Abstract: The ability of several machine learning models to detect attacks that emulate normal non-periodical messages in the MIL-STD-1553 communication traffic were evaluated and the technical problems were identified, such as, for example, that the MIL-STD-1553 dataset is highly imbalanced and most models simply fail or produce poor results when classifying the data. Different machine learning algorithms were trained and then used to classify the MIL-STD-1553 dataset. A unique metric was advantageously identified to judge the performance of the machine learning models applied to highly imbalanced datasets.

Abstract: Modern high velocities and altitudes of long-range projectile launch require a new device capable of predicting the exact geographic location and speed on impact instead of tracking object (or debris) by a radar all the way to the impact. The principle of design for such device was achieved through rigorous application of the classical dynamics for non-inertial reference frame rotating with constant angular velocity. It allowed, based on planet mass and rotational speed together with geographic coordinates and conditions of launch, to significantly improve ballistics accuracy by precisely forecasting behavior of a free falling objects or unmanned capsules in vicinity of a chosen planet under different atmospheric conditions. Providing radar or a sensor compatibility with the proposed device, their performance will be enormously improved by enabling them to point at exact search, rescue, or evacuation area ahead of time.

Abstract: A present invention describes unique wind turbine assembly in a shape of closed hollow cylinder formed by two sets of three adjustable to positive and negative pitch horizontal blades supported instead of central shaft by three vertical cylindrical blades, which makes this turbine responsive to omni-directional wind. Proposed design concept provides with: Significant increase of turbine efficiency exceeding 60%, which after coupling this rotor with a generator of 60% efficiency leads to overall wind generator efficiency exceeding 40%. Low turbine inertia requiring moderate start up winds and reducing turbine vibrations. Noiseless turbine operation due to its rotation around vertical axis. Environmental friendliness as low operating speed does not generate strong turbulent air flow capable to challenge birds and bugs existence. No electronic control of blades angle of attack. Ease of manufacturing and maintaining together with their reduced cost.

Abstract: The present invention provides crystalline forms and three-dimensional atomic structure coordinates of Synagis Fab. The present invention further provides methods of using such three-dimensional atomic structure coordinates for designing and identifying Synagis binding agents. The present invention also provides machine readable media embedded with the three-dimensional atomic structure coordinates of Synagis Fab and methods of using them.

Abstract: The present invention provides machine readable media embedded with the three-dimensional atomic structure coordinates of Synagis Fab, and subsets thereof, and methods of using them.