No
Minority-Owned: No
HUBZone-Owned: No
 
Phase 2
Fiscal Year: 2014
Title: Intelligent Course of Action Learning System (iCOALS)
Agency / Branch: DOD / USAF
Contract: FA8650-14-C-2423
Award Amount: $749,773.00
 

Abstract:

ABSTRACT: SSCI proposes creation of an Intelligent Course of Action Learning System (iCOALS), building on extensive past experience in learning advanced fighter combat maneuvers from simulation. By learning from repeated simulations, robust strategies can be constructed that allocate a complete action repertoire (including the mission-specific, limited range of weapons, countermeasures, associated maneuvers, etc.) to multiple autonomous and semi-autonomous vehicles in mission scenarios. By utilizing SSCI"s unique genetics-based rule learning (GBRL) techniques, these strategies take the form of rule sets, which can then be used for real-time reaction to evolving threats during mission execution. By evolving against a range of simulated mission conditions, the resulting rule sets will be robust against a corresponding range of IADS behaviors. This robustness can be further advanced by two-sided learning in the simulation, where the IADS also evolves strategy rule sets. iCOALS will encode strategies as rule sets that are highly human-readable. This will enhance the ability for human intervention in a semi-autonomous execution mode. The proposed Phase II will refine the vehicles models used in iCOALS, conduct additional experimentation and testing on new mission scenarios, and deliver a framework ready for integration with sponsor-provided simulation resources and other mission and simulation systems. BENEFIT: iCOALS is being designed as a modular system, which can find application in deriving reactive behaviors for a range of multi-vehicle mission systems. Such behaviors are essential if autonomous and semi-autonomous systems are to be deployed in any military or commercial domain that is potentially lethal, dangerous, or inconvenient for onboard human operators. As such, this is a critical element of SSCI"s autonomous systems focus, which is being deployed in marine, air, and ground-based autonomous systems.

Principal Investigator:

Robert E. Smith
Group Leader, ICAN
(781) 933-5355
robert.smith@ssci.com

Business Contact:

Jay Miselis
Director of Finance
(781) 933-5355
contracts@ssci.com
Small Business Information at Submission:

Scientific Systems Company, Inc
500 West Cummings Park - Ste 3000 Woburn, MA 01801-

EIN/Tax ID: 043053085
DUNS: N/A
Number of Employees:
Woman-Owned: No
Minority-Owned: Yes
HUBZone-Owned: No