Abstract: Systems, methods, and computer-readable media are disclosed for contactless power converter aging detection. An example method may include receiving, from a microphone, first acoustic data associated with a power converter. The example method may also include converting the first acoustic data into second acoustic data, wherein the first acoustic data is time domain data and the second acoustic data is frequency domain data. The example method may also include determining, by a machine learning model and based on the second acoustic data, a remaining useful life value associated with the power converter.

Abstract: Methods of predicting or designing a protein. The methods may include providing a protein that includes a target residue; centering a gridded box on a selected atom of the target residue; collecting local structural information adjacent the selected atom and the target residue; and determining the target residue of the protein based on the local structural information. The methods may include providing a nine-layer three-dimensional deep convolutional neural network (CNN) configured to accept as input data a gridded box comprising atomic coordinates and types adjacent a target residue; and analyzing the gridded box centered on the target residue with the three-dimensional deep convolutional neural network to determine the target residue.

Abstract: The invention provides monoclonal antibodies and fragments thereof that specifically bind to melatonin. Also provided are heavy chain variable region (VH) and light chain variable region (VL) sequences of such monoclonal antibodies and fragments thereof. Further provided are melatonin conjugates, and methods and uses, for example, determining, detecting, measuring, screening for, analyzing and monitoring an amount of melatonin in a sample.

Abstract: The invention provides monoclonal antibodies and fragments thereof that specifically bind to melatonin. Also provided are heavy chain variable region (VH) and light chain variable region (VL) sequences of such monoclonal antibodies and fragments thereof. Further provided are melatonin conjugates, and methods and uses, for example, determining, detecting, measuring, screening for, analyzing and monitoring an amount of melatonin in a sample.

Abstract: Systems and methods are provided for the real-time object recognition of target objects, which includes the identification of target objects within images. In particular, images are received from an imaging device and analyzed by a workstation. The workstation applies one or more filters to the received images to generate one or more filtered images. One or more windows (e.g., sub-regions, sub-rectangles, etc.) of the filtered images are then analyzed in order to obtain histogram features. The workstation obtains a representation of these histogram features, which may be a simplified version or reduced dimension of the histogram features. The workstation then applies classifiers to the representation of the histogram features to recognize any objects in the received images.