Defuzzification apparatus and method
US-2020065692-A1 · Feb 27, 2020 · US
US11405281B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11405281-B2 |
| Application number | US-201915733654-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 25, 2019 |
| Priority date | Mar 25, 2018 |
| Publication date | Aug 2, 2022 |
| Grant date | Aug 2, 2022 |
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A computer implemented method of adapting a software defined network (SDN), the SDN operating with a set of network appliances in communication via network connections and the SDN comprising a control component operable in communication with at least a subset of the network appliances to control communication via the SDN, the method including receiving a representation of the logical arrangement of the SDN including a definition of appliances configured to provide communication for the SDN and network connections therebetween; receiving a measure of a performance metric for the SDN; receiving a forecast demand for the SDN; using a heuristic search to search a library of possible adaptations to the logical arrangement to identify a sequence of adaptations of the SDN that, when implemented, satisfy the forecast demand for the SDN and provide an improved measure of the performance metric of the SDN; applying the identified sequence of adaptations to the SDN by modifying the logical arrangement for use by the control component in subsequent communication via the SDN.
Opening claim text (preview).
The invention claimed is: 1. A computer implemented method of adapting a software defined network (SDN), the SDN operating with a set of network appliances in communication via network connections and the SDN comprising a control component operable in communication with at least a subset of the set of network appliances to control communication via the SDN, the method comprising: receiving a representation of a logical arrangement of the SDN including a definition of appliances configured to provide communication for the SDN and network connections therebetween; receiving a measure of a performance metric for the SDN; receiving a forecast demand for the SDN; using a heuristic search to search a library of possible adaptations to the logical arrangement of the SDN to identify a sequence of adaptations of the SDN that, when implemented, satisfy the forecast demand for the SDN and provide an improved measure of the performance metric of the SDN, the library of possible adaptations including adaptations of re-designation or de-designation of an existing network resource; and applying the identified sequence of adaptations to the SDN at runtime by modifying the logical arrangement of the SDN for use by the control component in subsequent communication via the SDN. 2. The method of claim 1 , wherein the received measure of the performance metric corresponds to a point in time of operation of the SDN, and the received forecast demand corresponds to a first time window commencing at the point in time, wherein the identified sequence of adaptations are applied for a subsequent time window. 3. The method of claim 2 , wherein searching the library is terminated according to a predetermined stopping condition. 4. The method of claim 3 , wherein the predetermined stopping condition is determined as a time within the first time window determined such that sufficient time in the first time window is available for applying the identified sequence of adaptations to the SDN before the subsequent time window. 5. The method of claim 1 , wherein the heuristic search includes one or more of: simulated annealing; hill climbing; or guided local search, so as to iteratively converge on the sequence of adaptations. 6. The method of claim 1 , wherein the receiving, the searching, and the applying are repeated for multiple time windows. 7. The method of claim 1 , wherein the performance metric includes one or more of: a number of network elements; a number of network appliances; a number of network connections; a length of network connections between two or more network appliances; a total length of network connections in a design of the SDN; a forecast throughput of the SDN between two or more network appliances; or a forecast transfer rate of the network between two or more network appliances. 8. A computer system comprising: a processor and memory storing computer program code for adapting a software defined network (SDN), the SDN operating with a set of network appliances in communication via network connections and the SDN comprising a control component operable in communication with at least a subset of the set of network appliances to control communication via the SDN, by: receiving a representation of a logical arrangement of the SDN including a definition of appliances configured to provide communication for the SDN and network connections therebetween; receiving a measure of a performance metric for the SDN; receiving a forecast demand for the SDN; using a heuristic search to search a library of possible adaptations to the logical arrangement of the SDN to identify a sequence of adaptations of the SDN that, when implemented, satisfy the forecast demand for the SDN and provide an improved measure of the performance metric of the SDN, the library of possible adaptations including adaptations of re-designation or de-designation of an existing network resource; and applying the identified sequence of adaptations to the SDN at runtime by modifying the logical arrangement of the SDN for use by the control component in subsequent communication via the SDN. 9. A non-transitory computer-readable storage medium storing a computer program element comprising computer program code to, when loaded into a computer system and executed thereon, cause the computer system to perform the method as claimed in claim 1 .
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