The described technology is generally directed towards a cellular network area optimizer. The area optimizer observes cellular network conditions at multiple radio access network (RAN) nodes within a target area. Based on observed conditions, the area optimizer applies a set of parameter values at the multiple RAN nodes. The set of parameter values enhances the overall throughput, while maintaining or improving connection retainability and accessibility, of the multiple RAN nodes under the observed conditions. The area optimizer learns different sets of parameter values to apply in response to different observed conditions by making parameter value adjustments and observing the effect of the adjustments on overall throughput of the RAN nodes in the target area.

Methods, systems, and devices for wireless communications are described that support resource utilization based event triggering. A wireless node in a wireless communications system may establish a connection with a core network via a path that includes one or more relay nodes. The wireless node may determine that a network load associated with one or more paths between the wireless node and the core network has changed, or that a difference between two or more network loads of different paths has changed. Based on such a determination, the wireless node may transmit a report to the network. In some cases, the network may receive the report from the wireless node, and may initiate a path change based on the report.

A device may include a memory configured to store channel quality data comprising information indicating a quality of a communication channel between a base station (BS) and a user equipment (UE). The device may further include a processor configured to provide an input comprising the channel quality data to a machine learning model configured to predict a channel quality indicator (CQI) based on the input and encode a channel quality information based on the predicted CQI for a transmission to the BS.

A method for orchestrating use of a communications network for conveying a plurality of data streams transmitted by a plurality of applications includes attributing levels of importance to individual or groups of data streams, determining based at least in part on the levels of importance and on network capacity requirements of the data streams an ordered list of data streams to be curtailed or stopped in case of a shortage of bandwidth in the communications network, providing the list to a management entity that monitors available bandwidth, compares available bandwidth to a combined bandwidth requirement and, in response to determining that the available bandwidth is, or is imminent to become, less than the combined bandwidth requirement, curtails or stops data streams in the order given by the list so as to bring the combined bandwidth requirement back to or below the available bandwidth.

Various embodiments of a method and apparatus for load balancing with a RAT (multi-Radio Access Technology) AP (Access Point) are disclosed. In some embodiments, dynamic bandwidth allocation for LTE (Long Term Evolution) and 5G NR (New Radio) is provided for a CBSDs (Citizen Broadband radio Service Devices) that support several types of RATs. In some embodiments, the UE population and the active traffic being exchanged in the full deployment and within each site is used to determine the required load balancing needs. In some embodiments, UEs (User Equipment) transition between LTE and 5G NR networks operating through the same CBSD. This is typically done for load balancing. In some embodiments, IP (Internet Protocol) and QoS (Quality of Service) transitions occur with transitions between the LTE and 5G NR networks and between eLTE (Evolved LTE) and NR. In some embodiments, seamless transitions are performed between LTE + WiFi and 5G NR + WiFi. In some embodiments, a unified core for EPC (Evolved Packet Core) and 5GC (5th Generation Packet Core) is provided.

A system can include a network analysis platform for a two-level grid-based anomaly area identification and solution nomination in a radio access network. The network analysis platform can map key performance indicators for user sessions in the network to a grid that overlays a geographic area. The grid can be based on a military grid reference system. A machine-learning model can take a vector of key performance indicator samples as input and identify a problem for the grid. The network analysis platform can nominate cells to attempt to remediate based on ranking poor performing bins in the grid and determining the cells that contribute most to the problem in each bin. For a nominated cell, the network analysis platform can perform remediation actions to solve a coverage problem, throughput problem, or both. The problem can be solved for the grid while preventing conflicts between individual cells.

The performance and ease of management of wireless communications environments is improved by a mechanism that enables access points (APs) to perform automatic channel selection. A wireless network can therefore include multiple APs, each of which will automatically choose a channel such that channel usage is optimized. Furthermore, APs can perform automatic power adjustment so that multiple APs can operate on the same channel while minimizing interference with each other. Wireless stations are load balanced across APs so that user bandwidth is optimized. A movement detection scheme provides seamless roaming of stations between APs.

A method for selecting a user plane function when a user equipment (UE) attaches to a wireless communication network may include determining a data throughput limit associated with the UE, identifying a first user plane function having a first data throughput capacity, and identifying a second user plane function having a second data throughput capacity, wherein the first throughput capacity is higher than the second throughput capacity. The method may further include selecting the first user plane function if the data throughput limit of the UE is above a predetermined threshold, selecting the second user plane function if the data throughput limit of the UE is below the predetermined threshold, and sending a session request to the selected first or second user plane function.

Systems and methods for providing bandwidth congestion control in a private fabric in a high performance computing environment. An exemplary method can provide, at one or more microprocessors, a first subnet, the first subnet comprising a plurality of switches, and a plurality of host channel adapters, wherein each of the host channel adapters comprise at least one host channel adapter port, and wherein the plurality of host channel adapters are interconnected via the plurality of switches, and a plurality of end nodes. The method can provide, at a host channel adapter, an end node ingress bandwidth quota associated with an end node attached to the host channel adapter. The method can receive, at the end node of the host channel adapter, ingress bandwidth, the ingress bandwidth exceeding the ingress bandwidth quota of the end node.

Techniques described herein improve direct communication channel reliability in a vehicle-to-everything (V2X) communication. The techniques include a (wireless communication) device that uses a first licensed band to perform a cellular network communication through a first interface (e.g., Uu), and further uses a shared spectrum to perform a V2X communication through a direct communication channel interface. The device then monitors and compares a bandwidth requirement of the V2X communication with a bandwidth of the shared spectrum. In response to the bandwidth that is less than the bandwidth requirement, the device selects a second licensed band that includes a bandwidth that is at least equal to the bandwidth requirement. Further, the selected second licensed band is different from the first licensed band to avoid channel interference. In other embodiments, the device uses the licensed band to directly establish the V2X communication.