Award Data

The team of Signature Research, Inc. and Michigan Technological University will develop and demonstrate methods and metrics to evaluate the performance of machine learning-based computer vision algorithms with low numbers of samples of labeled EO imagery. We will use the existing xView panchromatic dataset to demonstrate a proof-of-concept set of tools. If successful, in Phase II, we will extend t ...

Signature Research, Inc. (SGR) and Michigan Technological University (MTU) propose a Phase I STTR effort to develop a learning algorithm which exploits the spatio-spectral characteristics inherent within IR imagery and motion imagery.Our archive of modelled and labeled data sets will allow our team to thoroughly capture the variable elements that will drive machine learning performance.The overall ...

At 10.8% Compound annual growth rate(CAGR), Fire Protection Systems Market Size is expected to reach 9.34 Bn USD by 2025. This however reflects only the systems but does not include the services, consultancy and other operator expenses incurred by the industry sectors impacted. Modeling and implementing fire safety for nuclear power plants is an expensive and complex activity. It is difficult to c ...

Most superconducting accelerator magnets are presently based on a conventional “cosine theta” design. Typically, the magnet length vastly exceeds the aperture, and the loss in effective length from the ends (about a coil diameter in typical dipoles) is relatively small. However, for relatively short magnets such as those envisioned for the Interaction Region (IR) of the Electron Ion Collider ( ...

Hydrogen has been widely used in many applications from aerospace and chemicals to fuel cells and satellite power supply. Although hydrogen is not toxic, it has a very broad flammability range (4%-74% concentration in air and 4%-94% in oxygen), leading to explosion in the presence of heat source. Thus, hydrogen monitoring is of paramount importance during the processes of hydrogen production, tran ...

Although thermal and cold neutron scattering is widely used, and is critical for success in many areas of materials science and engineering, relatively low neutron fluxes severely limit applications of not only laboratory neutrons generators, but also large national neutron facilities. State-of-the-art thermal and cold neutron sources are large expensive national facilities, which serve diverse co ...

Nutrient pollution of lakes, estuaries, coastal areas and other water bodies frequently results in algae blooms, sometimes toxic, and often leading to anoxia, fish kills and dead zones. Efforts to reign-in nutrient pollution, in particular of phosphorus, P, have been lagging and noxious algae blooms make headlines almost daily all over the US and world. This is a problem attracting increasing atte ...

Deep Neural Networks have become ubiquitous in the modern analysis of voluminous datasets with geometric symmetries. In the field of Particle Physics, experiments such as DUNE require the detection of particle signatures interacting within the detector, with analyses of over a billion 3D event images per channel each year; with typical setups containing over 150,000 different channels.  In an ...

In response to the Water Power Technologies Office “Co-Development of Marine Energy Technologies at Smaller Scales.” We propose a co-development of an “Oscillating Water Column” and the “Offshore Power Station”. This proposal is to design a small scale Oscillating Water Column to provide the “offshore energy” as described as one of the activities needed in the “blue economy”. W ...

For economically viable large-scale production of microalgae based food and biofuel to become a reality, significant improvements in algal productivity need to be achieved. With current regulatory guidelines, large scale outdoor cultivation of microalgae for these products restricts the use of transgenic algal strains, which in the laboratory, have thus far been the primary strategy taken to effec ...