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The record

Fourteen federal programs, twelve years.

Major programs running with the Navy, the Air Force, DARPA, the Missile Defense Agency, Homeland Security and the Department of Energy, alongside Lockheed Martin and the national laboratories.

Programs
14
Fields
9
Sponsoring agencies
6
Years
12
Maturity
TRL 3 to 6
Materials

Materials

Electrochemical recovery and low-flammability composites

3 programs
NAVY

Machine-learning discovery of high-entropy alloys

An automated screening campaign that searches high-entropy alloy compositions for high-temperature strength and oxidation resistance together, narrowing a very large candidate space down to a shortlist worth making and testing.

SBIRTRL 3
DOE

Electrochemical recycling of electronic constituents of value

Recovers gold, copper and other constituents of value from electronic waste electrochemically and at room temperature. 25% higher recovery, 75% less chemical reagent, 30% lower water and electrical cost, and no toxic emissions. Commercialised as E-RECOV.

STTR II-ATRL 6

Idaho National Lab · Colt Refining

NAVY

ML database for low-flammability polymer matrix composites

A curated database and learned models relating composite formulation to flammability, so candidate materials can be screened before they are manufactured and burned.

SBIRTRL 3
Cybersecurity

Cybersecurity

Real-time network defense and source-code vulnerability detection

2 programs
DOE

HPC-scale cyber-threat detection using neuromorphic processing

The programme CyberNeuro-RT came out of. A hybrid supervised and unsupervised deep learning ensemble for network intrusion detection, ported to neuromorphic silicon so inference runs at a fraction of the power a GPU needs.

SBIR IITRL 4

Pennsylvania State University

NAVY

Source-code vulnerability detection

Static and learned analysis of source repositories to surface exploitable defects before code ships, trained against mission-critical codebases. Commercialised as CNRT CodeLens.

SBIRTRL 4

Lockheed Martin · U. Wisconsin–Madison

Imaging

Imaging

Hyperspectral detection of UAVs and concealed contraband

2 programs
NAVY

Hyperspectral image detection of UAVs

Detects and classifies small uncrewed aircraft from hyperspectral imagery, using spectral signature rather than shape, so targets that defeat conventional optical tracking are still resolved.

SBIRTRL 3–4

Lockheed Martin · Bodkin Design

DHS

Contraband detection using hyperspectral imaging and neuromorphic processing

Identifies concealed contraband by spectral signature at ports of entry, with on-sensor neuromorphic inference so screening runs at the speed of the queue.

SBIRTRL 3

Lockheed Martin · Bodkin Design

MetaOptics

MetaOptics

Metamaterial surfaces for infrared beam control

2 programs
NAVY

Metamaterial-enhanced micromirror surfaces for infrared beam control

Engineered metamaterial surfaces on micromirror arrays that steer and shape infrared beams without moving bulk optics, reducing the size, weight and power of the assembly.

SBIRTRL 3

Duke University

NAVY

Smart image-recognition sensor using metamaterial optics

A sensor that performs part of the recognition task in the optics themselves, using metamaterial elements, so less computation is required downstream of the focal plane.

SBIRTRL 3

Lockheed Martin

SAR

SAR

Radar and signal processing, real-time synthetic aperture radar simulation

1 program
NAVY

Real-time synthetic aperture radar simulator

A simulator that generates synthetic aperture radar imagery in real time, so detection and classification models can be trained and evaluated against scenarios that are impractical or too expensive to fly.

SBIR IITRL 5

Lockheed Martin

Machine Learning

Machine Learning

Verification and validation of fielded models

1 program
DARPA

AI/ML verification and validation

Methods for establishing that a trained model behaves within specification before it is fielded, addressing the assurance gap that keeps machine learning out of safety-critical defence systems.

SBIRTRL 3

North Carolina State University

Hypersonics

Hypersonics

Ground-based detection on neuromorphic hardware

1 program
MDA

Ground-based hypersonic threat detection using neuromorphic processing

Detection and tracking of hypersonic threats from ground-based sensors, with inference on neuromorphic hardware to hold the latency budget that the closing speeds demand.

STTRTRL 3

Lockheed Martin · University of Florida

Computer Vision

Computer Vision

Multi-sensor object detection and tracking

1 program
ARMY

Multi-sensor object detection and tracking

Fuses several dissimilar sensors into a single track picture, holding identity across handoffs where any individual sensor loses the object.

SBIRTRL 3
Modeling

Modeling

Weapons separation evaluation toolsets

1 program
NAVY

Next-generation toolsets for weapons separation evaluation

Modelling tools for evaluating store separation from an aircraft, replacing part of a test campaign that is otherwise flown.

SBIRTRL 3

Tell us the program
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