Graber, Markus ; Angeli, Nico ; Hofmann, Klaus (2021)
An Efficient Modeling Approach for Large Ring Oscillator Based Ising Machines.
16th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design and 16th Conference on PhD Research in Microelectronics and Electronics. virtual Conference (19.-22.07.2021)
Konferenzveröffentlichung, Bibliographie
Kurzbeschreibung (Abstract)
Using the Ising model for computation of optimization problems is getting more and more popular. A very promising approach is the use of electrical oscillators, often called Oscillator-based Ising machine (OIM), integrated on a single silicon die. A new modeling approach to handle the complexity of large networks during the design phase is proposed. The simulation runtime is significantly reduced while valuable design insight is provided. It helps to understand the relation between circuit level properties and Ising machine behaviour. It is easy to use and has minimal requirements on the circuit topology. All relevant properties used for the proposed modeling approach are extracted from a transistor-based implementation by a circuit simulator. Systems with large number of nodes can be fast and accurately analyzed and optimized for their computation ability.
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2021 |
| Autor(en): | Graber, Markus ; Angeli, Nico ; Hofmann, Klaus |
| Art des Eintrags: | Bibliographie |
| Titel: | An Efficient Modeling Approach for Large Ring Oscillator Based Ising Machines |
| Sprache: | Englisch |
| Publikationsjahr: | 27 September 2021 |
| Verlag: | VDE Verlag |
| Buchtitel: | SMACD/PRIME 2021 : International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design and 16th Conference on PhD Research in Microelectronics and Electronics |
| Kollation: | 1 CD-ROM ; 56 g |
| Veranstaltungstitel: | 16th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design and 16th Conference on PhD Research in Microelectronics and Electronics |
| Veranstaltungsort: | virtual Conference |
| Veranstaltungsdatum: | 19.-22.07.2021 |
| URL / URN: | https://ieeexplore.ieee.org/document/9547952 |
| Zugehörige Links: | |
| Kurzbeschreibung (Abstract): | Using the Ising model for computation of optimization problems is getting more and more popular. A very promising approach is the use of electrical oscillators, often called Oscillator-based Ising machine (OIM), integrated on a single silicon die. A new modeling approach to handle the complexity of large networks during the design phase is proposed. The simulation runtime is significantly reduced while valuable design insight is provided. It helps to understand the relation between circuit level properties and Ising machine behaviour. It is easy to use and has minimal requirements on the circuit topology. All relevant properties used for the proposed modeling approach are extracted from a transistor-based implementation by a circuit simulator. Systems with large number of nodes can be fast and accurately analyzed and optimized for their computation ability. |
| Fachbereich(e)/-gebiet(e): | 18 Fachbereich Elektrotechnik und Informationstechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Datentechnik 18 Fachbereich Elektrotechnik und Informationstechnik > Institut für Datentechnik > Integrierte Elektronische Systeme (IES) |
| Hinterlegungsdatum: | 28 Jan 2022 13:28 |
| Letzte Änderung: | 09 Mai 2023 11:46 |
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