Techniques for interface bandwidth management. A wired interface bandwidth is configured for a wired interface of a router. A cellular interface bandwidth is configured for a cellular interface of cellular interfaces of the router. The cellular interface bandwidth includes an uplink bandwidth. One or more instantaneous uplink throughput values for the cellular interface are determined based on one or more uplink throughput per resource block values for the cellular interface. A predicted average uplink throughput for the cellular interface is determined based on the one or more instantaneous uplink throughput values. The uplink bandwidth is dynamically adjusted based on the predicted average uplink throughput determined for the cellular interface of the router.

A communication system in which DRA control is aided by RL. An example embodiment may control one or more buffer queues populated by downstream and/or upstream data streams. The egress rates of the buffer queues can be dynamically controlled using an RL technique, according to which a learning agent can adaptively change the state-to-action mapping function of the DRA controller while circumventing the RL exploration phase and relying on extrapolation of the already taken actions instead. This feature may result in at least two benefits: (i) cancellation of a performance penalty typically associated with RL exploration; and (ii) faster learning of the environment, as the learning agent can determine the performance metrics of many actions per state in a single occurrence of the state. In an example embodiment, the communication system may be a DSL system, a PON system, or a wireless communication system.

Performance issues in a service function chain having a plurality of resources and a plurality of network functions each having a network function queue are diagnosed. Each network function queue is monitored and queueing information for input packets for each of the plurality of network functions is dumped to a data store. Each resource that is under contention is identified as well as which of the network functions is a contender for the resources. A diagnosing algorithm is used to diagnose performance problems and an impact graph for each victim packet is generated. A summary of results as a list of rules is then provided.

If a communication apparatus is to transmit data to another communication apparatus and communication via a communication unit included in the other communication apparatus is not performable, whether or not to transmit a frame for causing a transition to a state where the communication via the communication unit included in the other communication apparatus is performable is selected based on an amount of data accumulated in a transmission queue in which the data is stored.

In various embodiments, a flexible queue application allocates messages stored in priority queues to clients. In operation, the flexible queue application receives, from a client, a request to allocate a message from a priority queue. At least a first message and a second message are stored in the priority queue, and the priority of the first message is higher than the priority of the second message. The flexible queue application determines that the first message is pending but does not satisfy an allocation constraint. The flexible queue allocation then determines that the second message is pending and satisfies the allocation constraint. The flexible queue application allocates the second message to the client. Advantageously, because the flexible queue application can adapt the priority-based ordering of priority queues based on allocation constraints, the flexible queue application can efficiently enforce resource-related constraints when allocating messages from priority queues.

A scheduling method applied in an industrial heterogeneous network in which a TSN and a non-TSN are interconnected is provided. The TSSDN controller classifies data flows according to the delay requirements, and calculates the scheduling priorities of the data flows in the industrial heterogeneous network. The TSSDN controller adopts an improved CSPF algorithm to determine a shortest path in the heterogeneous network, and marks the scheduling priorities of the data flows which are transmitted from the subnet of the heterogeneous network and arrive at the switch for the first time. Flow table matching is performed at the SDN switch. In a case of performing flow table matching successfully, the counter is updated and the instruction included in the flow table is executed. In a case of performing flow table matching unsuccessfully, a PacketIn message is transmitted to the TSSDN controller, and the TSSDN controller performs analysis and makes a decision.

Systems and methods for managing network resources are disclosed. One method can comprise receiving first information relating to network traffic parameters and receiving second information relating to one or more contextual events having an effect on the network traffic parameters. The first information and the second information and be correlated. And one or more network resources can be allocated based on the correlation of the first information and the second information.

For QoS (quality of service) requirements of a session at a first access point and a wireless station, a cost function value is calculated for the specific session based on a number of network packets to be processed in the queue and the identified QoS requirement. It is determined whether another of the plurality of access points within range of the specific session can better serve the identified QoS requirement than the first access point by comparing the cost function value for the specific session against at the first access point against at least a cost function value for a second access point.

The disclosed system prevents data loss by creating duplicates of data in parallel. The system creates in parallel a first multiplicity of copies of the data to store in a sub-queue associated with a queue. The system creates a second multiplicity of copies of the data, and stores in parallel the second multiplicity of copies of the data in multiple independent memory locations. The system obtains a copy of the data among the first multiplicity of copies of the data, and creates a third multiplicity of copies of the data based on the copy of the data. The system distributes in parallel the third multiplicity of copies of the data to multiple independent data storage devices.

A distributed computing system, such as may be used to implement an electronic trading system, supports a notion of fairness in latency. The system does not favor any particular client. Thus, being connected to a particular access point into the system (such as via a gateway) does not give any particular device an unfair advantage or disadvantage over another. That end is accomplished by precisely controlling latency, that is, the time between when request messages arrive at the system and a time at which corresponding response messages are permitted to leave. The precisely controlled, deterministic latency can be fixed over time, or it can vary according to some predetermined pattern, or vary randomly within a pre-determined range of values.