Abstract: A network management system can include multiple network interfaces. For example, the network management system can include a first network interface that can receive a stream of network packets associated with users. The network management system can include a second network interface for transmitting the received stream of network packets. The network management system can shape the stream of network packets before transmission. The network management system can assign the network packets into classes. The classes may have a configured hierarchical relationship. The classes may also have an operational hierarchy based on bandwidth usage during operation. The network management system can shape the stream of network packets based on operational hierarchy of classes and configured hierarchical relationship.

Abstract: A treatment unit for one or more primary fluids of at least one fluidic system includes a treatment portion for selectively maintaining, achieving, and/or facilitating a desired condition for the at least one primary fluid of the at least one fluidic system. A containment portion structurally supports the treatment portion. The containment portion includes a container. The container has a bottom panel with an exterior surface, an opposite interior surface, and a perimeter surface extending vertically from the exterior surface to at least the interior surface. At least a portion of the perimeter surface of the bottom panel is spaced from an adjacent portion of the container by a gap. The gap is configured to permit the passage of at least one secondary fluid into and/or out from the container.

Abstract: A network management system can include multiple network interfaces. For example, the network management system can include a first network interface that can receive a stream of network packets associated with users. The network management system can include a second network interface for transmitting the received stream of network packets. The network management system can shape the stream of network packets before transmission. The network management system can assign the network packets into classes. The classes may have a configured hierarchical relationship. The classes may also have an operational hierarchy based on bandwidth usage during operation. The network management system can shape the stream of network packets based on operational hierarchy of classes and configured hierarchical relationship.

Abstract: A system can include a subframe section having a first subframe portion and a second subframe portion. The second subframe portion can couple with the first subframe portion at an angled interface having an angle relative to a horizontal plane. The angled interface can decouple the first subframe portion from the second subframe portion and cause the first subframe portion to move in a direction towards the second subframe portion based on the angle of the angled interface in response to a threshold force applied to the first subframe portion.

Abstract: Systems and methods are presented herein for a vehicle subframe assembly. The vehicle subframe assembly comprises a first casting comprising a first fracture joint surface, wherein the first fracture joint surface comprises a first angled profile. A second casting comprising a second fracture joint surface with a second angled profile is configured to interface with the first angled profile. The vehicle subframe assembly comprises a shear plate, wherein a first end of the shear plate is fixedly attached to the first casting; and a second end of the shear plate is fixedly attached to the second casting.

Abstract: A remote brake fluid reservoir, a remote brake fluid reservoir connected to a brake cylinder, vehicle assemblies with the same, parts facilitating the vehicle assemblies, and methods of manufacturing, integrating, and using the same are described herein. The remote brake fluid reservoir and the brake cylinder may be separated by a bulkhead on a body of a vehicle. Additionally, a brake fluid path can extend from the brake fluid reservoir to the brake cylinder through an opening in the bulkhead, the opening in the bulkhead having a seal. The remote brake fluid reservoir may be mounted within a front compartment of the vehicle. A center line of the brake fluid reservoir can be aligned with a center line of the vehicle. In addition, the brake cylinder may be located in a different compartment of the vehicle, such as a cabin of the vehicle, for example.

Abstract: The instant disclosure is directed to a heterogeneous fiber fluid reservoir for holding and delivering fluid. A reservoir may comprise a rod having a core component and a surrounding component. Each of the core component and the surrounding component may comprise fibers. The core component may have a first property, and the surrounding component may have a second property different from the first property, or the core component and the surrounding component may each have a different value or range of values for the same property. Alternatively, a reservoir may comprise a rod that includes fibers and has a cross-sectional diameter. At least one property of the rod may vary in value along the cross-sectional diameter of the rod. The property may include, for example, fiber bulk density, fiber diameter, fiber material, fiber morphology, fiber surface tension, capillary force, fluid absorption capacity, color, or combinations thereof.

Abstract: A network management system can include multiple network interfaces. For example, the network management system can include a first network interface that can receive a stream of network packets associated with users. The network management system can include a second network interface for transmitting the received stream of network packets. The network management system can shape the stream of network packets before transmission. The network management system can assign the network packets into classes. The classes may have a configured hierarchical relationship. The classes may also have an operational hierarchy based on bandwidth usage during operation. The network management system can shape the stream of network packets based on operational hierarchy of classes and configured hierarchical relationship.

Abstract: The instant disclosure is directed to a heterogeneous fiber fluid reservoir for holding and delivering fluid. A reservoir may comprise a rod having a core component and a surrounding component. Each of the core component and the surrounding component may comprise fibers. The core component may have a first property, and the surrounding component may have a second property different from the first property, or the core component and the surrounding component may each have a different value or range of values for the same property. Alternatively, a reservoir may comprise a rod that includes fibers and has a cross-sectional diameter. At least one property of the rod may vary in value along the cross-sectional diameter of the rod. The property may include, for example, fiber bulk density, fiber diameter, fiber material, fiber morphology, fiber surface tension, capillary force, fluid absorption capacity, color, or combinations thereof.

Abstract: A network management system can include multiple network interfaces. For example, the network management system can include a first network interface that can receive a stream of network packets associated with users. The network management system can include a second network interface for transmitting the received stream of network packets. The network management system can shape the stream of network packets before transmission. The network management system can assign the network packets into classes. The classes may have a configured hierarchical relationship. The classes may also have an operational hierarchy based on bandwidth usage during operation. The network management system can shape the stream of network packets based on operational hierarchy of classes and configured hierarchical relationship.

Abstract: A 3D objects training dataset is augmented by accessing a 3D point cloud representation of an object and by applying an augmentation routine on the point cloud to generate an augmented point cloud. The augmentation routine comprises randomly selecting an execution order of at least one of (i) adding a noise to the point cloud, (ii) applying a geometric transformation on the point cloud and (iii) applying a degradation on the point cloud. The randomly selected execution order of these operations on the point cloud is applied, and the augmented point cloud is added to the objects training dataset. A machine learning algorithm (MLA) is trained by inputting the 3D point cloud representation to generate an output, comparing the output with an expected label associated with the point cloud representation to determine a measure of error on the output, and iteratively adjusting various weights associated with nodes of the MLA.

Abstract: A network management system can include multiple network interfaces. For example, the network management system can include a first network interface that can receive a stream of network packets associated with users. The network management system can include a second network interface for transmitting the received stream of network packets. The network management system can shape the stream of network packets before transmission. The network management system can assign the network packets into classes. The classes may have a configured hierarchical relationship. The classes may also have an operational hierarchy based on bandwidth usage during operation. The network management system can shape the stream of network packets based on operational hierarchy of classes and configured hierarchical relationship.